航空实时监控

1、从Kafka中读取飞机数据，并进行清洗

此步骤在前面的"使用Spark清洗统计业务数据并保存到数据库中"任务阶段应该已经完成。如果没有完成，请参考源代码自行完成。核心类主要有三个：SparkStreamingApplication类、SparkUtil类和MapManager类，以及一些辅助类。

BigData-Etl-KongGuan/src/main/java/com/qrsoft/etl/spark/SparkStreamingApplication.java类的作用是实时读取Kafka中所有Topic的数据，然后进入到不同的处理分支程序中进行数据清洗和存储，处理"实时飞行的航迹数据"的分支的代码如下：

SparkUtil sparkUtil = new SparkUtil();
try {
switch (topName) {
case Constants.TASK_RADAR:
sparkUtil.TaskRadarStr(taskRadar);
break;

进入 Constants.TASK_RADAR 分支后，会调用SparkUtil类中的TaskRadarStr方法来处理数据，BigData-Etl-KongGuan/src/main/java/com/qrsoft/etl/spark/SparkUtil.java类中相关的核心代码如下：

 /**
   * 业务处理
   * @param strs    航迹数据
   */
  public void TaskRadarStr(String strs){
      System.out.println(strs);
      String[] str = strs.split(",");
      logger.info(str.toString());
      try {
          //判断是哪个扇区 sectionG sectionK sectionE
          String sectionVal = "";

          MapManager mapMan = new MapManager();
          double lat = Double.valueOf(str[8]);
          double lng = Double.valueOf(str[9]);

          if(mapMan.isInRectangleArea(lat,lng,sectionG[0],sectionG[1],sectionG[2],sectionG[3])){
              sectionVal = "G";
          }else if(mapMan.isInRectangleArea(lat,lng,sectionK[0],sectionK[1],sectionK[2],sectionK[3])){
              sectionVal = "K";
          }else if(mapMan.isInRectangleArea(lat,lng,sectionE[0],sectionE[1],sectionE[2],sectionE[3])){
              sectionVal = "E";
          };
          System.out.println("=========================================================");
          System.out.println("========================"+sectionVal+"=================================");
          System.out.println("=========================================================");
          MultiRadar mr = new MultiRadar();
          //MultiRadar mr = new MultiRadar(str[1],str[12],str[11],str[0],str[17],str[15],str[18],str[19],str[9],str[8],str[7],str[13],str[14],str[10],str[3],str[6],str[4],str[16],str[5],str[2],sectionVal);
          mr.setAcid(str[0]);
          mr.setAreaSource(str[1]);
          mr.setClimbordownSpeed(str[2]);
          mr.setDirection(str[3]);
          mr.setFcu(str[4]);
          mr.setFlyStatus(str[5]);
          mr.setRadarCFL(str[6]);
          mr.setRadarHeