diff --git a/Leecode/src/main/java/com/markilue/leecode/hot100/interviewHot/graph/LC_127_LadderLength.java b/Leecode/src/main/java/com/markilue/leecode/hot100/interviewHot/graph/LC_127_LadderLength.java
new file mode 100644
index 0000000..30a2bdd
--- /dev/null
+++ b/Leecode/src/main/java/com/markilue/leecode/hot100/interviewHot/graph/LC_127_LadderLength.java
@@ -0,0 +1,184 @@
+package com.markilue.leecode.hot100.interviewHot.graph;
+
+import java.util.*;
+
+/**
+ *@BelongsProject: Leecode
+ *@BelongsPackage: com.markilue.leecode.hot100.interviewHot.graph
+ *@Author: markilue
+ *@CreateTime: 2023-05-28  11:21
+ *@Description: TODO  力扣127  单词接龙
+ *@Version: 1.0
+ */
+public class LC_127_LadderLength {
+
+    int min = Integer.MAX_VALUE;
+    int cur = 0;
+    int[] visited;
+
+    //尚且有问题
+    public int ladderLength(String beginWord, String endWord, List<String> wordList) {
+
+        List<Integer> beginList = new ArrayList<>();
+        boolean flag = false;
+        int diff;
+        for (int i = 0; i < wordList.size(); i++) {
+            String s = wordList.get(i);
+            if (s.equals(endWord)) flag = true;
+            diff = 0;
+            for (int j = 0; j < beginWord.length(); j++) {
+                if (beginWord.charAt(j) != s.charAt(j)) diff++;
+            }
+            if (diff == 1) beginList.add(i);
+        }
+        visited = new int[wordList.size()];
+        if (!flag) return 0;
+        for (Integer next : beginList) {
+            cur++;
+            dfs(wordList, next, endWord);
+            cur--;
+        }
+
+        return min;
+    }
+
+    private void dfs(List<String> wordList, int now, String endWord) {
+        if (wordList.get(now).equals(endWord)) {
+            min = Math.min(min, cur);
+        }
+        visited[now] = 1;
+        int diff;
+        String curString = wordList.get(now);
+        for (int i = 0; i < wordList.size(); i++) {
+            if (visited[i] == 0) {
+                String s = wordList.get(i);
+                diff = 0;
+                for (int j = 0; j < curString.length(); j++) {
+                    if (curString.charAt(j) != s.charAt(j)) diff++;
+                }
+                if (diff == 1) {
+                    cur++;
+                    dfs(wordList, i, endWord);
+                    cur--;
+                }
+            }
+        }
+        visited[now] = 2;
+
+    }
+
+
+    //评论区题解之BFS:找最短路径一般使用bfs
+    public int ladderLength1(String beginWord, String endWord, List<String> wordList) {
+        //TODO  1.将wordList放到hashset中，便于判断某个单词是否再wordList中
+        HashSet<String> wordSet = new HashSet<>(wordList);
+        if (wordSet.size() == 0 || !wordSet.contains(endWord)) {
+            return 0;//不存在endWord,一定找不到
+        }
+        wordSet.remove(beginWord);//有开头的直接去除
+
+        //TODO  2.图的广度优先遍历,必须使用队列和表示是否访问过的visited哈希表
+        LinkedList<String> queue = new LinkedList<>();
+        queue.offerFirst(beginWord);
+        HashSet<String> visited = new HashSet<>();
+        visited.add(beginWord);
+
+        //TODO  3.开始广度优先遍历,包含起点,因此初始化的时候步数为1
+        int step = 1;
+        while (!queue.isEmpty()) {
+            int currentSize = queue.size();
+            for (int i = 0; i < currentSize; i++) {
+                //依次遍历当前队列中的单词
+                String currentWord = queue.poll();
+                //如果修改一个字符与endWord相同则返回step+1
+                if (changeWordEveryOneLetter(currentWord, endWord, queue, visited, wordSet)) {
+                    return step + 1;
+                }
+            }
+            step++;
+        }
+        return 0;
+
+
+    }
+
+    private boolean changeWordEveryOneLetter(String currentWord, String endWord, Queue<String> queue, Set<String> visited, Set<String> wordSet) {
+        char[] charArray = currentWord.toCharArray();
+        for (int i = 0; i < endWord.length(); i++) {
+            //先保存,然后恢复
+            char originChar = charArray[i];
+            for (char j = 'a'; j <= 'z'; j++) {
+                if (j == originChar) {
+                    continue;
+                }
+                charArray[i] = j;
+                String nextWord = String.valueOf(charArray);
+                if (wordSet.contains(nextWord)) {
+                    if (nextWord.equals(endWord)) {
+                        return true;
+                    }
+                    if (!visited.contains(nextWord)) {
+                        queue.add(nextWord);
+                        //注意:添加到队列以后,必须马上标记已经访问
+                        visited.add(nextWord);
+                    }
+                }
+            }
+            charArray[i] = originChar;
+        }
+
+        return false;
+    }
+
+
+    //评论区题解至BFS:通用解法
+    public int ladderLength2(String beginWord, String endWord, List<String> wordList) {
+        int endIndex = wordList.indexOf(endWord);
+        if (endIndex == -1) return 0;
+        wordList.add(beginWord);
+        List<List<Integer>> adjacent = new ArrayList<>();
+        for (int i = 0; i < wordList.size(); ++i)
+            adjacent.add(new ArrayList<>());
+        for (int i = 0; i < wordList.size(); ++i) {
+            String s = wordList.get(i);
+            for (int j = i + 1; j < wordList.size(); ++j) {
+                if (judge(s, wordList.get(j))) {
+                    adjacent.get(i).add(j);
+                    adjacent.get(j).add(i);
+                }
+            }
+        }
+        return bfs(wordList.size() - 1, endIndex, adjacent, new boolean[wordList.size()]);
+    }
+
+    private int bfs(int i, int j, List<List<Integer>> adjacent, boolean[] visited) {
+        int distance = 0;
+        ArrayDeque<Integer> queue = new ArrayDeque<>();
+        queue.addLast(i);
+        while (!queue.isEmpty()) {
+            int size = queue.size();
+            distance++;
+            for (int k = 0; k < size; ++k) {
+                int v = queue.pollFirst();
+                visited[v] = true;
+                if (v == j) return distance;
+                List<Integer> edges = adjacent.get(v);
+                for (int e : edges) {
+                    if (!visited[e]) {
+                        queue.addLast(e);
+                    }
+                }
+            }
+        }
+        return 0;
+    }
+
+    private boolean judge(String s, String p) {
+        int distance = 0;
+        int len = s.length();
+        for (int i = 0; i < len && distance < 2; ++i) {
+            if (s.charAt(i) != p.charAt(i)) distance++;
+        }
+        return distance < 2;
+    }
+}
diff --git a/Leecode/src/main/java/com/markilue/leecode/hot100/interviewHot/graph/LC_841_CanVisitAllRooms.java b/Leecode/src/main/java/com/markilue/leecode/hot100/interviewHot/graph/LC_841_CanVisitAllRooms.java
new file mode 100644
index 0000000..bcb7477
--- /dev/null
+++ b/Leecode/src/main/java/com/markilue/leecode/hot100/interviewHot/graph/LC_841_CanVisitAllRooms.java
@@ -0,0 +1,65 @@
+package com.markilue.leecode.hot100.interviewHot.graph;
+
+import org.junit.Test;
+
+import java.util.ArrayList;
+import java.util.Arrays;
+import java.util.List;
+
+/**
+ *@BelongsProject: Leecode
+ *@BelongsPackage: com.markilue.leecode.hot100.interviewHot.graph
+ *@Author: markilue
+ *@CreateTime: 2023-05-28  10:57
+ *@Description: TODO  力扣841  钥匙和房间
+ *@Version: 1.0
+ */
+public class LC_841_CanVisitAllRooms {
+
+    @Test
+    public void test() {
+        List<List<Integer>> rooms = new ArrayList<>();
+        rooms.add(Arrays.asList(1));
+        rooms.add(Arrays.asList(2));
+        rooms.add(Arrays.asList(3));
+        rooms.add(new ArrayList<>());
+        System.out.println(canVisitAllRooms(rooms));
+    }
+
+    @Test
+    public void test1() {
+        List<List<Integer>> rooms = new ArrayList<>();
+        rooms.add(Arrays.asList(1, 3));
+        rooms.add(Arrays.asList(3, 0, 1));
+        rooms.add(Arrays.asList(2));
+        rooms.add(new ArrayList<>(0));
+        System.out.println(canVisitAllRooms(rooms));
+    }
+
+    int[] visited;
+
+    public boolean canVisitAllRooms(List<List<Integer>> rooms) {
+
+        visited = new int[rooms.size()];
+        dfs(rooms, 0);
+        for (int i : visited) {
+            if (i != 2) {//必须全都遍历过
+                return false;
+            }
+        }
+        return true;
+    }
+
+    public void dfs(List<List<Integer>> rooms, int now) {
+        if (visited[now] != 0) return;//这个节点遍历完过，就不用再遍历了
+        visited[now] = 1;
+        List<Integer> child = rooms.get(now);
+
+        for (Integer next : child) {
+            dfs(rooms, next);
+        }
+
+        visited[now] = 2;//当前的遍历完了
+    }
+
+}
diff --git a/Leecode/src/main/java/com/markilue/leecode/hot100/interviewHot/singlestack/LC_503_NextGreaterElements.java b/Leecode/src/main/java/com/markilue/leecode/hot100/interviewHot/singlestack/LC_503_NextGreaterElements.java
index 971c701..fe96130 100644
--- a/Leecode/src/main/java/com/markilue/leecode/hot100/interviewHot/singlestack/LC_503_NextGreaterElements.java
+++ b/Leecode/src/main/java/com/markilue/leecode/hot100/interviewHot/singlestack/LC_503_NextGreaterElements.java
@@ -2,6 +2,7 @@ package com.markilue.leecode.hot100.interviewHot.singlestack;
 
 import org.junit.Test;
 
+import java.util.ArrayDeque;
 import java.util.Arrays;
 import java.util.LinkedList;
 
@@ -19,8 +20,9 @@ public class LC_503_NextGreaterElements {
     public void test() {
 //        int[] nums = {1, 5, 3, 4, 3};
 //        int[] nums = {1, 2, 3, 4, 3};
-        int[] nums = {1, 2, 3, 2, 1};
-        System.out.println(Arrays.toString(nextGreaterElements1(nums)));
+//        int[] nums = {1, 2, 3, 2, 1};
+        int[] nums = {1, 2, 1};
+        System.out.println(Arrays.toString(nextGreaterElements2(nums)));
     }
 
 
@@ -95,4 +97,21 @@ public class LC_503_NextGreaterElements {
         return result;
 
     }
+
+    //朴素的思想:循环就在后面在拼上对称的数组
+    public int[] nextGreaterElements2(int[] nums) {
+
+        ArrayDeque<Integer> stack = new ArrayDeque<>();
+        int[] result = new int[nums.length];
+
+        for (int i = nums.length * 2 - 2; i >= 0; i--) {
+            while (!stack.isEmpty() && stack.peek() <= nums[i % nums.length]) {
+                stack.pop();
+            }
+            if (i < nums.length) result[i] = stack.isEmpty() ? -1 : stack.peek();
+            stack.push(nums[i % nums.length]);
+        }
+        return result;
+
+    }
 }
diff --git a/Leecode/src/main/java/com/markilue/leecode/hot100/second/T58_155_MinStack_1.java b/Leecode/src/main/java/com/markilue/leecode/hot100/second/T58_155_MinStack_1.java
new file mode 100644
index 0000000..dc9e4be
--- /dev/null
+++ b/Leecode/src/main/java/com/markilue/leecode/hot100/second/T58_155_MinStack_1.java
@@ -0,0 +1,46 @@
+package com.markilue.leecode.hot100.second;
+
+import java.util.ArrayDeque;
+import java.util.Deque;
+
+/**
+ *@BelongsProject: Leecode
+ *@BelongsPackage: com.markilue.leecode.hot100.second
+ *@Author: markilue
+ *@CreateTime: 2023-05-28  10:15
+ *@Description: TODO  力扣155  最小栈2刷
+ *@Version: 1.0
+ */
+public class T58_155_MinStack_1 {
+
+    Deque<Integer> deque;
+    Deque<Integer> minDeque;
+
+    //使用两个stack来记录
+    public T58_155_MinStack_1() {
+        deque = new ArrayDeque<>();
+        minDeque = new ArrayDeque<>();
+        minDeque.add(Integer.MAX_VALUE);
+    }
+
+    public void push(int val) {
+        deque.push(val);
+        minDeque.push(val < minDeque.peek() ? val : minDeque.peek());
+    }
+
+    public void pop() {
+        deque.pop();
+        minDeque.pop();
+    }
+
+    public int top() {
+        if(deque.isEmpty()){
+            return -1;
+        }
+        return deque.peek();
+    }
+
+    public int getMin() {
+        return minDeque.peek();
+    }
+}
diff --git a/Leecode/src/main/java/com/markilue/leecode/hot100/second/T72_239_MaxSlidingWindow.java b/Leecode/src/main/java/com/markilue/leecode/hot100/second/T72_239_MaxSlidingWindow.java
index 726465c..a879646 100644
--- a/Leecode/src/main/java/com/markilue/leecode/hot100/second/T72_239_MaxSlidingWindow.java
+++ b/Leecode/src/main/java/com/markilue/leecode/hot100/second/T72_239_MaxSlidingWindow.java
@@ -16,17 +16,31 @@ import java.util.Arrays;
 public class T72_239_MaxSlidingWindow {
 
     @Test
-    public void test(){
+    public void test() {
         int[] nums = {1, 3, -1, -3, 5, 3, 6, 7};
         int k = 3;
-        System.out.println(Arrays.toString(maxSlidingWindow(nums,k)));
+        System.out.println(Arrays.toString(maxSlidingWindow1(nums, k)));
     }
 
     @Test
-    public void test1(){
-        int[] nums = {1,-1};
+    public void test1() {
+        int[] nums = {1, -1};
         int k = 1;
-        System.out.println(Arrays.toString(maxSlidingWindow(nums,k)));
+        System.out.println(Arrays.toString(maxSlidingWindow(nums, k)));
+    }
+
+    @Test
+    public void test2() {
+        int[] nums = {7, 2, 4};
+        int k = 2;
+        System.out.println(Arrays.toString(maxSlidingWindow1(nums, k)));
+    }
+
+    @Test
+    public void test3() {
+        int[] nums = {1, 3, 1, 2, 0, 5};
+        int k = 3;
+        System.out.println(Arrays.toString(maxSlidingWindow1(nums, k)));
     }
 
     //使用一个单调栈进行记录:定期排除过期元素
@@ -60,4 +74,40 @@ public class T72_239_MaxSlidingWindow {
         }
         return result;
     }
+
+    //使用一个单调栈(单调递减)记录当前的数:每次先排除过期的数
+    public int[] maxSlidingWindow1(int[] nums, int k) {
+        ArrayDeque<Integer> stack = new ArrayDeque<>();//记录的是index
+
+        int[] result = new int[nums.length - k + 1];
+
+        //先构造第一个窗口
+        for (int i = 0; i < k; i++) {
+            while (!stack.isEmpty() && nums[stack.peek()] <= nums[i]) {
+                stack.pop();
+            }
+            stack.addFirst(i);
+        }
+        result[0] = nums[stack.peekLast()];
+
+        //往后每移动一位，result也会增加一个赋值
+        for (int i = k; i < nums.length; i++) {
+            //先排除过期元素
+            while (!stack.isEmpty() && i - stack.peekLast() >= k) {
+                stack.pollLast();
+            }
+
+            //将当前元素加到合适位置
+            while (!stack.isEmpty() && nums[stack.peek()] <= nums[i]) {
+                stack.pop();
+            }
+            stack.addFirst(i);
+
+            //判断当前位置应该添加那个元素
+            result[i - k + 1] = nums[stack.peekLast()];
+        }
+        return result;
+    }
+
+
 }
diff --git a/phm_rotate/backend/phm_backend/service/service_data_interface/pom.xml b/phm_rotate/backend/phm_backend/service/service_data_interface/pom.xml
new file mode 100644
index 0000000..fe058de
--- /dev/null
+++ b/phm_rotate/backend/phm_backend/service/service_data_interface/pom.xml
@@ -0,0 +1,70 @@
+<?xml version="1.0" encoding="UTF-8"?>
+<project xmlns="http://maven.apache.org/POM/4.0.0"
+         xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance"
+         xsi:schemaLocation="http://maven.apache.org/POM/4.0.0 http://maven.apache.org/xsd/maven-4.0.0.xsd">
+    <parent>
+        <artifactId>service</artifactId>
+        <groupId>com.cqu</groupId>
+        <version>0.0.1-SNAPSHOT</version>
+    </parent>
+    <modelVersion>4.0.0</modelVersion>
+
+    <artifactId>service_data_interface</artifactId>
+
+    <properties>
+        <maven.compiler.source>8</maven.compiler.source>
+        <maven.compiler.target>8</maven.compiler.target>
+    </properties>
+
+    <dependencies>
+        <dependency>
+            <groupId>org.springframework.boot</groupId>
+            <artifactId>spring-boot-starter-test</artifactId>
+            <scope>test</scope>
+        </dependency>
+        <dependency>
+            <groupId>com.alibaba</groupId>
+            <artifactId>fastjson</artifactId>
+        </dependency>
+
+        <dependency>
+            <groupId>org.apache.commons</groupId>
+            <artifactId>commons-lang3</artifactId>
+            <version>3.11</version>
+        </dependency>
+        <!--clickhouse连接器-->
+        <dependency>
+            <groupId>ru.yandex.clickhouse</groupId>
+            <artifactId>clickhouse-jdbc</artifactId>
+            <version>0.1.55</version>
+        </dependency>
+        <!--动态数据源-->
+        <dependency>
+            <groupId>com.baomidou</groupId>
+            <artifactId>dynamic-datasource-spring-boot-starter</artifactId>
+<!--            <version>3.3.2</version>-->
+        </dependency>
+    </dependencies>
+
+    <!-- 项目打包时会将java目录中的*.xml文件也进行打包 -->
+    <build>
+        <resources>
+            <resource>
+                <directory>src/main/java</directory>
+                <includes>
+                    <include>**/*.xml</include>
+                </includes>
+                <filtering>false</filtering>
+            </resource>
+            <resource>
+                <directory>src/main/resources</directory>
+                <includes>
+                    <include>**/*.yml</include>
+                    <include>**/*.properties</include>
+                </includes>
+                <filtering>false</filtering>
+            </resource>
+        </resources>
+    </build>
+
+</project>
\ No newline at end of file
diff --git a/phm_rotate/backend/phm_backend/service/service_data_interface/src/main/java/com/cqu/dataInterface/DataInterfaceApplication.java b/phm_rotate/backend/phm_backend/service/service_data_interface/src/main/java/com/cqu/dataInterface/DataInterfaceApplication.java
new file mode 100644
index 0000000..161e9ed
--- /dev/null
+++ b/phm_rotate/backend/phm_backend/service/service_data_interface/src/main/java/com/cqu/dataInterface/DataInterfaceApplication.java
@@ -0,0 +1,25 @@
+package com.cqu.dataInterface;
+
+import org.mybatis.spring.annotation.MapperScan;
+import org.springframework.boot.SpringApplication;
+import org.springframework.boot.autoconfigure.SpringBootApplication;
+import org.springframework.cloud.openfeign.EnableFeignClients;
+import org.springframework.context.annotation.ComponentScan;
+
+/**
+ *@BelongsProject: phm_parent
+ *@BelongsPackage: com.cqu.dataInterface
+ *@Author: markilue
+ *@CreateTime: 2023-05-27  20:24
+ *@Description: TODO  数据接口微服务启动类
+ *@Version: 1.0
+ */
+@SpringBootApplication
+@EnableFeignClients
+@MapperScan(basePackages = {"com.cqu.dataInterface"})
+public class DataInterfaceApplication {
+
+    public static void main(String[] args) {
+        SpringApplication.run(DataInterfaceApplication.class);
+    }
+}
diff --git a/phm_rotate/backend/phm_backend/service/service_data_interface/src/main/java/com/cqu/dataInterface/controller/WindSCADAController.java b/phm_rotate/backend/phm_backend/service/service_data_interface/src/main/java/com/cqu/dataInterface/controller/WindSCADAController.java
new file mode 100644
index 0000000..81538f0
--- /dev/null
+++ b/phm_rotate/backend/phm_backend/service/service_data_interface/src/main/java/com/cqu/dataInterface/controller/WindSCADAController.java
@@ -0,0 +1,47 @@
+package com.cqu.dataInterface.controller;
+
+import com.cqu.dataInterface.entity.WindSCADALocationState;
+import com.cqu.dataInterface.service.WindSCADAService;
+import com.cqu.utils.Result;
+import org.apache.commons.lang3.time.DateFormatUtils;
+import org.springframework.beans.factory.annotation.Autowired;
+import org.springframework.web.bind.annotation.RequestMapping;
+import org.springframework.web.bind.annotation.RequestParam;
+import org.springframework.web.bind.annotation.RestController;
+
+import java.util.Date;
+import java.util.List;
+
+
+/**
+ *@BelongsProject: phm_parent
+ *@BelongsPackage: com.cqu.dataInterface.controller
+ *@Author: markilue
+ *@CreateTime: 2023-05-27  20:36
+ *@Description: TODO  风电SCADA数据的Controller层
+ *@Version: 1.0
+ */
+@RestController
+@RequestMapping("api/dataInterface/windSCADA")
+public class WindSCADAController {
+
+    @Autowired
+    private WindSCADAService windSCADAService;
+
+    @RequestMapping("/windSCADALocationState")
+    public Result getWindSCADALocationState(@RequestParam(value = "date", defaultValue = "0") String date, @RequestParam(value = "limit", defaultValue = "5") Integer limit) {
+        if ("0".equals(date)) {
+            date = getCurrentDate();
+        }
+        List<WindSCADALocationState> locationStateList = windSCADAService.getWindSCADALocationStateByTm(date, limit);
+
+        return Result.ok().data("data", locationStateList);
+    }
+
+
+    public String getCurrentDate() {
+        return DateFormatUtils.format(new Date(), "yyyyMMdd");
+    }
+
+
+}
diff --git a/phm_rotate/backend/phm_backend/service/service_data_interface/src/main/java/com/cqu/dataInterface/entity/WindSCADALocationState.java b/phm_rotate/backend/phm_backend/service/service_data_interface/src/main/java/com/cqu/dataInterface/entity/WindSCADALocationState.java
new file mode 100644
index 0000000..b08df3e
--- /dev/null
+++ b/phm_rotate/backend/phm_backend/service/service_data_interface/src/main/java/com/cqu/dataInterface/entity/WindSCADALocationState.java
@@ -0,0 +1,49 @@
+package com.cqu.dataInterface.entity;
+
+import lombok.AllArgsConstructor;
+import lombok.Data;
+import lombok.NoArgsConstructor;
+
+/**
+ *@BelongsProject: phm_parent
+ *@BelongsPackage: com.cqu.dataInterface.entity
+ *@Author: markilue
+ *@CreateTime: 2023-05-27  20:34
+ *@Description: TODO  风电按照地区聚合实体类
+ *@Version: 1.0
+ */
+@Data
+@AllArgsConstructor
+@NoArgsConstructor
+public class WindSCADALocationState {
+
+
+    //TODO  注意:这些属性名和类型必须和建表的时候完全对应上,ts字段为Long类型；BigInt ->Long
+    private String stt;
+    private String edt;
+    private String windfarm;
+    private String location;
+    private String longitude;
+    private String latitude;
+    private Double production;
+    private Double avg_torque;
+    private Double avg_sumptemp;
+    private Double avg_inletoiltemp;
+    private Double avg_winddirection;
+    private Double avg_envtemp;
+    private Double avg_gen_speed;
+    private Double avg_pumpoutletpress;
+    private Double avg_engineroom_temp;
+    private Double avg_rotorspeed;
+    private Double avg_activepower;
+    private Double avg_engineroom_vibration_x;
+    private Double avg_engineroom_vibration_y;
+    private Double avg_highspeedshaft_front_temp;
+    private Double avg_max_windingtemp;
+    private Double avg_highspeedshaft_rear_temp;
+    private Double avg_windspeed;
+    private Double avg_coolingwatertemp;
+    private Double avg_inletpress;
+    private Long ts;
+
+}
diff --git a/phm_rotate/backend/phm_backend/service/service_data_interface/src/main/java/com/cqu/dataInterface/mapper/WindSCADAMapper.java b/phm_rotate/backend/phm_backend/service/service_data_interface/src/main/java/com/cqu/dataInterface/mapper/WindSCADAMapper.java
new file mode 100644
index 0000000..2bfc94c
--- /dev/null
+++ b/phm_rotate/backend/phm_backend/service/service_data_interface/src/main/java/com/cqu/dataInterface/mapper/WindSCADAMapper.java
@@ -0,0 +1,29 @@
+package com.cqu.dataInterface.mapper;
+
+import com.baomidou.dynamic.datasource.annotation.DS;
+import com.cqu.dataInterface.entity.WindSCADALocationState;
+import org.apache.ibatis.annotations.Param;
+import org.apache.ibatis.annotations.Select;
+
+import java.util.List;
+
+/**
+ *@BelongsProject: phm_parent
+ *@BelongsPackage: com.cqu.dataInterface.mapper
+ *@Author: markilue
+ *@CreateTime: 2023-05-27  20:42
+ *@Description: TODO  windSCADA数据的Mapper
+ *@Version: 1.0
+ */
+@DS("clickhouse")  //本个mapper默认的数据源
+public interface WindSCADAMapper {
+
+    @Select("select * " +
+            " " +
+            "from wind_SCADA_type_state " +
+            "where  " +
+            "    toYYYYMMDD(ts) = ${tm} " +
+            "and limit ${limit}")
+    @DS("clickhouse")
+    List<WindSCADALocationState> selectWindSCADALocationStateByTm(@Param("tm") String tm,@Param("limit") Integer limit);//通过tm查询风电SCADA数据根据地区聚合之后的数据
+}
diff --git a/phm_rotate/backend/phm_backend/service/service_data_interface/src/main/java/com/cqu/dataInterface/mapper/selectTable.sql b/phm_rotate/backend/phm_backend/service/service_data_interface/src/main/java/com/cqu/dataInterface/mapper/selectTable.sql
new file mode 100644
index 0000000..3655ce7
--- /dev/null
+++ b/phm_rotate/backend/phm_backend/service/service_data_interface/src/main/java/com/cqu/dataInterface/mapper/selectTable.sql
@@ -0,0 +1,7 @@
+
+-- 按照tm查询风电SCADA数据按照地区聚合之后的结果
+select *
+from wind_SCADA_type_state
+where
+    toYYYYMMDD(ts) =tm
+and limit 5
\ No newline at end of file
diff --git a/phm_rotate/backend/phm_backend/service/service_data_interface/src/main/java/com/cqu/dataInterface/service/WindSCADAService.java b/phm_rotate/backend/phm_backend/service/service_data_interface/src/main/java/com/cqu/dataInterface/service/WindSCADAService.java
new file mode 100644
index 0000000..84d4577
--- /dev/null
+++ b/phm_rotate/backend/phm_backend/service/service_data_interface/src/main/java/com/cqu/dataInterface/service/WindSCADAService.java
@@ -0,0 +1,20 @@
+package com.cqu.dataInterface.service;
+
+import com.cqu.dataInterface.entity.WindSCADALocationState;
+import org.springframework.stereotype.Service;
+
+import java.util.List;
+
+/**
+ *@BelongsProject: phm_parent
+ *@BelongsPackage: com.cqu.dataInterface.service
+ *@Author: markilue
+ *@CreateTime: 2023-05-27  20:42
+ *@Description: TODO  风电SCADA数据的服务
+ *@Version: 1.0
+ */
+public interface WindSCADAService {
+
+
+    List<WindSCADALocationState> getWindSCADALocationStateByTm(String tm,Integer limit);
+}
diff --git a/phm_rotate/backend/phm_backend/service/service_data_interface/src/main/java/com/cqu/dataInterface/service/impl/WindSCADAServiceImpl.java b/phm_rotate/backend/phm_backend/service/service_data_interface/src/main/java/com/cqu/dataInterface/service/impl/WindSCADAServiceImpl.java
new file mode 100644
index 0000000..e2b24ef
--- /dev/null
+++ b/phm_rotate/backend/phm_backend/service/service_data_interface/src/main/java/com/cqu/dataInterface/service/impl/WindSCADAServiceImpl.java
@@ -0,0 +1,30 @@
+package com.cqu.dataInterface.service.impl;
+
+import com.cqu.dataInterface.entity.WindSCADALocationState;
+import com.cqu.dataInterface.mapper.WindSCADAMapper;
+import com.cqu.dataInterface.service.WindSCADAService;
+import org.springframework.beans.factory.annotation.Autowired;
+import org.springframework.stereotype.Service;
+
+import java.util.List;
+
+/**
+ *@BelongsProject: phm_parent
+ *@BelongsPackage: com.cqu.dataInterface.service.impl
+ *@Author: markilue
+ *@CreateTime: 2023-05-27  21:04
+ *@Description: TODO  风电SCADA数据的服务实现类
+ *@Version: 1.0
+ */
+@Service
+public class WindSCADAServiceImpl implements WindSCADAService {
+
+    @Autowired
+    private WindSCADAMapper windSCADAMapper;
+
+
+    @Override
+    public List<WindSCADALocationState> getWindSCADALocationStateByTm(String tm, Integer limit) {
+        return windSCADAMapper.selectWindSCADALocationStateByTm(tm, limit);
+    }
+}
diff --git a/phm_rotate/backend/phm_backend/warehouse/rt-warehouse/pom.xml b/phm_rotate/backend/phm_backend/warehouse/rt-warehouse/pom.xml
index 945b90e..2863f3f 100644
--- a/phm_rotate/backend/phm_backend/warehouse/rt-warehouse/pom.xml
+++ b/phm_rotate/backend/phm_backend/warehouse/rt-warehouse/pom.xml
@@ -195,6 +195,18 @@
             <version>0.0.1-SNAPSHOT</version>
         </dependency>
 
+        <!--计算对象大小的工具类-->
+        <dependency>
+            <groupId>org.apache.lucene</groupId>
+            <artifactId>lucene-core</artifactId>
+            <version>4.0.0</version>
+        </dependency>
+        <dependency>
+            <groupId>org.apache.commons</groupId>
+            <artifactId>commons-lang3</artifactId>
+            <version>3.12.0</version>
+        </dependency>
+
 
     </dependencies>
 
diff --git a/phm_rotate/backend/phm_backend/warehouse/rt-warehouse/src/main/java/com/cqu/warehouse/realtime/app/base/BaseStreamApp.java b/phm_rotate/backend/phm_backend/warehouse/rt-warehouse/src/main/java/com/cqu/warehouse/realtime/app/base/BaseStreamApp.java
index 166a30b..d7c781c 100644
--- a/phm_rotate/backend/phm_backend/warehouse/rt-warehouse/src/main/java/com/cqu/warehouse/realtime/app/base/BaseStreamApp.java
+++ b/phm_rotate/backend/phm_backend/warehouse/rt-warehouse/src/main/java/com/cqu/warehouse/realtime/app/base/BaseStreamApp.java
@@ -23,13 +23,13 @@ public abstract class BaseStreamApp {
         env.setParallelism(4);
 
         //TODO  2.检查点设置
-        env.enableCheckpointing(5000L, CheckpointingMode.EXACTLY_ONCE);
-        env.getCheckpointConfig().setCheckpointTimeout(5000L);
+        env.enableCheckpointing(50000L, CheckpointingMode.EXACTLY_ONCE);
+        env.getCheckpointConfig().setCheckpointTimeout(50000L);
         env.getCheckpointConfig().enableExternalizedCheckpoints(CheckpointConfig.ExternalizedCheckpointCleanup.RETAIN_ON_CANCELLATION);//任务结束检查点是否保存
-        env.setRestartStrategy(RestartStrategies.fixedDelayRestart(3, 3000L));
+        env.setRestartStrategy(RestartStrategies.fixedDelayRestart(3, 5000L));
         env.setStateBackend(new FsStateBackend(PHMConfig.RT_CHECKPOINT_LOCATION));
         System.setProperty("HADOOP_USER_NAME", PHMConfig.HADOOP_USER_NAME);
-        System.setProperty("java.vm.name","Java HotSpot(TM) ");//使用的JDK版本
+//        System.setProperty("java.vm.name","Java HotSpot(TM) ");//使用的JDK版本
         //模板
         execute(env);
         env.execute();
diff --git a/phm_rotate/backend/phm_backend/warehouse/rt-warehouse/src/main/java/com/cqu/warehouse/realtime/app/dwm/GasWideApp.java b/phm_rotate/backend/phm_backend/warehouse/rt-warehouse/src/main/java/com/cqu/warehouse/realtime/app/dwm/GasWideApp.java
index 1029d63..098dfbf 100644
--- a/phm_rotate/backend/phm_backend/warehouse/rt-warehouse/src/main/java/com/cqu/warehouse/realtime/app/dwm/GasWideApp.java
+++ b/phm_rotate/backend/phm_backend/warehouse/rt-warehouse/src/main/java/com/cqu/warehouse/realtime/app/dwm/GasWideApp.java
@@ -69,7 +69,7 @@ public class GasWideApp extends BaseStreamApp {
                         String[] message = tagArray[0].split("\\.");
                         jsonObject.put("area", message[0].substring(1));
                         jsonObject.put("company", message[1]);
-                        jsonObject.put("typeId", message[2]);
+                        jsonObject.put("type_id", message[2]);
                         jsonObject.put("gt_no", message[3]);
                         return jsonObject;
                     }
@@ -142,7 +142,7 @@ public class GasWideApp extends BaseStreamApp {
                 new DimAsyncFunction<JSONObject>("DIM_GAS_TYPE_INFO") {
                     @Override
                     public String getKey(JSONObject inObj) {
-                        return inObj.getString("typeId");
+                        return inObj.getString("type_id");
                     }
 
                     @Override
diff --git a/phm_rotate/backend/phm_backend/warehouse/rt-warehouse/src/main/java/com/cqu/warehouse/realtime/app/dwm/WindCMSApp.java b/phm_rotate/backend/phm_backend/warehouse/rt-warehouse/src/main/java/com/cqu/warehouse/realtime/app/dwm/WindCMSApp.java
index 048e64c..9ced257 100644
--- a/phm_rotate/backend/phm_backend/warehouse/rt-warehouse/src/main/java/com/cqu/warehouse/realtime/app/dwm/WindCMSApp.java
+++ b/phm_rotate/backend/phm_backend/warehouse/rt-warehouse/src/main/java/com/cqu/warehouse/realtime/app/dwm/WindCMSApp.java
@@ -7,23 +7,17 @@ import com.cqu.warehouse.realtime.app.base.BaseStreamApp;
 import com.cqu.warehouse.realtime.app.func.DataSamplingFunction;
 import com.cqu.warehouse.realtime.app.func.FFTSamplingFunction;
 import com.cqu.warehouse.realtime.utils.MyKafkaUtils;
-import jdk.nashorn.internal.ir.debug.ObjectSizeCalculator;
 import org.apache.flink.api.common.eventtime.SerializableTimestampAssigner;
 import org.apache.flink.api.common.eventtime.WatermarkStrategy;
 import org.apache.flink.api.common.functions.RichMapFunction;
 import org.apache.flink.api.java.functions.KeySelector;
 import org.apache.flink.api.java.tuple.Tuple2;
 import org.apache.flink.configuration.Configuration;
-import org.apache.flink.streaming.api.datastream.AsyncDataStream;
-import org.apache.flink.streaming.api.datastream.DataStreamSource;
-import org.apache.flink.streaming.api.datastream.KeyedStream;
-import org.apache.flink.streaming.api.datastream.SingleOutputStreamOperator;
+import org.apache.flink.streaming.api.datastream.*;
 import org.apache.flink.streaming.api.environment.StreamExecutionEnvironment;
-import org.apache.flink.streaming.api.functions.windowing.ProcessWindowFunction;
 import org.apache.flink.streaming.api.windowing.assigners.TumblingEventTimeWindows;
 import org.apache.flink.streaming.api.windowing.time.Time;
-import org.apache.flink.streaming.api.windowing.windows.TimeWindow;
-import org.apache.flink.util.Collector;
+import org.apache.flink.util.OutputTag;
 
 import java.text.SimpleDateFormat;
 import java.util.Date;
@@ -61,7 +55,7 @@ public class WindCMSApp extends BaseStreamApp {
         //TODO  2.转为jsonObject
         SingleOutputStreamOperator<JSONObject> jsonObjectDS = kafkaDS.map(JSON::parseObject);
 
-//        jsonObjectDS.print("***");
+//        jsonObjectDS.print("first:");
 
 
         //TODO  3.异步操作-进行数据降维  - 不知道数据降维可能花费的时间,操作异步操作实现
@@ -93,36 +87,36 @@ public class WindCMSApp extends BaseStreamApp {
                 },
                 60, TimeUnit.SECONDS
         );
-        //        downSamplingDataDS.print(">>>");
+//        downSamplingTenDS.print(">>>");
 
 
         //3.2  降采样100倍的
-        SingleOutputStreamOperator<JSONObject> downSamplingHundredDS = AsyncDataStream.unorderedWait(
-                downSamplingTenDS,
-                new DataSamplingFunction<JSONObject>() {
-                    @Override
-                    public void setDownSamplingData(JSONObject obj, List<Double> downSampleData) {
-                        obj.put("x", downSampleData);
-                    }
-
-                    @Override
-                    public int getFreq(JSONObject obj) {
-                        return Integer.parseInt(obj.getString("freq"));
-                    }
-
-                    @Override
-                    public int getThreshold(JSONObject obj) {
-                        return obj.getJSONArray("x").size() / 10;
-                    }
-
-                    @Override
-                    public List<Double> getDownSamplingData(JSONObject obj) {
-                        JSONArray x = obj.getJSONArray("x");
-                        return x.toJavaList(Double.class);
-                    }
-                },
-                60, TimeUnit.SECONDS
-        );
+//        SingleOutputStreamOperator<JSONObject> downSamplingHundredDS = AsyncDataStream.unorderedWait(
+//                downSamplingTenDS,
+//                new DataSamplingFunction<JSONObject>() {
+//                    @Override
+//                    public void setDownSamplingData(JSONObject obj, List<Double> downSampleData) {
+//                        obj.put("x", downSampleData);
+//                    }
+//
+//                    @Override
+//                    public int getFreq(JSONObject obj) {
+//                        return Integer.parseInt(obj.getString("freq"));
+//                    }
+//
+//                    @Override
+//                    public int getThreshold(JSONObject obj) {
+//                        return obj.getJSONArray("x").size() / 10;
+//                    }
+//
+//                    @Override
+//                    public List<Double> getDownSamplingData(JSONObject obj) {
+//                        JSONArray x = obj.getJSONArray("x");
+//                        return x.toJavaList(Double.class);
+//                    }
+//                },
+//                60, TimeUnit.SECONDS
+//        );
 
         //3.3  降采样1000倍的
 //        SingleOutputStreamOperator<JSONObject> downSamplingThousandDS = AsyncDataStream.unorderedWait(
@@ -192,66 +186,37 @@ public class WindCMSApp extends BaseStreamApp {
                     }
                 }
         );
+//        keyedDS.print("keyed:");
 
-        //4.4  开窗统计
+        //4.4  开窗统计+fft
+        OutputTag<String> fftTag = new OutputTag<String>("fft_tag") {
+        };
         SingleOutputStreamOperator<JSONObject> mergeDS = keyedDS
                 .window(TumblingEventTimeWindows.of(Time.seconds(1)))
                 .process(
-                        new ProcessWindowFunction<JSONObject, JSONObject, Tuple2<String, String>, TimeWindow>() {
-                            //窗口结束时触发
-                            @Override
-                            public void process(Tuple2<String, String> stringStringTuple2, ProcessWindowFunction<JSONObject, JSONObject, Tuple2<String, String>, TimeWindow>.Context context, Iterable<JSONObject> iterable, Collector<JSONObject> collector) throws Exception {
-                                JSONObject obj = null;
-                                //参考:https://zhuanlan.zhihu.com/p/534376156
-                                //经过测试:1000个点一发:iterable500M
-                                //10000个点一发:iterable370M
-                                System.out.println("iterable_data_size:" + ObjectSizeCalculator.getObjectSize(iterable));
-                                for (JSONObject jsonObject : iterable) {
-                                    if (obj == null) {
-                                        obj = jsonObject;
-                                    } else {
-                                        JSONArray x = obj.getJSONArray("x");
-                                        x.addAll(jsonObject.getJSONArray("x"));
-                                    }
-                                }
-                                collector.collect(obj);
-                            }
-                        }
+                        new FFTSamplingFunction(fftTag)
                 );
 
 
         //TODO 6.计算频谱  --不知道要计算多久,使用异步Stream进行计算
-        SingleOutputStreamOperator<JSONObject> fftDS = AsyncDataStream.unorderedWait(
-                mergeDS,
-                new FFTSamplingFunction<JSONObject>() {
-                    @Override
-                    protected void setTransformData(JSONObject jsonObject, List<Double> fft) {
-                        jsonObject.put("x", fft);
-                    }
 
-                    @Override
-                    protected List<Double> getTransformData(JSONObject jsonObject) {
-                        return jsonObject.getJSONArray("x").toJavaList(Double.class);
-                    }
-                },
-                60, TimeUnit.SECONDS
-        );
 
         //TODO 合并的结果大概有10000个数据:判断是否合理
-        mergeDS.print(">>>");
-//        fftDS.print(">>>");
+        mergeDS.print("merge:");
+        DataStream<String> fftDS = mergeDS.getSideOutput(fftTag);
+
+        fftDS.print("fft:");
 
         //TODO  5.写回kafka
-//        mergeDS
-//                .map(jsonObject -> jsonObject.toJSONString())
-//                .addSink(
-//                        MyKafkaUtils.getKafkaSink("dwm_wind_cms_10_downsampling")
-//                );
-//        fftDS
-//                .map(jsonObject -> jsonObject.toJSONString())
-//                .addSink(
-//                        MyKafkaUtils.getKafkaSink("dwm_wind_cms_10_frequency")
-//                );
+        mergeDS
+                .map(jsonObject -> jsonObject.toJSONString())
+                .addSink(
+                        MyKafkaUtils.getKafkaSink("dwm_wind_cms_10_downsampling")
+                );
+        fftDS
+                .addSink(
+                        MyKafkaUtils.getKafkaSink("dwm_wind_cms_10_frequency")
+                );
 
     }
 }
diff --git a/phm_rotate/backend/phm_backend/warehouse/rt-warehouse/src/main/java/com/cqu/warehouse/realtime/app/dwm/WindCMSAsyncApp.java b/phm_rotate/backend/phm_backend/warehouse/rt-warehouse/src/main/java/com/cqu/warehouse/realtime/app/dwm/WindCMSAsyncApp.java
new file mode 100644
index 0000000..3029d01
--- /dev/null
+++ b/phm_rotate/backend/phm_backend/warehouse/rt-warehouse/src/main/java/com/cqu/warehouse/realtime/app/dwm/WindCMSAsyncApp.java
@@ -0,0 +1,260 @@
+package com.cqu.warehouse.realtime.app.dwm;
+
+import com.alibaba.fastjson.JSON;
+import com.alibaba.fastjson.JSONArray;
+import com.alibaba.fastjson.JSONObject;
+import com.cqu.warehouse.realtime.app.base.BaseStreamApp;
+import com.cqu.warehouse.realtime.app.func.DataSamplingFunction;
+import com.cqu.warehouse.realtime.app.func.FFTSamplingAsyncFunction;
+import com.cqu.warehouse.realtime.app.func.FFTSamplingFunction;
+import com.cqu.warehouse.realtime.utils.MyKafkaUtils;
+import org.apache.flink.api.common.eventtime.SerializableTimestampAssigner;
+import org.apache.flink.api.common.eventtime.WatermarkStrategy;
+import org.apache.flink.api.common.functions.RichMapFunction;
+import org.apache.flink.api.java.functions.KeySelector;
+import org.apache.flink.api.java.tuple.Tuple2;
+import org.apache.flink.configuration.Configuration;
+import org.apache.flink.streaming.api.datastream.*;
+import org.apache.flink.streaming.api.environment.StreamExecutionEnvironment;
+import org.apache.flink.streaming.api.functions.windowing.ProcessWindowFunction;
+import org.apache.flink.streaming.api.windowing.assigners.TumblingEventTimeWindows;
+import org.apache.flink.streaming.api.windowing.time.Time;
+import org.apache.flink.streaming.api.windowing.windows.TimeWindow;
+import org.apache.flink.util.Collector;
+import org.apache.flink.util.OutputTag;
+import org.apache.lucene.util.RamUsageEstimator;
+
+import java.text.SimpleDateFormat;
+import java.util.Date;
+import java.util.List;
+import java.util.concurrent.TimeUnit;
+
+/**
+ *@BelongsProject: phm_parent
+ *@BelongsPackage: com.cqu.warehouse.realtime.app.dwm
+ *@Author: markilue
+ *@CreateTime: 2023-05-22  19:55
+ *@Description:
+ * TODO  风电cms数据DWM层:  异步(已无问题)
+ *      1)同一时刻数据拼接  -状态编程?  每一个时刻10万个点,全都放在内存当中不太合理?  ->降维后的数据再进行拼接
+ *      2)lqtt算法提取数据的边界形状
+ *      3)考虑是否需要做多层的情况
+ *@Version: 1.0
+ */
+public class WindCMSAsyncApp extends BaseStreamApp {
+
+    public static void main(String[] args) throws Exception {
+        new WindCMSAsyncApp().entry();
+    }
+
+    @Override
+    public void execute(StreamExecutionEnvironment env) {
+
+        //TODO  1.从kafka中读取数据
+        String topic = "dwd_wind_cms";
+        String groupId = "dwm_wind_cms_app_group";
+        DataStreamSource<String> kafkaDS = env.addSource(
+                MyKafkaUtils.getKafkaSource(topic, groupId)
+        );
+
+        //TODO  2.转为jsonObject
+        SingleOutputStreamOperator<JSONObject> jsonObjectDS = kafkaDS.map(JSON::parseObject);
+
+
+        //TODO  3.异步操作-进行数据降维  - 不知道数据降维可能花费的时间,操作异步操作实现
+
+        //3.1 降采样10倍的
+        SingleOutputStreamOperator<JSONObject> downSamplingTenDS = AsyncDataStream.unorderedWait(
+                jsonObjectDS,
+                new DataSamplingFunction<JSONObject>() {
+                    @Override
+                    public void setDownSamplingData(JSONObject obj, List<Double> downSampleData) {
+                        obj.put("x", downSampleData);
+                    }
+
+                    @Override
+                    public int getFreq(JSONObject obj) {
+                        return Integer.parseInt(obj.getString("freq"));
+                    }
+
+                    @Override
+                    public int getThreshold(JSONObject obj) {
+                        return obj.getJSONArray("x").size() / 10;
+                    }
+
+                    @Override
+                    public List<Double> getDownSamplingData(JSONObject obj) {
+                        JSONArray x = obj.getJSONArray("x");
+                        return x.toJavaList(Double.class);
+                    }
+                },
+                60, TimeUnit.SECONDS
+        );
+//        downSamplingTenDS.print(">>>");
+
+
+        //3.2  降采样100倍的
+//        SingleOutputStreamOperator<JSONObject> downSamplingHundredDS = AsyncDataStream.unorderedWait(
+//                downSamplingTenDS,
+//                new DataSamplingFunction<JSONObject>() {
+//                    @Override
+//                    public void setDownSamplingData(JSONObject obj, List<Double> downSampleData) {
+//                        obj.put("x", downSampleData);
+//                    }
+//
+//                    @Override
+//                    public int getFreq(JSONObject obj) {
+//                        return Integer.parseInt(obj.getString("freq"));
+//                    }
+//
+//                    @Override
+//                    public int getThreshold(JSONObject obj) {
+//                        return obj.getJSONArray("x").size() / 10;
+//                    }
+//
+//                    @Override
+//                    public List<Double> getDownSamplingData(JSONObject obj) {
+//                        JSONArray x = obj.getJSONArray("x");
+//                        return x.toJavaList(Double.class);
+//                    }
+//                },
+//                60, TimeUnit.SECONDS
+//        );
+
+        //3.3  降采样1000倍的
+//        SingleOutputStreamOperator<JSONObject> downSamplingThousandDS = AsyncDataStream.unorderedWait(
+//                downSamplingHundredDS,
+//                new DataSamplingFunction<JSONObject>() {
+//                    @Override
+//                    public void setDownSamplingData(JSONObject obj, List<Double> downSampleData) {
+//                        obj.put("x", downSampleData);
+//                    }
+//
+//                    @Override
+//                    public int getFreq(JSONObject obj) {
+//                        return Integer.parseInt(obj.getString("freq"));
+//                    }
+//
+//                    @Override
+//                    public int getThreshold(JSONObject obj) {
+//                        return obj.getJSONArray("x").size() / 10;
+//                    }
+//
+//                    @Override
+//                    public List<Double> getDownSamplingData(JSONObject obj) {
+//                        JSONArray x = obj.getJSONArray("x");
+//                        return x.toJavaList(Double.class);
+//                    }
+//                },
+//                60, TimeUnit.SECONDS
+//        );
+
+        //TODO  4.合并同一时间段的CMS(降采样10倍的)
+        //4.1  添加上时间戳字段
+        SingleOutputStreamOperator<JSONObject> tsDS = downSamplingTenDS.map(
+                new RichMapFunction<JSONObject, JSONObject>() {
+                    SimpleDateFormat sdf;
+
+                    @Override
+                    public void open(Configuration parameters) throws Exception {
+                        sdf = new SimpleDateFormat("yyyyMMddHHmmss");
+                    }
+
+                    @Override
+                    public JSONObject map(JSONObject jsonObject) throws Exception {
+                        String realtime = jsonObject.getString("realtime");
+                        if (realtime.length() < 8) jsonObject.put("ts", new Date().getTime());
+                        else jsonObject.put("ts", sdf.parse(realtime).getTime());
+                        return jsonObject;
+                    }
+                }
+        );
+        //4.2  注册水位线
+        SingleOutputStreamOperator<JSONObject> dataWithWatermarkDS = tsDS.assignTimestampsAndWatermarks(
+                WatermarkStrategy.<JSONObject>forMonotonousTimestamps()
+                        .withTimestampAssigner(
+                                new SerializableTimestampAssigner<JSONObject>() {
+                                    @Override
+                                    public long extractTimestamp(JSONObject jsonObject, long l) {
+                                        return jsonObject.getLong("ts");
+                                    }
+                                })
+        );
+        //4.3  根据风场和风机号分组
+        KeyedStream<JSONObject, Tuple2<String, String>> keyedDS = dataWithWatermarkDS.keyBy(
+                new KeySelector<JSONObject, Tuple2<String, String>>() {
+                    @Override
+                    public Tuple2<String, String> getKey(JSONObject jsonObject) throws Exception {
+                        return Tuple2.of(jsonObject.getString("windfarm"), jsonObject.getString("wt_no"));
+                    }
+                }
+        );
+//        keyedDS.print("keyed:");
+
+        //4.4  开窗统计+fft
+        OutputTag<String> fftTag = new OutputTag<String>("fft_tag") {
+        };
+        SingleOutputStreamOperator<JSONObject> mergeDS = keyedDS
+                .window(TumblingEventTimeWindows.of(Time.seconds(1)))
+                .process(
+                        new ProcessWindowFunction<JSONObject, JSONObject, Tuple2<String, String>, TimeWindow>() {
+                            @Override
+                            public void process(Tuple2<String, String> key, ProcessWindowFunction<JSONObject, JSONObject, Tuple2<String, String>, TimeWindow>.Context context, Iterable<JSONObject> iterable, Collector<JSONObject> collector) throws Exception {
+                                JSONObject obj = null;
+                                long start = context.window().getStart();
+                                long end = context.window().getEnd();
+                                System.out.println("key:" + key + "  start:" + new Date(start) + "  end:" + new Date(end) + "  size: " + RamUsageEstimator.humanSizeOf(iterable));
+                                //参考:https://zhuanlan.zhihu.com/p/534376156
+                                //经过测试:1000个点一发:iterable500M
+                                //10000个点一发:iterable370M
+                                for (JSONObject eachObj : iterable) {
+                                    if (obj == null) {
+                                        obj = eachObj;
+                                    } else {
+                                        obj.getJSONArray("x").addAll(eachObj.getJSONArray("x"));
+                                    }
+                                }
+                                System.out.println("mergeSize:" + RamUsageEstimator.humanSizeOf(obj));
+                                collector.collect(obj);
+                            }
+                        }
+                );
+
+
+        //TODO 6.计算频谱  --不知道要计算多久,使用异步Stream进行计算
+        SingleOutputStreamOperator<JSONObject> fftDS = AsyncDataStream.unorderedWait(
+                mergeDS,
+                new FFTSamplingAsyncFunction<JSONObject>() {
+                    @Override
+                    protected void setTransformData(JSONObject obj, List<Double> fft) {
+                        obj.put("x", fft);
+                    }
+
+                    @Override
+                    protected List<Double> getTransformData(JSONObject obj) {
+                        return obj.getJSONArray("x").toJavaList(Double.class);
+                    }
+                },
+                60,TimeUnit.SECONDS
+        );
+
+
+        //TODO 合并的结果大概有10000个数据:判断是否合理
+        mergeDS.print("merge:");
+
+        fftDS.print("fft:");
+
+        //TODO  5.写回kafka
+        mergeDS
+                .map(jsonObject -> jsonObject.toJSONString())
+                .addSink(
+                        MyKafkaUtils.getKafkaSink("dwm_wind_cms_10_downsampling")
+                );
+        fftDS
+                .map(jsonObject -> jsonObject.toJSONString())
+                .addSink(
+                        MyKafkaUtils.getKafkaSink("dwm_wind_cms_10_frequency")
+                );
+
+    }
+}
diff --git a/phm_rotate/backend/phm_backend/warehouse/rt-warehouse/src/main/java/com/cqu/warehouse/realtime/app/dwm/WindScadaWideApp.java b/phm_rotate/backend/phm_backend/warehouse/rt-warehouse/src/main/java/com/cqu/warehouse/realtime/app/dwm/WindScadaWideApp.java
index 44df02f..9a2eef6 100644
--- a/phm_rotate/backend/phm_backend/warehouse/rt-warehouse/src/main/java/com/cqu/warehouse/realtime/app/dwm/WindScadaWideApp.java
+++ b/phm_rotate/backend/phm_backend/warehouse/rt-warehouse/src/main/java/com/cqu/warehouse/realtime/app/dwm/WindScadaWideApp.java
@@ -103,6 +103,8 @@ public class WindScadaWideApp extends BaseStreamApp {
                     public void join(JSONObject inObj, JSONObject joinObj) throws Exception {
                         inObj.put("location", joinObj.getString("REAL_NAME"));
                         inObj.put("production", joinObj.getString("PRODUCTION"));
+                        inObj.put("longitude",joinObj.getString("LONGITUDE"));
+                        inObj.put("latitude",joinObj.getString("LATITUDE"));
                     }
                 },
                 60, TimeUnit.SECONDS
@@ -111,7 +113,7 @@ public class WindScadaWideApp extends BaseStreamApp {
         SingleOutputStreamOperator<String> windSCADAWideDS = windSCADAWideJSONDS.map(jsonObject -> jsonObject.toJSONString());
         windSCADAWideDS.print(">>>>");
         windSCADAWideDS.addSink(
-                MyKafkaUtils.getKafkaSink("dwd_wind_wide")
+                MyKafkaUtils.getKafkaSink("dwm_wind_wide")
         );
 
     }
diff --git a/phm_rotate/backend/phm_backend/warehouse/rt-warehouse/src/main/java/com/cqu/warehouse/realtime/app/dws/GasTypeStateApp.java b/phm_rotate/backend/phm_backend/warehouse/rt-warehouse/src/main/java/com/cqu/warehouse/realtime/app/dws/GasTypeStateApp.java
new file mode 100644
index 0000000..7a59574
--- /dev/null
+++ b/phm_rotate/backend/phm_backend/warehouse/rt-warehouse/src/main/java/com/cqu/warehouse/realtime/app/dws/GasTypeStateApp.java
@@ -0,0 +1,105 @@
+package com.cqu.warehouse.realtime.app.dws;
+
+import com.cqu.warehouse.realtime.app.base.BaseStreamApp;
+import com.cqu.warehouse.realtime.app.dwm.GasWideApp;
+import com.cqu.warehouse.realtime.entity.GasTypeState;
+import com.cqu.warehouse.realtime.utils.MyKafkaUtils;
+import org.apache.flink.streaming.api.datastream.DataStream;
+import org.apache.flink.streaming.api.environment.StreamExecutionEnvironment;
+import org.apache.flink.table.api.EnvironmentSettings;
+import org.apache.flink.table.api.Table;
+import org.apache.flink.table.api.bridge.java.StreamTableEnvironment;
+
+/**
+ *@BelongsProject: phm_parent
+ *@BelongsPackage: com.cqu.warehouse.realtime.app.dws
+ *@Author: markilue
+ *@CreateTime: 2023-05-26  16:58
+ *@Description: TODO  燃机按类型聚合:
+ *@Version: 1.0
+ */
+public class GasTypeStateApp extends BaseStreamApp {
+
+    public static void main(String[] args) throws Exception {
+        new GasTypeStateApp().entry();
+    }
+
+    @Override
+    public void execute(StreamExecutionEnvironment env) {
+
+        //TODO  1.构建动态表 流处理环境
+        EnvironmentSettings settings = EnvironmentSettings.newInstance().inStreamingMode().build();
+        StreamTableEnvironment tableEnv = StreamTableEnvironment.create(env, settings);
+
+        //TODO  2.创建动态表  对接kafka
+        String topic = "dwm_gas_wide";
+        String groupId = "gas_type_state_app";
+
+        String sql = "create table gas_scada_type " +
+                "( " +
+                "    type_id         String, " +
+                "    rated_temp      BIGINT, " +
+                "    rated_press     BIGINT, " +
+                "    rated_flow_rate BIGINT, " +
+                "    rated_speed     BIGINT, " +
+                "    rated_power     BIGINT, " +
+                "    rated_load      BIGINT, " +
+                "    rated_duration  BIGINT, " +
+                "    LubeReturnT2    DOUBLE, " +
+                "    T5TC1           DOUBLE, " +
+                "    GFFlow          DOUBLE, " +
+                "    LFFlow          DOUBLE, " +
+                "    NHP_1           DOUBLE, " +
+                "    AirInletDP_1    DOUBLE, " +
+                "    T1_1            DOUBLE, " +
+                "    LubeHaderP      DOUBLE, " +
+                "    LubeFilterDP    DOUBLE, " +
+                "    TankT           DOUBLE, " +
+                "    GrBxAccel       DOUBLE, " +
+                "    realtime STRING, " +
+                "    row_time  as TO_TIMESTAMP(realtime), " +
+                "    WATERMARK FOR row_time as row_time - INTERVAL '3' SECOND " +
+                ") " +
+                "with(" + MyKafkaUtils.getKafkaSourceByDDL(topic, groupId) + ")";
+
+        tableEnv.executeSql(sql);
+
+        //TODO  3.分组开窗聚合
+
+        String selectSQL = "select DATE_FORMAT(TUMBLE_START(row_time, INTERVAL '3' MINUTE), 'yyyy-MM-dd HH:mm:ss') as stt, " +
+                "       DATE_FORMAT(TUMBLE_END(row_time, INTERVAL '3' MINUTE), 'yyyy-MM-dd HH:mm:ss')   as edt, " +
+                "       type_id, " +
+                "       rated_temp, " +
+                "       rated_press, " +
+                "       rated_flow_rate, " +
+                "       rated_speed, " +
+                "       rated_power, " +
+                "       rated_load, " +
+                "       rated_duration, " +
+                "       AVG(LubeReturnT2)                                                               as avg_LubeReturnT2, " +
+                "       AVG(T5TC1)                                                                      as avg_T5TC1, " +
+                "       AVG(GFFlow)                                                                     as avg_GFFlow, " +
+                "       AVG(LFFlow)                                                                     as avg_LFFlow, " +
+                "       AVG(NHP_1)                                                                      as avg_NHP_1, " +
+                "       AVG(AirInletDP_1)                                                               as avg_AirInletDP_1, " +
+                "       AVG(T1_1)                                                                       as avg_T1_1, " +
+                "       AVG(LubeHaderP)                                                                 as avg_LubeHaderP, " +
+                "       AVG(LubeFilterDP)                                                               as avg_LubeFilterDP, " +
+                "       AVG(TankT)                                                                      as avg_TankT, " +
+                "       AVG(GrBxAccel)                                                                  as avg_GrBxAccel " +
+                "from gas_scada_type " +
+                "group by TUMBLE(row_time, INTERVAL '3' MINUTE), " +
+                "         type_id, " +
+                "         rated_temp, " +
+                "         rated_press, " +
+                "         rated_flow_rate, " +
+                "         rated_speed, " +
+                "         rated_power, " +
+                "         rated_load, " +
+                "         rated_duration ";
+        Table table = tableEnv.sqlQuery(selectSQL);
+
+        DataStream<GasTypeState> windowDS = tableEnv.toAppendStream(table, GasTypeState.class);
+        windowDS.print(">>>");
+    }
+}
diff --git a/phm_rotate/backend/phm_backend/warehouse/rt-warehouse/src/main/java/com/cqu/warehouse/realtime/app/dws/WindSCADALocationStateApp.java b/phm_rotate/backend/phm_backend/warehouse/rt-warehouse/src/main/java/com/cqu/warehouse/realtime/app/dws/WindSCADALocationStateApp.java
new file mode 100644
index 0000000..1c1304f
--- /dev/null
+++ b/phm_rotate/backend/phm_backend/warehouse/rt-warehouse/src/main/java/com/cqu/warehouse/realtime/app/dws/WindSCADALocationStateApp.java
@@ -0,0 +1,118 @@
+package com.cqu.warehouse.realtime.app.dws;
+
+import com.cqu.warehouse.realtime.app.base.BaseStreamApp;
+import com.cqu.warehouse.realtime.entity.WindSCADALocationState;
+import com.cqu.warehouse.realtime.utils.ClickhouseUtils;
+import com.cqu.warehouse.realtime.utils.MyKafkaUtils;
+import org.apache.flink.streaming.api.datastream.DataStream;
+import org.apache.flink.streaming.api.environment.StreamExecutionEnvironment;
+import org.apache.flink.table.api.EnvironmentSettings;
+import org.apache.flink.table.api.Table;
+import org.apache.flink.table.api.bridge.java.StreamTableEnvironment;
+
+/**
+ *@BelongsProject: phm_parent
+ *@BelongsPackage: com.cqu.warehouse.realtime.app.dws
+ *@Author: markilue
+ *@CreateTime: 2023-05-25  20:17
+ *@Description:
+ * TODO  风电SCADA数据的按地区聚合的DWSApp
+ * 使用FlinkSQL实现
+ *@Version: 1.0
+ */
+public class WindSCADALocationStateApp extends BaseStreamApp {
+
+    public static void main(String[] args) throws Exception {
+        new WindSCADALocationStateApp().entry();
+    }
+
+    @Override
+    public void execute(StreamExecutionEnvironment env) {
+
+        //TODO  1.创建动态表
+        EnvironmentSettings setting = EnvironmentSettings.newInstance().inStreamingMode().build();
+        StreamTableEnvironment tableEnv = StreamTableEnvironment.create(env, setting);
+
+        //TODO  2.从kafka中读取数据 创建对应的动态表
+        String topic = "dwm_wind_wide";
+        String groupId = "wind_scada_type_state_app";
+        String sql = "CREATE TABLE wind_scada_location " +
+                "( " +
+                "    windfarm                              STRING, " +
+                "    location                              STRING, " +
+                "    longitude                             STRING, " +
+                "    latitude                              STRING, " +
+                "    production                            DOUBLE, " +
+                "    num_gen_torque                        DOUBLE, " +
+                "    num_gearbox_sumptemp                  DOUBLE, " +
+                "    num_gearbox_inletoiltemp              DOUBLE, " +
+                "    degree_winddirection                  DOUBLE, " +
+                "    num_envtemp                           DOUBLE, " +
+                "    num_gen_speed                         DOUBLE, " +
+                "    num_gearbox_pumpoutletpress           DOUBLE, " +
+                "    num_engineroom_temp                   DOUBLE, " +
+                "    num_rotorspeed                        DOUBLE, " +
+                "    num_activepower                       DOUBLE, " +
+                "    num_engineroom_vibration_x            DOUBLE, " +
+                "    num_engineroom_vibration_y            DOUBLE, " +
+                "    num_gearbox_highspeedshaft_front_temp DOUBLE, " +
+                "    num_gen_max_windingtemp               DOUBLE, " +
+                "    num_gearbox_highspeedshaft_rear_temp  DOUBLE, " +
+                "    num_windspeed                         DOUBLE, " +
+                "    num_gearbox_coolingwatertemp          DOUBLE, " +
+                "    num_gearbox_inletpress                DOUBLE, " +
+                "    realtime STRING, " +
+                "    row_time as TO_TIMESTAMP(realtime), " +
+                "    WATERMARK FOR row_time as row_time - INTERVAL '1' MINUTE " +
+                ")" +
+                "WITH (" + MyKafkaUtils.getKafkaSourceByDDL(topic, groupId) + ")";
+        System.out.println("createSQL:"+sql);
+        tableEnv.executeSql(sql);
+
+        //TODO  3.开窗聚合计算
+        String selectSQL = "select DATE_FORMAT(TUMBLE_START(row_time, INTERVAL '10' MINUTE), 'yyyy-MM-dd HH:mm:ss') as stt, " +
+                "       DATE_FORMAT(TUMBLE_END(row_time, INTERVAL '10' MINUTE), 'yyyy-MM-dd HH:mm:ss')   as edt, " +
+                "       windfarm, " +
+                "       location, " +
+                "       longitude, " +
+                "       latitude, " +
+                "       production, " +
+                "       AVG(num_gen_torque)                                                                avg_torque, " +
+                "       AVG(num_gearbox_sumptemp)                                                          avg_sumptemp, " +
+                "       AVG(num_gearbox_inletoiltemp)                                                      avg_inletoiltemp, " +
+                "       AVG(degree_winddirection)                                                          avg_winddirection, " +
+                "       AVG(num_envtemp)                                                                   avg_envtemp, " +
+                "       AVG(num_gen_speed)                                                                 avg_gen_speed, " +
+                "       AVG(num_gearbox_pumpoutletpress)                                                   avg_pumpoutletpress, " +
+                "       AVG(num_engineroom_temp)                                                           avg_engineroom_temp, " +
+                "       AVG(num_rotorspeed)                                                                avg_rotorspeed, " +
+                "       AVG(num_activepower)                                                               avg_activepower, " +
+                "       AVG(num_engineroom_vibration_x)                                                    avg_engineroom_vibration_x, " +
+                "       AVG(num_engineroom_vibration_y)                                                    avg_engineroom_vibration_y, " +
+                "       AVG(num_gearbox_highspeedshaft_front_temp)                                         avg_highspeedshaft_front_temp, " +
+                "       AVG(num_gen_max_windingtemp)                                                       avg_max_windingtemp, " +
+                "       AVG(num_gearbox_highspeedshaft_rear_temp)                                          avg_highspeedshaft_rear_temp, " +
+                "       AVG(num_windspeed)                                                                 avg_windspeed, " +
+                "       AVG(num_gearbox_coolingwatertemp)                                                  avg_coolingwatertemp, " +
+                "       AVG(num_gearbox_inletpress)                                                        avg_inletpress, " +
+                "       UNIX_TIMESTAMP() * 1000                                                            ts " +
+                "from wind_scada_location " +
+                "group by " +
+                "    TUMBLE(row_time, INTERVAL '10' MINUTE), " +
+                "    windfarm, " +
+                "    location, " +
+                "    longitude, " +
+                "    latitude, " +
+                "    production";
+        Table table = tableEnv.sqlQuery(selectSQL);
+
+        DataStream<WindSCADALocationState> windowDS = tableEnv.toAppendStream(table, WindSCADALocationState.class);
+        windowDS.print(">>>");
+
+        windowDS.addSink(
+                ClickhouseUtils.getJDBCSink("insert into wind_SCADA_location_state values(?,?,?,?,?,?,?,?,?,?,?,?,?,?,?,?,?,?,?,?,?,?,?,?,?,?)")
+        );
+
+
+    }
+}
diff --git a/phm_rotate/backend/phm_backend/warehouse/rt-warehouse/src/main/java/com/cqu/warehouse/realtime/app/dws/WindSCADATypeStateApp.java b/phm_rotate/backend/phm_backend/warehouse/rt-warehouse/src/main/java/com/cqu/warehouse/realtime/app/dws/WindSCADATypeStateApp.java
new file mode 100644
index 0000000..2816e8d
--- /dev/null
+++ b/phm_rotate/backend/phm_backend/warehouse/rt-warehouse/src/main/java/com/cqu/warehouse/realtime/app/dws/WindSCADATypeStateApp.java
@@ -0,0 +1,121 @@
+package com.cqu.warehouse.realtime.app.dws;
+
+import com.cqu.warehouse.realtime.app.base.BaseStreamApp;
+import com.cqu.warehouse.realtime.entity.WindSCADATypeState;
+import com.cqu.warehouse.realtime.utils.ClickhouseUtils;
+import com.cqu.warehouse.realtime.utils.MyKafkaUtils;
+import org.apache.flink.api.common.typeinfo.TypeInformation;
+import org.apache.flink.streaming.api.datastream.DataStream;
+import org.apache.flink.streaming.api.environment.StreamExecutionEnvironment;
+import org.apache.flink.table.api.EnvironmentSettings;
+import org.apache.flink.table.api.Table;
+import org.apache.flink.table.api.bridge.java.StreamTableEnvironment;
+
+/**
+ *@BelongsProject: phm_parent
+ *@BelongsPackage: com.cqu.warehouse.realtime.app.dws
+ *@Author: markilue
+ *@CreateTime: 2023-05-26  12:53
+ *@Description: TODO  风电SCADA数据按照类型进行聚合
+ *@Version: 1.0
+ */
+public class WindSCADATypeStateApp extends BaseStreamApp {
+
+    public static void main(String[] args) throws Exception {
+        new WindSCADATypeStateApp().entry();
+    }
+
+
+    @Override
+    public void execute(StreamExecutionEnvironment env) {
+
+        //TODO  1.创建表处理环境
+        EnvironmentSettings settings = EnvironmentSettings.newInstance().inStreamingMode().build();
+        StreamTableEnvironment tableEnv = StreamTableEnvironment.create(env, settings);
+
+        //TODO  2.创建动态表
+        String topic = "dwm_wind_wide";
+        String groupId = "wind_scada_typeState_app";
+
+        String sql = "create table wind_scada_type " +
+                "( " +
+                "    type_id                               STRING, " +
+                "    rated_efficiency                      BIGINT, " +
+                "    rated_load                            BIGINT, " +
+                "    rated_power                           BIGINT, " +
+                "    rated_speed                           BIGINT, " +
+                "    rated_press                           BIGINT, " +
+                "    rated_air_volume                      BIGINT, " +
+                "    num_gen_torque                        DOUBLE, " +
+                "    num_gearbox_sumptemp                  DOUBLE, " +
+                "    num_gearbox_inletoiltemp              DOUBLE, " +
+                "    degree_winddirection                  DOUBLE, " +
+                "    num_envtemp                           DOUBLE, " +
+                "    num_gen_speed                         DOUBLE, " +
+                "    num_gearbox_pumpoutletpress           DOUBLE, " +
+                "    num_engineroom_temp                   DOUBLE, " +
+                "    num_rotorspeed                        DOUBLE, " +
+                "    num_activepower                       DOUBLE, " +
+                "    num_engineroom_vibration_x            DOUBLE, " +
+                "    num_engineroom_vibration_y            DOUBLE, " +
+                "    num_gearbox_highspeedshaft_front_temp DOUBLE, " +
+                "    num_gen_max_windingtemp               DOUBLE, " +
+                "    num_gearbox_highspeedshaft_rear_temp  DOUBLE, " +
+                "    num_windspeed                         DOUBLE, " +
+                "    num_gearbox_coolingwatertemp          DOUBLE, " +
+                "    num_gearbox_inletpress                DOUBLE, " +
+                "    realtime                              STRING, " +
+                "    row_time as TO_TIMESTAMP(realtime), " +
+                "    WATERMARK for row_time as row_time - INTERVAL '1' MINUTE " +
+                ")" +
+                "    WITH (" + MyKafkaUtils.getKafkaSourceByDDL(topic, groupId) + " )";
+        tableEnv.executeSql(sql);
+
+        String selectSQL = "select DATE_FORMAT(TUMBLE_START(row_time , INTERVAL '10' MINUTE), 'yyyy-MM-dd HH:mm:ss') as stt, " +
+                "       DATE_FORMAT(TUMBLE_END(row_time , INTERVAL '10' MINUTE), 'yyyy-MM-dd HH:mm:ss') as edt, " +
+                "       type_id, " +
+                "       rated_efficiency, " +
+                "       rated_load, " +
+                "       rated_power, " +
+                "       rated_speed, " +
+                "       rated_air_volume, " +
+                "       AVG(num_gen_torque)                        avg_torque, " +
+                "       AVG(num_gearbox_sumptemp)                  avg_sumptemp, " +
+                "       AVG(num_gearbox_inletoiltemp)              avg_inletoiltemp, " +
+                "       AVG(degree_winddirection)                  avg_winddirection, " +
+                "       AVG(num_envtemp)                           avg_envtemp, " +
+                "       AVG(num_gen_speed)                         avg_gen_speed, " +
+                "       AVG(num_gearbox_pumpoutletpress)           avg_pumpoutletpress, " +
+                "       AVG(num_engineroom_temp)                   avg_engineroom_temp, " +
+                "       AVG(num_rotorspeed)                        avg_rotorspeed, " +
+                "       AVG(num_activepower)                       avg_activepower, " +
+                "       AVG(num_engineroom_vibration_x)            avg_engineroom_vibration_x, " +
+                "       AVG(num_engineroom_vibration_y)            avg_engineroom_vibration_y, " +
+                "       AVG(num_gearbox_highspeedshaft_front_temp) avg_highspeedshaft_front_temp, " +
+                "       AVG(num_gen_max_windingtemp)               avg_max_windingtemp, " +
+                "       AVG(num_gearbox_highspeedshaft_rear_temp)  avg_highspeedshaft_rear_temp, " +
+                "       AVG(num_windspeed)                         avg_windspeed, " +
+                "       AVG(num_gearbox_coolingwatertemp)          avg_coolingwatertemp, " +
+                "       AVG(num_gearbox_inletpress)                avg_inletpress, " +
+                "       UNIX_TIMESTAMP() * 1000                    ts " +
+                "from wind_scada_type " +
+                "group by TUMBLE(row_time, INTERVAL '10' MINUTE), " +
+                "         type_id, " +
+                "         rated_efficiency, " +
+                "         rated_load, " +
+                "         rated_power, " +
+                "         rated_speed," +
+                "         rated_air_volume";
+
+        Table table = tableEnv.sqlQuery(selectSQL);
+        DataStream<WindSCADATypeState> windowDS = tableEnv.toAppendStream(table, WindSCADATypeState.class);
+
+        windowDS.print(">>>");
+
+        windowDS.addSink(
+                ClickhouseUtils.getJDBCSink(
+                        "insert into wind_SCADA_type_state values(?,?,?,?,?,?,?,?,?,?,?,?,?,?,?,?,?,?,?,?,?,?,?,?,?,?,?)"
+                )
+        );
+    }
+}
diff --git a/phm_rotate/backend/phm_backend/warehouse/rt-warehouse/src/main/java/com/cqu/warehouse/realtime/app/dws/clickhouseTable.sql b/phm_rotate/backend/phm_backend/warehouse/rt-warehouse/src/main/java/com/cqu/warehouse/realtime/app/dws/clickhouseTable.sql
new file mode 100644
index 0000000..9d72a51
--- /dev/null
+++ b/phm_rotate/backend/phm_backend/warehouse/rt-warehouse/src/main/java/com/cqu/warehouse/realtime/app/dws/clickhouseTable.sql
@@ -0,0 +1,67 @@
+-- 创建风电按地区聚合的clickhouse表
+-- 顺序要保持一致
+create table wind_SCADA_location_state
+(
+    stt                           DateTime,
+    edt                           DateTime,
+    windfarm                      String,
+    location                      String,
+    longitude                     String,
+    latitude                      String,
+    production                    Decimal64(3),
+    avg_torque                    Decimal64(3),
+    avg_sumptemp                  Decimal64(3),
+    avg_inletoiltemp              Decimal64(3),
+    avg_winddirection             Decimal64(3),
+    avg_envtemp                   Decimal64(3),
+    avg_gen_speed                 Decimal64(3),
+    avg_pumpoutletpress           Decimal64(3),
+    avg_engineroom_temp           Decimal64(3),
+    avg_rotorspeed                Decimal64(3),
+    avg_activepower               Decimal64(3),
+    avg_engineroom_vibration_x    Decimal64(3),
+    avg_engineroom_vibration_y    Decimal64(3),
+    avg_highspeedshaft_front_temp Decimal64(3),
+    avg_max_windingtemp           Decimal64(3),
+    avg_highspeedshaft_rear_temp  Decimal64(3),
+    avg_windspeed                 Decimal64(3),
+    avg_coolingwatertemp          Decimal64(3),
+    avg_inletpress                Decimal64(3),
+    ts                            UInt64
+) engine = ReplacingMergeTree(ts)
+partition by  toYYYYMMDD(stt)
+order by   (stt,edt,windfarm);
+
+-- 创建风电按类型聚合的clickhouse表
+create table wind_SCADA_type_state
+(
+    stt                           DateTime,
+    edt                           DateTime,
+    type_id                       String,
+    rated_efficiency              UInt64,
+    rated_load                    UInt64,
+    rated_power                   UInt64,
+    rated_speed                   UInt64,
+    rated_air_volume              UInt64,
+    avg_torque                    Decimal64(3),
+    avg_sumptemp                  Decimal64(3),
+    avg_inletoiltemp              Decimal64(3),
+    avg_winddirection             Decimal64(3),
+    avg_envtemp                   Decimal64(3),
+    avg_gen_speed                 Decimal64(3),
+    avg_pumpoutletpress           Decimal64(3),
+    avg_engineroom_temp           Decimal64(3),
+    avg_rotorspeed                Decimal64(3),
+    avg_activepower               Decimal64(3),
+    avg_engineroom_vibration_x    Decimal64(3),
+    avg_engineroom_vibration_y    Decimal64(3),
+    avg_highspeedshaft_front_temp Decimal64(3),
+    avg_max_windingtemp           Decimal64(3),
+    avg_highspeedshaft_rear_temp  Decimal64(3),
+    avg_windspeed                 Decimal64(3),
+    avg_coolingwatertemp          Decimal64(3),
+    avg_inletpress                Decimal64(3),
+    ts                            UInt64
+) engine = ReplacingMergeTree(ts)
+partition by  toYYYYMMDD(stt)
+order by   (stt,edt,type_id);
\ No newline at end of file
diff --git a/phm_rotate/backend/phm_backend/warehouse/rt-warehouse/src/main/java/com/cqu/warehouse/realtime/app/dws/tableSQL.sql b/phm_rotate/backend/phm_backend/warehouse/rt-warehouse/src/main/java/com/cqu/warehouse/realtime/app/dws/tableSQL.sql
new file mode 100644
index 0000000..52038df
--- /dev/null
+++ b/phm_rotate/backend/phm_backend/warehouse/rt-warehouse/src/main/java/com/cqu/warehouse/realtime/app/dws/tableSQL.sql
@@ -0,0 +1,220 @@
+-- 创建一个风电按地区聚合宽表
+-- watermark允许迟到多少
+create table wind_scada_location
+(
+    windfarm                              STRING,
+    location                              STRING,
+    longitude                             STRING,
+    latitude                              STRING,
+    production                            DOUBLE,
+    num_gen_torque                        DOUBLE,
+    num_gearbox_sumptemp                  DOUBLE,
+    num_gearbox_inletoiltemp              DOUBLE,
+    degree_winddirection                  DOUBLE,
+    num_envtemp                           DOUBLE,
+    num_gen_speed                         DOUBLE,
+    num_gearbox_pumpoutletpress           DOUBLE,
+    num_engineroom_temp                   DOUBLE,
+    num_rotorspeed                        DOUBLE,
+    num_activepower                       DOUBLE,
+    num_engineroom_vibration_x            DOUBLE,
+    num_engineroom_vibration_y            DOUBLE,
+    num_gearbox_highspeedshaft_front_temp DOUBLE,
+    num_gen_max_windingtemp               DOUBLE,
+    num_gearbox_highspeedshaft_rear_temp  DOUBLE,
+    num_windspeed                         DOUBLE,
+    num_gearbox_coolingwatertemp          DOUBLE,
+    num_gearbox_inletpress                DOUBLE,
+    realtime                              STRING,
+    row_time as TO_TIMESTAMP(realtime),
+    WATERMARK FOR row_time as row_time - INTERVAL '1' MINUTE
+)
+    WITH (
+        'connector' = 'kafka',
+        'topic' = 'dwd_wind_wide',
+        'properties.bootstrap.servers' = 'Ding202:9092',
+        'properties.group.id' = 'wind_scada_location_state_app',
+        'scan.startup.mode' = 'latest-offset',
+        'format' = 'json')
+
+-- 按地区分组开窗聚合宽表
+select DATE_FORMAT(TUMBLE_START(row_time, INTERVAL '5' MINUTE), 'yyyy-MM-dd HH:mm:ss') as stt,
+       DATE_FORMAT(TUMBLE_END(row_time, INTERVAL '5' MINUTE), 'yyyy-MM-dd HH:mm:ss')   as edt,
+       windfarm,
+       location,
+       longitude,
+       latitude,
+       production,
+       AVG(num_gen_torque)                                                                avg_torque,
+       AVG(num_gearbox_sumptemp)                                                          avg_sumptemp,
+       AVG(num_gearbox_inletoiltemp)                                                      avg_inletoiltemp,
+       AVG(degree_winddirection)                                                          avg_winddirection,
+       AVG(num_envtemp)                                                                   avg_envtemp,
+       AVG(num_gen_speed)                                                                 avg_gen_speed,
+       AVG(num_gearbox_pumpoutletpress)                                                   avg_pumpoutletpress,
+       AVG(num_engineroom_temp)                                                           avg_engineroom_temp,
+       AVG(num_rotorspeed)                                                                avg_rotorspeed,
+       AVG(num_activepower)                                                               avg_activepower,
+       AVG(num_engineroom_vibration_x)                                                    avg_engineroom_vibration_x,
+       AVG(num_engineroom_vibration_y)                                                    avg_engineroom_vibration_y,
+       AVG(num_gearbox_highspeedshaft_front_temp)                                         avg_highspeedshaft_front_temp,
+       AVG(num_gen_max_windingtemp)                                                       avg_max_windingtemp,
+       AVG(num_gearbox_highspeedshaft_rear_temp)                                          avg_highspeedshaft_rear_temp,
+       AVG(num_windspeed)                                                                 avg_windspeed,
+       AVG(num_gearbox_coolingwatertemp)                                                  avg_coolingwatertemp,
+       AVG(num_gearbox_inletpress)                                                        avg_inletpress,
+       UNIX_TIMESTAMP() * 1000                                                            ts
+from wind_scada_wind
+group by TUMBLE(row_time, INTERVAL '5' MINUTE),
+         windfarm,
+         location,
+         longitude,
+         latitude,
+         production
+
+-- 创建一个风电按类型聚合宽表
+create table wind_scada_type
+(
+    type_id                               STRING,
+    rated_efficiency                      BIGINT,
+    rated_load                            BIGINT,
+    rated_power                           BIGINT,
+    rated_speed                           BIGINT,
+    rated_press                           BIGINT,
+    rated_air_volume                      BIGINT,
+    num_gen_torque                        DOUBLE,
+    num_gearbox_sumptemp                  DOUBLE,
+    num_gearbox_inletoiltemp              DOUBLE,
+    degree_winddirection                  DOUBLE,
+    num_envtemp                           DOUBLE,
+    num_gen_speed                         DOUBLE,
+    num_gearbox_pumpoutletpress           DOUBLE,
+    num_engineroom_temp                   DOUBLE,
+    num_rotorspeed                        DOUBLE,
+    num_activepower                       DOUBLE,
+    num_engineroom_vibration_x            DOUBLE,
+    num_engineroom_vibration_y            DOUBLE,
+    num_gearbox_highspeedshaft_front_temp DOUBLE,
+    num_gen_max_windingtemp               DOUBLE,
+    num_gearbox_highspeedshaft_rear_temp  DOUBLE,
+    num_windspeed                         DOUBLE,
+    num_gearbox_coolingwatertemp          DOUBLE,
+    num_gearbox_inletpress                DOUBLE,
+    realtime                              STRING,
+    row_time as TO_TIMESTAMP(realtime),
+    WATERMARK for row_time as row_time - INTERVAL '5' SECOND
+)
+    WITH (
+        'connector' = 'kafka',
+        'topic' = 'dwd_wind_wide',
+        'properties.bootstrap.servers' = 'Ding202:9092',
+        'properties.group.id' = 'wind_scada_type_state_app',
+        'scan.startup.mode' = 'latest-offset',
+        'format' = 'json'
+        )
+
+-- 按类型分组开窗聚合宽表
+select DATE_FORMAT(TUMBLE_START(row_time, INTERVAL '10' MINUTE), 'yyyy-MM-dd HH:mm:ss') as stt,
+       DATE_FORMAT(TUMBLE_END(row_time, INTERVAL '10' MINUTE), 'yyyy-MM-dd HH:mm:ss')   as edt,
+       type_id,
+       rated_efficiency,
+       rated_load,
+       rated_power,
+       rated_speed,
+       rated_air_volume,
+       AVG(num_gen_torque)                                                                 avg_torque,
+       AVG(num_gearbox_sumptemp)                                                           avg_sumptemp,
+       AVG(num_gearbox_inletoiltemp)                                                       avg_inletoiltemp,
+       AVG(degree_winddirection)                                                           avg_winddirection,
+       AVG(num_envtemp)                                                                    avg_envtemp,
+       AVG(num_gen_speed)                                                                  avg_gen_speed,
+       AVG(num_gearbox_pumpoutletpress)                                                    avg_pumpoutletpress,
+       AVG(num_engineroom_temp)                                                            avg_engineroom_temp,
+       AVG(num_rotorspeed)                                                                 avg_rotorspeed,
+       AVG(num_activepower)                                                                avg_activepower,
+       AVG(num_engineroom_vibration_x)                                                     avg_engineroom_vibration_x,
+       AVG(num_engineroom_vibration_y)                                                     avg_engineroom_vibration_y,
+       AVG(num_gearbox_highspeedshaft_front_temp)                                          avg_highspeedshaft_front_temp,
+       AVG(num_gen_max_windingtemp)                                                        avg_max_windingtemp,
+       AVG(num_gearbox_highspeedshaft_rear_temp)                                           avg_highspeedshaft_rear_temp,
+       AVG(num_windspeed)                                                                  avg_windspeed,
+       AVG(num_gearbox_coolingwatertemp)                                                   avg_coolingwatertemp,
+       AVG(num_gearbox_inletpress)                                                         avg_inletpress,
+       UNIX_TIMESTAMP() * 1000                                                             ts
+from wind_scada_type
+group by TUMBLE(row_time, INTERVAL '10' MINUTE),
+         type_id,
+         rated_efficiency,
+         rated_load,
+         rated_power,
+         rated_speed
+
+
+-- 创建一个燃机按类型聚合宽表
+create table gas_scada_type
+(
+    type_id         String,
+    rated_temp      BIGINT,
+    rated_press     BIGINT,
+    rated_flow_rate BIGINT,
+    rated_speed     BIGINT,
+    rated_power     BIGINT,
+    rated_load      BIGINT,
+    rated_duration  BIGINT,
+    LubeReturnT2    DOUBLE,
+    T5TC1           DOUBLE,
+    GFFlow          DOUBLE,
+    LFFlow          DOUBLE,
+    NHP_1           DOUBLE,
+    AirInletDP_1    DOUBLE,
+    T1_1            DOUBLE,
+    LubeHaderP      DOUBLE,
+    LubeFilterDP    DOUBLE,
+    TankT           DOUBLE,
+    GrBxAccel       DOUBLE,
+    realtime        STRING,
+    row_time as TO_TIMESTAMP(realtime),
+    WATERMARK FOR row_time as row_time - INTERVAL '3' SECOND
+)
+    with (
+        'connector' = 'kafka',
+        'topic' = 'dwm_gas_wide',
+        'properties.bootstrap.servers' = 'Ding202:9092',
+        'properties.group.id' = 'gas_type_state_app',
+        'scan.startup.mode' = 'latest-offset',
+        'format' = 'json'
+        )
+
+-- 按类型分组开窗聚合  太多了，仅选取了部分进行聚合
+select DATE_FORMAT(TUMBLE_START(row_time, INTERVAL '3' MINUTE), 'yyyy-MM-dd HH:mm:ss') as stt,
+       DATE_FORMAT(TUMBLE_END(row_time, INTERVAL '3' MINUTE), 'yyyy-MM-dd HH:mm:ss')   as edt,
+       type_id,
+       rated_temp,
+       rated_press,
+       rated_flow_rate,
+       rated_speed,
+       rated_power,
+       rated_load,
+       rated_duration,
+       AVG(LubeReturnT2)                                                               as avg_LubeReturnT2,
+       AVG(T5TC1)                                                                      as avg_T5TC1,
+       AVG(GFFlow)                                                                     as avg_GFFlow,
+       AVG(LFFlow)                                                                     as avg_LFFlow,
+       AVG(NHP_1)                                                                      as avg_NHP_1,
+       AVG(AirInletDP_1)                                                               as avg_AirInletDP_1,
+       AVG(T1_1)                                                                       as avg_T1_1,
+       AVG(LubeHaderP)                                                                 as avg_LubeHaderP,
+       AVG(LubeFilterDP)                                                               as avg_LubeFilterDP,
+       AVG(TankT)                                                                      as avg_TankT,
+       AVG(GrBxAccel)                                                                  as avg_GrBxAccel
+from gas_scada_type
+group by TUMBLE(row_time, INTERVAL '3' MINUTE),
+         type_id,
+         rated_temp,
+         rated_press,
+         rated_flow_rate,
+         rated_speed,
+         rated_power,
+         rated_load,
+         rated_duration
+
diff --git a/phm_rotate/backend/phm_backend/warehouse/rt-warehouse/src/main/java/com/cqu/warehouse/realtime/app/func/DataSamplingFunction.java b/phm_rotate/backend/phm_backend/warehouse/rt-warehouse/src/main/java/com/cqu/warehouse/realtime/app/func/DataSamplingFunction.java
deleted file mode 100644
index 3031e0c..0000000
--- a/phm_rotate/backend/phm_backend/warehouse/rt-warehouse/src/main/java/com/cqu/warehouse/realtime/app/func/DataSamplingFunction.java
+++ /dev/null
@@ -1,29 +0,0 @@
-package com.cqu.warehouse.realtime.app.func;
-
-import com.cqu.warehouse.realtime.utils.DownSamplingUtils;
-import org.apache.flink.streaming.api.functions.async.AsyncFunction;
-import org.apache.flink.streaming.api.functions.async.ResultFuture;
-
-import java.util.Collections;
-import java.util.List;
-
-/**
- *@BelongsProject: phm_parent
- *@BelongsPackage: com.cqu.warehouse.realtime.app.func
- *@Author: markilue
- *@CreateTime: 2023-05-23  16:21
- *@Description: TODO  进行数据降维的异步Function
- *@Version: 1.0
- */
-public abstract class DataSamplingFunction<T> implements AsyncFunction<T, T>, DownSampleFunction<T> {
-
-    @Override
-    public void asyncInvoke(T obj, ResultFuture<T> resultFuture) throws Exception {
-        List<Double> rawData = getDownSamplingData(obj);
-        int freq = getFreq(obj);
-        int threshold = getThreshold(obj);
-        List<Double> downSampleData = DownSamplingUtils.downSamplingData(rawData, freq, threshold);
-        setDownSamplingData(obj,downSampleData);
-        resultFuture.complete(Collections.singleton(obj));
-    }
-}
diff --git a/phm_rotate/backend/phm_backend/warehouse/rt-warehouse/src/main/java/com/cqu/warehouse/realtime/app/func/DimAsyncFunction.java b/phm_rotate/backend/phm_backend/warehouse/rt-warehouse/src/main/java/com/cqu/warehouse/realtime/app/func/DimAsyncFunction.java
deleted file mode 100644
index bd8eb54..0000000
--- a/phm_rotate/backend/phm_backend/warehouse/rt-warehouse/src/main/java/com/cqu/warehouse/realtime/app/func/DimAsyncFunction.java
+++ /dev/null
@@ -1,74 +0,0 @@
-package com.cqu.warehouse.realtime.app.func;
-
-
-import com.alibaba.fastjson.JSONObject;
-import com.cqu.warehouse.realtime.utils.DimUtils;
-import com.cqu.warehouse.realtime.utils.ThreadPoolUtils;
-import org.apache.flink.configuration.Configuration;
-import org.apache.flink.streaming.api.functions.async.ResultFuture;
-import org.apache.flink.streaming.api.functions.async.RichAsyncFunction;
-import org.apache.hadoop.tracing.SpanReceiverInfo;
-
-import java.util.Collections;
-import java.util.concurrent.ExecutorService;
-import java.util.concurrent.ThreadPoolExecutor;
-
-/**
- *@BelongsProject: phm_parent
- *@BelongsPackage: com.cqu.warehouse.realtime.app.func
- *@Author: markilue
- *@CreateTime: 2023-05-18  20:15
- *@Description: TODO  维度关联方法
- *@Version: 1.0
- */
-public abstract class DimAsyncFunction<T> extends RichAsyncFunction<T, T> implements DimJoinFunction<T> {
-
-    ExecutorService threadPool;
-    String tableName;
-
-    public DimAsyncFunction(String tableName) {
-        this.tableName = tableName;
-    }
-
-    @Override
-    public void open(Configuration parameters) throws Exception {
-        threadPool = ThreadPoolUtils.getThreadPool();
-    }
-
-    //异步调用主方法
-    @Override
-    public void asyncInvoke(T obj, ResultFuture<T> resultFuture) {
-
-        threadPool.submit(
-                new Runnable() {
-                    @Override
-                    public void run() {
-                        try {
-                            long start = System.currentTimeMillis();
-                            //选取指定字段
-                            String key = getKey(obj);
-                            //根据对应的id查询出需要关联的对象
-                            JSONObject joinObj = DimUtils.getDimInfoWithCache(tableName, key);
-                            //让当前对象与查询出的对象进行异步关联
-                            if (joinObj != null) {
-                                join(obj, joinObj);
-                            }
-//                            System.out.println(joinObj);
-
-                            long end = System.currentTimeMillis();
-                            System.out.println("维度异步查询耗时:" + (end - start) + "毫秒");
-                            resultFuture.complete(Collections.singleton(obj));
-                        } catch (Exception e) {
-                            e.printStackTrace();
-                            System.out.println("维度查询发生异常");
-                        }
-
-
-                    }
-                }
-        );
-
-    }
-
-
-}
diff --git a/phm_rotate/backend/phm_backend/warehouse/rt-warehouse/src/main/java/com/cqu/warehouse/realtime/app/func/DimFunction.java b/phm_rotate/backend/phm_backend/warehouse/rt-warehouse/src/main/java/com/cqu/warehouse/realtime/app/func/DimFunction.java
deleted file mode 100644
index 994c5cd..0000000
--- a/phm_rotate/backend/phm_backend/warehouse/rt-warehouse/src/main/java/com/cqu/warehouse/realtime/app/func/DimFunction.java
+++ /dev/null
@@ -1,95 +0,0 @@
-package com.cqu.warehouse.realtime.app.func;
-
-
-import com.alibaba.fastjson.JSON;
-import com.alibaba.fastjson.JSONObject;
-import com.cqu.warehouse.realtime.common.PHMConfig;
-import org.apache.flink.api.common.functions.MapFunction;
-import org.apache.flink.api.common.functions.RichMapFunction;
-import org.apache.flink.configuration.Configuration;
-import org.apache.flink.streaming.api.functions.ProcessFunction;
-import org.apache.flink.util.Collector;
-
-import java.sql.Connection;
-import java.sql.DriverManager;
-import java.sql.PreparedStatement;
-import java.sql.SQLException;
-import java.util.Set;
-
-/**
- *@BelongsProject: phm_parent
- *@BelongsPackage: com.cqu.warehouse.realtime.app.func
- *@Author: markilue
- *@CreateTime: 2023-05-20  18:18
- *@Description: TODO  燃机维度信息添加
- *@Version: 1.0
- */
-public class DimFunction extends RichMapFunction<JSONObject, JSONObject> {
-
-    private Connection connection;
-
-    @Override
-    public void open(Configuration parameters) throws Exception {
-        Class.forName("org.apache.phoenix.jdbc.PhoenixDriver");
-        connection = DriverManager.getConnection(PHMConfig.PHOENIX_SERVER);
-        connection.setSchema(PHMConfig.HBASE_SCHEMA);
-    }
-
-    @Override
-    public JSONObject map(JSONObject jsonObject) throws Exception {
-        String dimTable = "dim_" + jsonObject.getString("table");
-        String type = jsonObject.getString("type");
-        //注意:maxwell可以对历史数据进行处理,这时候type为bootstrap-insert,这时候需要修复
-        if (type.equals("bootstrap-insert")) {
-            type = "insert";
-            jsonObject.put("type", type);
-        }
-
-        JSONObject data = jsonObject.getJSONObject("data");
-        Set<String> colName = data.keySet();
-        //如果说 读取到的配置信息是维度数据的话，那么提前在Hbase中创建维度表
-        if ("insert".equals(type)) {
-            //如果是维度数据且是insert;update就没必要在创建
-            existTable(dimTable, colName);
-        }
-
-        jsonObject.put("sinkTable", dimTable);
-        return jsonObject;
-    }
-
-    private void existTable(String dimTable, Set<String> colName) {
-        StringBuilder sql = new StringBuilder("create table if not exists " + dimTable + "(");
-        int i = 0;
-        for (String col : colName) {
-            if ("id".equals(col)) {
-                sql.append(col + " varchar primary key");
-            } else {
-                sql.append(col + " varchar");
-            }
-            if (i++ < colName.size() - 1) {
-                sql.append(",");
-            }
-        }
-        sql.append(")");
-        PreparedStatement preparedStatement = null;
-        String executeSQL = sql.toString();
-        System.out.println(executeSQL);
-        try {
-            preparedStatement = connection.prepareStatement(executeSQL);
-            preparedStatement.execute();
-        } catch (SQLException e) {
-            throw new RuntimeException(e);
-        } finally {
-            if (preparedStatement == null) {
-                try {
-                    preparedStatement.close();
-                } catch (SQLException e) {
-                    throw new RuntimeException(e);
-                }
-            }
-        }
-
-
-    }
-
-}
diff --git a/phm_rotate/backend/phm_backend/warehouse/rt-warehouse/src/main/java/com/cqu/warehouse/realtime/app/func/DimJoinFunction.java b/phm_rotate/backend/phm_backend/warehouse/rt-warehouse/src/main/java/com/cqu/warehouse/realtime/app/func/DimJoinFunction.java
deleted file mode 100644
index 06d3b0c..0000000
--- a/phm_rotate/backend/phm_backend/warehouse/rt-warehouse/src/main/java/com/cqu/warehouse/realtime/app/func/DimJoinFunction.java
+++ /dev/null
@@ -1,21 +0,0 @@
-package com.cqu.warehouse.realtime.app.func;
-
-import com.alibaba.fastjson.JSONObject;
-
-/**
- *@BelongsProject: phm_parent
- *@BelongsPackage: com.cqu.warehouse.realtime.app.func
- *@Author: markilue
- *@CreateTime: 2023-05-22  14:40
- *@Description:
- * TODO  维度关联接口:定义好维度关联需要的方法
- *   1)获取关联字段
- *   2)进行维度关联
- *@Version: 1.0
- */
-public interface DimJoinFunction<T> {
-
-    public String getKey(T inObj);
-
-    public void join(T inObj, JSONObject joinObj) throws Exception;
-}
diff --git a/phm_rotate/backend/phm_backend/warehouse/rt-warehouse/src/main/java/com/cqu/warehouse/realtime/app/func/DimSink.java b/phm_rotate/backend/phm_backend/warehouse/rt-warehouse/src/main/java/com/cqu/warehouse/realtime/app/func/DimSink.java
deleted file mode 100644
index 9de8bb1..0000000
--- a/phm_rotate/backend/phm_backend/warehouse/rt-warehouse/src/main/java/com/cqu/warehouse/realtime/app/func/DimSink.java
+++ /dev/null
@@ -1,83 +0,0 @@
-package com.cqu.warehouse.realtime.app.func;
-
-
-import com.alibaba.fastjson.JSONObject;
-import com.cqu.warehouse.realtime.common.PHMConfig;
-import com.cqu.warehouse.realtime.utils.DimUtils;
-import com.cqu.warehouse.realtime.utils.RedisUtils;
-import org.apache.commons.lang3.StringUtils;
-import org.apache.flink.configuration.Configuration;
-import org.apache.flink.streaming.api.functions.sink.RichSinkFunction;
-import org.apache.flink.streaming.api.functions.sink.SinkFunction;
-import redis.clients.jedis.Jedis;
-
-import java.sql.Connection;
-import java.sql.DriverManager;
-import java.sql.PreparedStatement;
-import java.sql.SQLException;
-import java.util.ArrayList;
-import java.util.List;
-import java.util.Map;
-
-/**
- *@BelongsProject: phm_parent
- *@BelongsPackage: com.cqu.warehouse.realtime.app.func
- *@Author: markilue
- *@CreateTime: 2023-05-20  19:09
- *@Description: TODO  维度数据表写回Hbase
- *@Version: 1.0
- */
-public class DimSink extends RichSinkFunction<JSONObject> {
-
-    private Connection connection;
-
-    @Override
-    public void open(Configuration parameters) throws Exception {
-        Class.forName("org.apache.phoenix.jdbc.PhoenixDriver");
-        connection = DriverManager.getConnection(PHMConfig.PHOENIX_SERVER);
-        connection.setSchema(PHMConfig.HBASE_SCHEMA);
-    }
-
-    @Override
-    public void invoke(JSONObject jsonObject, Context context) {
-        String sinkTable = jsonObject.getString("sinkTable");
-        JSONObject data = jsonObject.getJSONObject("data");
-        String sql = generateSQL(sinkTable, data);
-        String id = data.getString("id");
-
-        try (PreparedStatement preparedStatement = connection.prepareStatement(sql);){
-
-            preparedStatement.executeUpdate();
-            //TODO 注意:提交事务(MQSQL默认自动提交事务,Phoenix默认是手动提交事务)
-            connection.commit();
-        } catch (SQLException e) {
-            e.printStackTrace();
-            throw new RuntimeException("向phoenix中插入维度数据失败");
-        }
-
-
-        String type = jsonObject.getString("sinkTable");
-
-        if("update".equals(type)||"delete".equals(type)){
-            DimUtils.deleteCache(sinkTable,id);
-        }
-    }
-
-    public String generateSQL(String sinkTable, JSONObject data) {
-
-
-        List<String> col = new ArrayList<>();
-        List<Object> value = new ArrayList<>();
-
-        for (Map.Entry<String, Object> entry : data.entrySet()) {
-            col.add(entry.getKey());
-            value.add(entry.getValue());
-        }
-
-        String sql = "upsert into " + sinkTable + "(" + StringUtils.join(col, ",") + ") values ('" + StringUtils.join(value, "','") + "')";
-        System.out.println(sql);
-
-
-        return sql;
-    }
-}
diff --git a/phm_rotate/backend/phm_backend/warehouse/rt-warehouse/src/main/java/com/cqu/warehouse/realtime/app/func/DownSampleFunction.java b/phm_rotate/backend/phm_backend/warehouse/rt-warehouse/src/main/java/com/cqu/warehouse/realtime/app/func/DownSampleFunction.java
deleted file mode 100644
index 492779b..0000000
--- a/phm_rotate/backend/phm_backend/warehouse/rt-warehouse/src/main/java/com/cqu/warehouse/realtime/app/func/DownSampleFunction.java
+++ /dev/null
@@ -1,22 +0,0 @@
-package com.cqu.warehouse.realtime.app.func;
-
-import java.util.List;
-
-/**
- *@BelongsProject: phm_parent
- *@BelongsPackage: com.cqu.warehouse.realtime.app.func
- *@Author: markilue
- *@CreateTime: 2023-05-23  16:31
- *@Description: TODO  降采样接口需要实现的方法
- *@Version: 1.0
- */
-public interface DownSampleFunction<T> {
-
-    void setDownSamplingData(T obj, List<Double> downSampleData);
-
-    int getFreq(T obj);
-
-    int getThreshold(T obj);
-
-    List<Double> getDownSamplingData(T obj);
-}
diff --git a/phm_rotate/backend/phm_backend/warehouse/rt-warehouse/src/main/java/com/cqu/warehouse/realtime/app/func/FFTSamplingFunction.java b/phm_rotate/backend/phm_backend/warehouse/rt-warehouse/src/main/java/com/cqu/warehouse/realtime/app/func/FFTSamplingFunction.java
deleted file mode 100644
index 0dc672d..0000000
--- a/phm_rotate/backend/phm_backend/warehouse/rt-warehouse/src/main/java/com/cqu/warehouse/realtime/app/func/FFTSamplingFunction.java
+++ /dev/null
@@ -1,34 +0,0 @@
-package com.cqu.warehouse.realtime.app.func;
-
-import com.cqu.warehouse.realtime.utils.TransformUtils;
-import jdk.nashorn.internal.ir.debug.ObjectSizeCalculator;
-import org.apache.flink.streaming.api.functions.async.AsyncFunction;
-import org.apache.flink.streaming.api.functions.async.ResultFuture;
-
-import java.util.Collections;
-import java.util.List;
-
-/**
- *@BelongsProject: phm_parent
- *@BelongsPackage: com.cqu.warehouse.realtime.app.func
- *@Author: markilue
- *@CreateTime: 2023-05-24  17:46
- *@Description: TODO  计算数据的FFT
- *@Version: 1.0
- */
-public abstract class FFTSamplingFunction<T> implements AsyncFunction<T, T> {
-
-
-    @Override
-    public void asyncInvoke(T t, ResultFuture<T> resultFuture) throws Exception {
-        List<Double> transformData =  getTransformData(t);
-        List<Double> fft = TransformUtils.fft(transformData);
-        setTransformData(t,fft);
-        System.out.println("fftDataSize:"+ObjectSizeCalculator.getObjectSize(t));
-        resultFuture.complete(Collections.singleton(t));
-    }
-
-    protected abstract void setTransformData(T t, List<Double> fft);
-
-    protected abstract List<Double> getTransformData(T t);
-}
diff --git a/phm_rotate/backend/phm_backend/warehouse/rt-warehouse/src/main/java/com/cqu/warehouse/realtime/app/func/GasWideProcessFunction.java b/phm_rotate/backend/phm_backend/warehouse/rt-warehouse/src/main/java/com/cqu/warehouse/realtime/app/func/GasWideProcessFunction.java
deleted file mode 100644
index d6d650c..0000000
--- a/phm_rotate/backend/phm_backend/warehouse/rt-warehouse/src/main/java/com/cqu/warehouse/realtime/app/func/GasWideProcessFunction.java
+++ /dev/null
@@ -1,46 +0,0 @@
-package com.cqu.warehouse.realtime.app.func;
-
-import com.alibaba.fastjson.JSONObject;
-import org.apache.flink.api.common.state.ValueState;
-import org.apache.flink.api.common.state.ValueStateDescriptor;
-import org.apache.flink.api.java.tuple.Tuple2;
-import org.apache.flink.configuration.Configuration;
-import org.apache.flink.streaming.api.functions.windowing.ProcessWindowFunction;
-import org.apache.flink.streaming.api.windowing.windows.TimeWindow;
-import org.apache.flink.util.Collector;
-
-import java.util.Date;
-
-/**
- *@BelongsProject: phm_parent
- *@BelongsPackage: com.cqu.warehouse.realtime.func
- *@Author: markilue
- *@CreateTime: 2023-05-18  17:26
- *@Description: TODO  燃机的维度关联  大宽表的function
- *@Version: 1.0
- */
-public class GasWideProcessFunction extends ProcessWindowFunction<JSONObject, JSONObject, String, TimeWindow> {
-
-    @Override
-    public void process(String key, ProcessWindowFunction<JSONObject, JSONObject, String, TimeWindow>.Context context, Iterable<JSONObject> iterable, Collector<JSONObject> collector) throws Exception {
-        //窗口结束触发方法,iterable里面存放窗口里的所有数据，存放在内存中，所以不适合太多
-        JSONObject json = null;
-        for (JSONObject jsonObject : iterable) {
-            String tagName = jsonObject.getString("tagName");
-            Double value = jsonObject.getDouble("value");
-            if (json == null) {
-                jsonObject.remove("tagName");
-                jsonObject.remove("value");
-                jsonObject.put(tagName, value);
-                json = jsonObject;
-            } else {
-                json.put(tagName, value);
-            }
-        }
-        long start = context.window().getStart();
-        long end = context.window().getEnd();
-        System.out.println("key:"+key+"  start:"+new Date(start)+"  end:"+new Date(end)+"  size: "+json.size());
-
-        collector.collect(json);
-    }
-}
diff --git a/phm_rotate/backend/phm_backend/warehouse/rt-warehouse/src/main/java/com/cqu/warehouse/realtime/app/func/MyDeserializerSchemaFunction.java b/phm_rotate/backend/phm_backend/warehouse/rt-warehouse/src/main/java/com/cqu/warehouse/realtime/app/func/MyDeserializerSchemaFunction.java
deleted file mode 100644
index ca89582..0000000
--- a/phm_rotate/backend/phm_backend/warehouse/rt-warehouse/src/main/java/com/cqu/warehouse/realtime/app/func/MyDeserializerSchemaFunction.java
+++ /dev/null
@@ -1,57 +0,0 @@
-package com.cqu.warehouse.realtime.app.func;
-
-import com.alibaba.fastjson.JSONObject;
-import com.alibaba.ververica.cdc.debezium.DebeziumDeserializationSchema;
-import io.debezium.data.Envelope;
-import org.apache.flink.api.common.typeinfo.TypeInformation;
-import org.apache.flink.util.Collector;
-import org.apache.kafka.connect.data.Field;
-import org.apache.kafka.connect.data.Struct;
-import org.apache.kafka.connect.source.SourceRecord;
-
-/**
- *@BelongsProject: phm_parent
- *@BelongsPackage: com.cqu.warehouse.realtime.func
- *@Author: markilue
- *@CreateTime: 2023-05-18  14:03
- *@Description: TODO  自定义反序列化器
- *@Version: 1.0
- */
-public class MyDeserializerSchemaFunction implements DebeziumDeserializationSchema<String> {
-    @Override
-    public void deserialize(SourceRecord sourceRecord, Collector<String> collector) throws Exception {
-        Struct value = (Struct) sourceRecord.value();
-        Struct source = value.getStruct("source");
-        Struct afterData = value.getStruct("after");
-
-        JSONObject jsonObject = new JSONObject();
-
-        jsonObject.put("database", source.getString("db"));
-        jsonObject.put("table", source.getString("table"));
-
-        //类型
-        String type = Envelope.operationFor(sourceRecord).toString().toLowerCase();//内部通过枚举类，将op转为对应的string
-        if (type.equals("create")) {
-            type = "insert";
-        }
-        jsonObject.put("type", type);
-
-        JSONObject dataObject = new JSONObject();
-        if (afterData != null) {
-            for (Field field : afterData.schema().fields()) {
-                String fieldName = field.name();
-                Object fieldValue = afterData.get(fieldName);
-                dataObject.put(fieldName, fieldValue);
-            }
-        }
-        jsonObject.put("data", dataObject);
-        collector.collect(jsonObject.toJSONString());
-    }
-
-    @Override
-    public TypeInformation<String> getProducedType() {
-        return TypeInformation.of(String.class);
-    }
-
-
-}
diff --git a/phm_rotate/backend/phm_backend/warehouse/rt-warehouse/src/main/java/com/cqu/warehouse/realtime/app/func/TableProcessFunction.java b/phm_rotate/backend/phm_backend/warehouse/rt-warehouse/src/main/java/com/cqu/warehouse/realtime/app/func/TableProcessFunction.java
deleted file mode 100644
index 8f80db7..0000000
--- a/phm_rotate/backend/phm_backend/warehouse/rt-warehouse/src/main/java/com/cqu/warehouse/realtime/app/func/TableProcessFunction.java
+++ /dev/null
@@ -1,90 +0,0 @@
-package com.cqu.warehouse.realtime.app.func;
-
-import com.alibaba.fastjson.JSON;
-import com.alibaba.fastjson.JSONObject;
-import com.cqu.warehouse.realtime.entity.GasCodeProcess;
-import org.apache.flink.api.common.state.BroadcastState;
-import org.apache.flink.api.common.state.MapStateDescriptor;
-import org.apache.flink.api.common.state.ReadOnlyBroadcastState;
-import org.apache.flink.configuration.Configuration;
-import org.apache.flink.streaming.api.functions.co.BroadcastProcessFunction;
-import org.apache.flink.util.Collector;
-import org.apache.flink.util.OutputTag;
-
-import java.text.SimpleDateFormat;
-
-/**
- *@BelongsProject: phm_parent
- *@BelongsPackage: com.cqu.warehouse.realtime.func
- *@Author: markilue
- *@CreateTime: 2023-05-18  14:32
- *@Description: TODO  数据脱敏function实现类
- *@Version: 1.0
- */
-public class TableProcessFunction extends BroadcastProcessFunction<JSONObject, String, JSONObject> {
-
-    private MapStateDescriptor<String, GasCodeProcess> mapStateDescriptor;
-
-    private OutputTag<String> outTag;
-
-    private SimpleDateFormat sdf;
-
-    @Override
-    public void open(Configuration parameters) throws Exception {
-        sdf = new SimpleDateFormat("yyyy-MM-dd HH:mm:ss");
-    }
-
-    public TableProcessFunction(OutputTag<String> outTag, MapStateDescriptor<String, GasCodeProcess> mapStateDescriptor) {
-        this.mapStateDescriptor = mapStateDescriptor;
-        this.outTag = outTag;
-    }
-
-
-    @Override
-    public void processElement(JSONObject jsonObject, BroadcastProcessFunction<JSONObject, String, JSONObject>.ReadOnlyContext readOnlyContext, Collector<JSONObject> collector) throws Exception {
-        ReadOnlyBroadcastState<String, GasCodeProcess> gasTableState = readOnlyContext.getBroadcastState(mapStateDescriptor);
-
-        String area = jsonObject.getString("area");
-        String tagName = jsonObject.getString("tagName");
-
-
-        GasCodeProcess truth1 = gasTableState.get(area);
-        if (truth1 != null) {
-            jsonObject.put("area", truth1.getTag_desc());
-        }
-        GasCodeProcess truth = gasTableState.get(tagName);
-        if (truth != null) {
-//            jsonObject.put("originaltagName", truth.getDecode_value());
-            jsonObject.put("tagName", truth.getDecode_value());
-//            jsonObject.put("tag_desc", truth.getTag_desc());
-//            jsonObject.put("unit", truth.getUnit());
-//            jsonObject.put("is_calculated", truth.getIs_calculated());
-//            readOnlyContext.output(outTag, jsonObject.toJSONString());
-        }
-
-        //添加上时间戳,方便后面注册水位线
-        String time = jsonObject.getString("realtime");
-        long ts = sdf.parse(time).getTime();
-        jsonObject.put("ts",ts);
-
-        collector.collect(jsonObject);
-
-    }
-
-    @Override
-    public void processBroadcastElement(String s, BroadcastProcessFunction<JSONObject, String, JSONObject>.Context context, Collector<JSONObject> collector) throws Exception {
-        BroadcastState<String, GasCodeProcess> gasTableProcessState = context.getBroadcastState(mapStateDescriptor);
-
-        JSONObject jsonObject = JSON.parseObject(s);
-
-        JSONObject data = jsonObject.getJSONObject("data");
-        GasCodeProcess gasTableProcess = JSON.parseObject(jsonObject.getString("data"), GasCodeProcess.class);
-        if (data != null) {
-            String encode_value = data.getString("encode_value");
-            if (encode_value != null) {
-                gasTableProcessState.put(encode_value, gasTableProcess);//<encode,GasTableProcess>
-            }
-        }
-
-    }
-}
diff --git a/phm_rotate/backend/phm_backend/warehouse/rt-warehouse/src/main/java/com/cqu/warehouse/realtime/app/func/format.json b/phm_rotate/backend/phm_backend/warehouse/rt-warehouse/src/main/java/com/cqu/warehouse/realtime/app/func/format.json
deleted file mode 100644
index 80cf3e7..0000000
--- a/phm_rotate/backend/phm_backend/warehouse/rt-warehouse/src/main/java/com/cqu/warehouse/realtime/app/func/format.json
+++ /dev/null
@@ -1,26491 +0,0 @@
-{
-  "TC-004-5A": 16.388888465085376,
-  "TC-004-3A": 16.174404180794955,
-  "TC-004-1A": 17.399999618530273,
-  "IPT.NLP": 6798.819,
-  "T5TC8": 14.574999809265137,
-  "IPT.NHPS": 1.33200000000033,
-  "NPT": 2999.291,
-  "TC-004-12A": 15.495934943823764,
-  "TC-004-10A": 14.625051892983416,
-  "TC-004-16A": 18.715925347122052,
-  "company": "PENGBO",
-  "TC-004-14A": 18.189884806858995,
-  "TC-002A": 16.580334984418005,
-  "TC-002B": 14.649947725546857,
-  "T5TC6": 15.720535523506502,
-  "area": "TJ",
-  "realtime": "2023-01-01 00:00:05+00:00",
-  "TC-004-4A": 15.381883676474294,
-  "NHP_2": 0.0,
-  "NHP_1": 0.0,
-  "TE-405": 17.30650138501854,
-  "TC-004-2A": 16.914492427371442,
-  "TE-406": 12.75,
-  "IPT.NLPS": 1.62100000000009,
-  "gt_no": "PL19-3CEPB_C",
-  "TC-004-13A": 17.3510875862247,
-  "NPT_1": 0.0,
-  "NPT_2": 0.0,
-  "TC-004-11A": 14.899999618530273,
-  "NPT_3": 0.0,
-  "NPT_4": 0.0,
-  "SE-003E": 0.0,
-  "typeId": "PL19-3CEPB",
-  "TC-004-15A": 18.601334706973283,
-  "NLPCOR": 6964.0,
-  "time": "20230518171144",
-  "FI-7003A": 0.0,
-  "ts": 1672502405000
-}
-
-
-{
-  "GenExYAxisVib": 1.3521160539358485,
-  "GenExXAxisVib": 0.030277005878220582,
-  "T5TC9": 13.762499809265137,
-  "T5TC8": 14.574999809265137,
-  "PT-541": 0.2893644869327545,
-  "PT-542": 0.2544423043727875,
-  "PT-301": 3.7197840213775635,
-  "PT-302": 0.01945525035262108,
-  "PT-303": 0.013618679717183113,
-  "LubeDP_1": 0.4795,
-  "PT-305": 0.002509268932044506,
-  "T5TC1": 17.399999618530273,
-  "NHPS": 1.33200000000033,
-  "T5TC3": 16.174404180794955,
-  "T5TC2": 16.914492427371442,
-  "LFT": 13.777970314025879,
-  "T5TC5": 16.388888465085376,
-  "T5TC4": 15.381883676474294,
-  "PT-141": 0.0,
-  "T5TC7": 15.287857060382764,
-  "T5TC6": 15.720535523506502,
-  "TE-543": 25.590229885187,
-  "LFDP3": 0.0,
-  "AirInletDP": 0.4699,
-  "GFVlvPos": 0.03891034422752758,
-  "LFDP2": 0.6417040824890137,
-  "LFDP1": 0.1681240051984787,
-  "TE-142": 3.9642447746203593,
-  "TE-143": 6.919320775708184,
-  "TE-144": 3.6937499046325684,
-  "TE-541": 31.399999618530273,
-  "TE-542": 29.30980319622904,
-  "P2_2": 3.8415757444454357E-4,
-  "P2_1": 0.0,
-  "PT-651": 9.765625E-4,
-  "PT-652": 0.0015206909738481045,
-  "TankLevel": 552.1400756835938,
-  "typeId": "PL19-3CEPB",
-  "P2COR": 1.743,
-  "XT-004": 0.0,
-  "XT-001": 0.0,
-  "T5AVGCOR": 635.9,
-  "TankT": 39.29999923706055,
-  "PT-201": 0.041828788816928864,
-  "NLP": 6798.819,
-  "PT-202": 0.022629080340266228,
-  "GFT": 17.674999237060547,
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-  "LubeDT3": 30.3,
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-  "NHPCOR": 9115.0,
-  "P5": 2.841948880814016E-4,
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-  "T1_1": 10.0,
-  "NLP_1": 0.0,
-  "NLP_2": 0.0,
-  "LubeDT4": 27.8,
-  "GFDP1": 0.07133592665195465,
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-  "T1_3": 10.274999618530273,
-  "LFP1": 0.006744488142430782,
-  "LFP0": 0.002677770098671317,
-  "time": "20230518171903",
-  "NPTCOR": 3072.0,
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-
-{
-  "typeId": "PL19-3CEPB",
-  "ts": 1672502405000,
-  "area": "天津",
-  "realtime": "2023-01-01 00:00:05+00:00",
-  "gt_no": "PL19-3CEPB_C",
-  "company": "PENGBO",
-  "time": "20230518171903"
-}
-
-//风电原始数据
-{
-  "wt_no": 8,
-  "realtime": "2018-07-30 00:00:00",
-  "num_windspeed": 7.318091,
-  "num_gen_torque": 36.32,
-  "num_gearbox_sumptemp": 50.035297,
-  "num_gearbox_inletoiltemp": 47.73672,
-  "degree_winddirection": 172.95117,
-  "num_gearbox_coolingwatertemp": 42.06111,
-  "num_envtemp": 23.717888,
-  "num_gen_speed": 1516.0,
-  "num_gearbox_inletpress": 2.621296,
-  "num_gearbox_pumpoutletpress": 5.004181,
-  "num_engineroom_temp": 32.029892,
-  "num_rotorspeed": 11.877784,
-  "num_activepower": 678.0,
-  "num_engineroom_vibration_x": 0.007827997,
-  "num_engineroom_vibration_y": -0.0063325884,
-  "time": "20230522160208",
-  "windfarm": "jingbian_siqi",
-  "num_gearbox_highspeedshaft_front_temp": 60.51593,
-  "num_gen_max_windingtemp": 78.60004,
-  "num_gearbox_highspeedshaft_rear_temp": 62.51814
-}
-
-//cms合并之后的数据
-{
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-    0.00636699045082993,
-    0.006237987779868353
-  ],
-  "location": "Shaft2_径向",
-  "time": "20230524175422",
-  "windfarm": "华能三塘湖项目（一期）",
-  "RPM": 14.41,
-  "ts": 1529253290000
-}
\ No newline at end of file
diff --git a/phm_rotate/backend/phm_backend/warehouse/rt-warehouse/src/main/java/com/cqu/warehouse/realtime/app/func/table.sql b/phm_rotate/backend/phm_backend/warehouse/rt-warehouse/src/main/java/com/cqu/warehouse/realtime/app/func/table.sql
deleted file mode 100644
index b09f109..0000000
--- a/phm_rotate/backend/phm_backend/warehouse/rt-warehouse/src/main/java/com/cqu/warehouse/realtime/app/func/table.sql
+++ /dev/null
@@ -1,46 +0,0 @@
-create table if not exists dim_gas_type_info
-(
-    rated_duration
-    varchar,
-    rated_load
-    varchar,
-    rated_power
-    varchar,
-    rated_speed
-    varchar,
-    rated_flow_rate
-    varchar,
-    type_id
-    varchar,
-    rated_press
-    varchar,
-    rated_temp
-    varchar,
-    id
-    varchar
-    primary
-    key
-)
-    upsert into dim_gas_type_info
-(
-    rated_duration,
-    rated_load,
-    rated_power,
-    rated_speed,
-    rated_flow_rate,
-    type_id,
-    rated_press,
-    rated_temp,
-    id
-) values
-(
-    rated_duration,
-    rated_load,
-    rated_power,
-    rated_speed,
-    rated_flow_rate,
-    type_id,
-    rated_press,
-    rated_temp,
-    id
-)
\ No newline at end of file
diff --git a/phm_rotate/backend/phm_backend/warehouse/rt-warehouse/src/main/java/com/cqu/warehouse/realtime/app/func/test.java b/phm_rotate/backend/phm_backend/warehouse/rt-warehouse/src/main/java/com/cqu/warehouse/realtime/app/func/test.java
deleted file mode 100644
index 5b7ed47..0000000
--- a/phm_rotate/backend/phm_backend/warehouse/rt-warehouse/src/main/java/com/cqu/warehouse/realtime/app/func/test.java
+++ /dev/null
@@ -1,21 +0,0 @@
-package com.cqu.warehouse.realtime.app.func;
-
-import java.util.Date;
-
-/**
- *@BelongsProject: phm_parent
- *@BelongsPackage: com.cqu.warehouse.realtime.func
- *@Author: markilue
- *@CreateTime: 2023-05-18  17:42
- *@Description: TODO
- *@Version: 1.0
- */
-public class test {
-
-    public static void main(String[] args) {
-        Long ts = 1672502465000L;
-        Long ts1 =1672502405000L;
-        System.out.println(new Date(ts));
-        System.out.println(new Date(ts1));
-    }
-}
diff --git a/phm_rotate/backend/phm_backend/warehouse/rt-warehouse/src/main/java/com/cqu/warehouse/realtime/common/PHMConfig.java b/phm_rotate/backend/phm_backend/warehouse/rt-warehouse/src/main/java/com/cqu/warehouse/realtime/common/PHMConfig.java
index d562dd6..da2a4b9 100644
--- a/phm_rotate/backend/phm_backend/warehouse/rt-warehouse/src/main/java/com/cqu/warehouse/realtime/common/PHMConfig.java
+++ b/phm_rotate/backend/phm_backend/warehouse/rt-warehouse/src/main/java/com/cqu/warehouse/realtime/common/PHMConfig.java
@@ -12,7 +12,7 @@ public class PHMConfig {
 
     public static final String HBASE_SCHEMA = "PHM_REALTIME";//Hbase库名
     public static final String PHOENIX_SERVER = "jdbc:phoenix:Ding202,Ding203,Ding204:2181";//Phoenix连接
-    public static final String CLICKHOUSE_URL = "jdbc:clickhouse://Ding202:8123/rt_phm";//Phoenix连接
+    public static final String CLICKHOUSE_URL = "jdbc:clickhouse://Ding202:8123/rt_phm";//clickhouse连接
     public static final String RT_CHECKPOINT_LOCATION = "hdfs://Ding202:8020/phm_warehouse/rt/ck";//检查点保存位置
     public static final String HADOOP_USER_NAME = "dingjiawen";//检查点保存位置
 }
diff --git a/phm_rotate/backend/phm_backend/warehouse/rt-warehouse/src/main/java/com/cqu/warehouse/realtime/entity/GasCodeProcess.java b/phm_rotate/backend/phm_backend/warehouse/rt-warehouse/src/main/java/com/cqu/warehouse/realtime/entity/GasCodeProcess.java
index 314bb27..3b4a640 100644
--- a/phm_rotate/backend/phm_backend/warehouse/rt-warehouse/src/main/java/com/cqu/warehouse/realtime/entity/GasCodeProcess.java
+++ b/phm_rotate/backend/phm_backend/warehouse/rt-warehouse/src/main/java/com/cqu/warehouse/realtime/entity/GasCodeProcess.java
@@ -1,6 +1,8 @@
 package com.cqu.warehouse.realtime.entity;
 
+import lombok.AllArgsConstructor;
 import lombok.Data;
+import lombok.NoArgsConstructor;
 
 /**
  *@BelongsProject: phm_parent
@@ -11,6 +13,8 @@ import lombok.Data;
  *@Version: 1.0
  */
 @Data
+@AllArgsConstructor
+@NoArgsConstructor
 public class GasCodeProcess {
 
     String encode_value;//加密数据
diff --git a/phm_rotate/backend/phm_backend/warehouse/rt-warehouse/src/main/java/com/cqu/warehouse/realtime/entity/GasTypeState.java b/phm_rotate/backend/phm_backend/warehouse/rt-warehouse/src/main/java/com/cqu/warehouse/realtime/entity/GasTypeState.java
new file mode 100644
index 0000000..bfae625
--- /dev/null
+++ b/phm_rotate/backend/phm_backend/warehouse/rt-warehouse/src/main/java/com/cqu/warehouse/realtime/entity/GasTypeState.java
@@ -0,0 +1,41 @@
+package com.cqu.warehouse.realtime.entity;
+
+import lombok.AllArgsConstructor;
+import lombok.Data;
+import lombok.NoArgsConstructor;
+
+/**
+ *@BelongsProject: phm_parent
+ *@BelongsPackage: com.cqu.warehouse.realtime.entity
+ *@Author: markilue
+ *@CreateTime: 2023-05-26  17:39
+ *@Description: TODO  燃机按类型聚合后的数据
+ *@Version: 1.0
+ */
+@Data
+@NoArgsConstructor
+@AllArgsConstructor
+public class GasTypeState {
+
+    String stt;
+    String edt;
+    String type_id;
+    Long rated_temp;
+    Long rated_press;
+    Long rated_flow_rate;
+    Long rated_speed;
+    Long rated_power;
+    Long rated_load;
+    Long rated_duration;
+    Double avg_LubeReturnT2;
+    Double avg_T5TC1;
+    Double avg_GFFlow;
+    Double avg_LFFlow;
+    Double avg_NHP_1;
+    Double avg_AirInletDP_1;
+    Double avg_T1_1;
+    Double avg_LubeHaderP;
+    Double avg_LubeFilterDP;
+    Double avg_TankT;
+    Double avg_GrBxAccel;
+}
diff --git a/phm_rotate/backend/phm_backend/warehouse/rt-warehouse/src/main/java/com/cqu/warehouse/realtime/entity/TransientSink.java b/phm_rotate/backend/phm_backend/warehouse/rt-warehouse/src/main/java/com/cqu/warehouse/realtime/entity/TransientSink.java
new file mode 100644
index 0000000..9e6dc06
--- /dev/null
+++ b/phm_rotate/backend/phm_backend/warehouse/rt-warehouse/src/main/java/com/cqu/warehouse/realtime/entity/TransientSink.java
@@ -0,0 +1,21 @@
+package com.cqu.warehouse.realtime.entity;
+
+import java.lang.annotation.ElementType;
+import java.lang.annotation.Retention;
+import java.lang.annotation.RetentionPolicy;
+import java.lang.annotation.Target;
+
+/**
+ *@BelongsProject: phm_parent
+ *@BelongsPackage: com.cqu.warehouse.realtime.utils
+ *@Author: markilue
+ *@CreateTime: 2023-05-26  19:23
+ *@Description: TODO  注解:加在属性上，则不sink到clickhouse中
+ *@Version: 1.0
+ */
+@Target(ElementType.FIELD)//注解加的位置
+@Retention(RetentionPolicy.RUNTIME)//注解生效的时间
+public @interface TransientSink {
+
+
+}
diff --git a/phm_rotate/backend/phm_backend/warehouse/rt-warehouse/src/main/java/com/cqu/warehouse/realtime/entity/WindSCADALocationState.java b/phm_rotate/backend/phm_backend/warehouse/rt-warehouse/src/main/java/com/cqu/warehouse/realtime/entity/WindSCADALocationState.java
new file mode 100644
index 0000000..e095aa8
--- /dev/null
+++ b/phm_rotate/backend/phm_backend/warehouse/rt-warehouse/src/main/java/com/cqu/warehouse/realtime/entity/WindSCADALocationState.java
@@ -0,0 +1,47 @@
+package com.cqu.warehouse.realtime.entity;
+
+import lombok.AllArgsConstructor;
+import lombok.Data;
+import lombok.NoArgsConstructor;
+
+/**
+ *@BelongsProject: phm_parent
+ *@BelongsPackage: com.cqu.warehouse.realtime.entity
+ *@Author: markilue
+ *@CreateTime: 2023-05-25  21:39
+ *@Description: TODO  风电SCADA数据按照地区聚合后的对象
+ *@Version: 1.0
+ */
+@Data
+@AllArgsConstructor
+@NoArgsConstructor
+public class WindSCADALocationState {
+
+    //TODO  注意:这些属性名和类型必须和建表的时候完全对应上,ts字段为Long类型；BigInt ->Long
+    private String stt;
+    private String edt;
+    private String windfarm;
+    private String location;
+    private String longitude;
+    private String latitude;
+    private Double production;
+    private Double avg_torque;
+    private Double avg_sumptemp;
+    private Double avg_inletoiltemp;
+    private Double avg_winddirection;
+    private Double avg_envtemp;
+    private Double avg_gen_speed;
+    private Double avg_pumpoutletpress;
+    private Double avg_engineroom_temp;
+    private Double avg_rotorspeed;
+    private Double avg_activepower;
+    private Double avg_engineroom_vibration_x;
+    private Double avg_engineroom_vibration_y;
+    private Double avg_highspeedshaft_front_temp;
+    private Double avg_max_windingtemp;
+    private Double avg_highspeedshaft_rear_temp;
+    private Double avg_windspeed;
+    private Double avg_coolingwatertemp;
+    private Double avg_inletpress;
+    private Long ts;
+}
diff --git a/phm_rotate/backend/phm_backend/warehouse/rt-warehouse/src/main/java/com/cqu/warehouse/realtime/entity/WindSCADATypeState.java b/phm_rotate/backend/phm_backend/warehouse/rt-warehouse/src/main/java/com/cqu/warehouse/realtime/entity/WindSCADATypeState.java
new file mode 100644
index 0000000..76f48e5
--- /dev/null
+++ b/phm_rotate/backend/phm_backend/warehouse/rt-warehouse/src/main/java/com/cqu/warehouse/realtime/entity/WindSCADATypeState.java
@@ -0,0 +1,48 @@
+package com.cqu.warehouse.realtime.entity;
+
+import lombok.AllArgsConstructor;
+import lombok.Data;
+import lombok.NoArgsConstructor;
+
+/**
+ *@BelongsProject: phm_parent
+ *@BelongsPackage: com.cqu.warehouse.realtime.entity
+ *@Author: markilue
+ *@CreateTime: 2023-05-25  21:39
+ *@Description: TODO  风电SCADA数据按照地区聚合后的对象
+ *@Version: 1.0
+ */
+@Data
+@AllArgsConstructor
+@NoArgsConstructor
+public class WindSCADATypeState {
+
+    //TODO  注意:这些属性名和类型必须和建表的时候完全对应上,ts字段为Long类型；BigInt ->Long
+    private String stt;
+    private String edt;
+    private String type_id;
+    private Long rated_efficiency;
+    private Long rated_load;
+    private Long rated_power;
+    private Long rated_speed;
+    private Long rated_air_volume;
+    private Double avg_torque;
+    private Double avg_sumptemp;
+    private Double avg_inletoiltemp;
+    private Double avg_winddirection;
+    private Double avg_envtemp;
+    private Double avg_gen_speed;
+    private Double avg_pumpoutletpress;
+    private Double avg_engineroom_temp;
+    private Double avg_rotorspeed;
+    private Double avg_activepower;
+    private Double avg_engineroom_vibration_x;
+    private Double avg_engineroom_vibration_y;
+    private Double avg_highspeedshaft_front_temp;
+    private Double avg_max_windingtemp;
+    private Double avg_highspeedshaft_rear_temp;
+    private Double avg_windspeed;
+    private Double avg_coolingwatertemp;
+    private Double avg_inletpress;
+    private Long ts;
+}
diff --git a/phm_rotate/backend/phm_backend/warehouse/rt-warehouse/src/main/java/com/cqu/warehouse/realtime/utils/ClickhouseUtils.java b/phm_rotate/backend/phm_backend/warehouse/rt-warehouse/src/main/java/com/cqu/warehouse/realtime/utils/ClickhouseUtils.java
new file mode 100644
index 0000000..b44d147
--- /dev/null
+++ b/phm_rotate/backend/phm_backend/warehouse/rt-warehouse/src/main/java/com/cqu/warehouse/realtime/utils/ClickhouseUtils.java
@@ -0,0 +1,66 @@
+package com.cqu.warehouse.realtime.utils;
+
+import com.cqu.warehouse.realtime.common.PHMConfig;
+import org.apache.flink.connector.jdbc.JdbcConnectionOptions;
+import org.apache.flink.connector.jdbc.JdbcExecutionOptions;
+import org.apache.flink.connector.jdbc.JdbcSink;
+import org.apache.flink.connector.jdbc.JdbcStatementBuilder;
+import org.apache.flink.streaming.api.functions.sink.SinkFunction;
+
+import java.beans.Transient;
+import java.lang.reflect.Field;
+import java.sql.PreparedStatement;
+import java.sql.SQLException;
+
+/**
+ *@BelongsProject: phm_parent
+ *@BelongsPackage: com.cqu.warehouse.realtime.utils
+ *@Author: markilue
+ *@CreateTime: 2023-05-26  19:06
+ *@Description: TODO  clickhouse的工具类
+ *@Version: 1.0
+ */
+public class ClickhouseUtils {
+
+
+    public static <T> SinkFunction<T> getJDBCSink(String sql) {
+        SinkFunction<T> clickhouseSink = JdbcSink.<T>sink(
+                sql,
+                new JdbcStatementBuilder<T>() {
+                    @Override
+                    public void accept(PreparedStatement preparedStatement, T t) throws SQLException {
+                        Field[] fields = t.getClass().getDeclaredFields();
+                        int index = 1;
+                        for (Field field : fields) {
+                            Transient annotation = field.getAnnotation(Transient.class);
+                            if (annotation != null) {
+                                continue;//如果有这个注解了，就跳过
+                            }
+                            field.setAccessible(true);
+                            try {
+                                Object fieldValue = field.get(t);
+                                preparedStatement.setObject(index++, fieldValue);
+                            } catch (IllegalAccessException e) {
+                                e.printStackTrace();
+                                System.out.println("sink失败");
+                            }
+                        }
+
+                    }
+                },
+                new JdbcExecutionOptions.Builder()
+//                        .withMaxRetries(3)
+//                        .withBatchIntervalMs()
+                        .withBatchSize(5)//每5次输出到clickhouse
+                        .build(),
+                new JdbcConnectionOptions.JdbcConnectionOptionsBuilder()
+                        .withDriverName("ru.yandex.clickhouse.ClickHouseDriver")
+                        .withUrl(PHMConfig.CLICKHOUSE_URL)
+                        .build()
+        );
+
+        return clickhouseSink;
+
+
+    }
+}
diff --git a/phm_rotate/backend/phm_backend/warehouse/rt-warehouse/src/main/java/com/cqu/warehouse/realtime/utils/DimUtils.java b/phm_rotate/backend/phm_backend/warehouse/rt-warehouse/src/main/java/com/cqu/warehouse/realtime/utils/DimUtils.java
index 54af614..6633c56 100644
--- a/phm_rotate/backend/phm_backend/warehouse/rt-warehouse/src/main/java/com/cqu/warehouse/realtime/utils/DimUtils.java
+++ b/phm_rotate/backend/phm_backend/warehouse/rt-warehouse/src/main/java/com/cqu/warehouse/realtime/utils/DimUtils.java
@@ -4,6 +4,7 @@ import com.alibaba.fastjson.JSON;
 import com.alibaba.fastjson.JSONObject;
 import org.apache.flink.api.java.tuple.Tuple2;
 import redis.clients.jedis.Jedis;
+import scala.collection.parallel.immutable.ParRange;
 
 import java.util.List;
 
@@ -73,7 +74,6 @@ public class DimUtils {
             System.out.println("------关闭redis连接-------");
         }
 
-
         return jsonObject;
     }
 
diff --git a/phm_rotate/backend/phm_backend/warehouse/rt-warehouse/src/main/java/com/cqu/warehouse/realtime/utils/MyKafkaUtils.java b/phm_rotate/backend/phm_backend/warehouse/rt-warehouse/src/main/java/com/cqu/warehouse/realtime/utils/MyKafkaUtils.java
index aa5f309..6ef8ae3 100644
--- a/phm_rotate/backend/phm_backend/warehouse/rt-warehouse/src/main/java/com/cqu/warehouse/realtime/utils/MyKafkaUtils.java
+++ b/phm_rotate/backend/phm_backend/warehouse/rt-warehouse/src/main/java/com/cqu/warehouse/realtime/utils/MyKafkaUtils.java
@@ -45,10 +45,21 @@ public class MyKafkaUtils {
         return new FlinkKafkaProducer<String>(topic, new KafkaSerializationSchema<String>() {
             @Override
             public ProducerRecord<byte[], byte[]> serialize(String s, @Nullable Long aLong) {
-                return new ProducerRecord<>(topic,s.getBytes());
+                return new ProducerRecord<>(topic, s.getBytes());
             }
         }, properties, FlinkKafkaProducer.Semantic.EXACTLY_ONCE);
     }
 
+    public static String getKafkaSourceByDDL(String topic, String groupId) {
+        String connection =
+                "        'connector' = 'kafka', " +
+                        "        'topic' = '" + topic + "', " +
+                        "        'properties.bootstrap.servers' = '" + KAFKA_SERVER + "', " +
+                        "        'properties.group.id' = '" + groupId + "', " +
+                        "        'scan.startup.mode' = 'latest-offset', " +
+                        "        'format' = 'json'";
+        return connection;
+    }
+
 
 }
diff --git a/phm_rotate/backend/phm_backend/warehouse/rt-warehouse/src/main/java/com/cqu/warehouse/realtime/utils/PhoenixUtils.java b/phm_rotate/backend/phm_backend/warehouse/rt-warehouse/src/main/java/com/cqu/warehouse/realtime/utils/PhoenixUtils.java
index b2b1a5b..6941c90 100644
--- a/phm_rotate/backend/phm_backend/warehouse/rt-warehouse/src/main/java/com/cqu/warehouse/realtime/utils/PhoenixUtils.java
+++ b/phm_rotate/backend/phm_backend/warehouse/rt-warehouse/src/main/java/com/cqu/warehouse/realtime/utils/PhoenixUtils.java
@@ -40,7 +40,7 @@ public class PhoenixUtils {
             //处理结果集
             while (resultSet.next()) {
                 T obj = clazz.newInstance();
-                for (int i = 1; i < metaData.getColumnCount(); i++) {//从1开始
+                for (int i = 1; i <= metaData.getColumnCount(); i++) {//TODO  注意:从1开始,且小于等于
                     String columnName = metaData.getColumnName(i);
                     BeanUtils.setProperty(obj, columnName, resultSet.getObject(i));
                 }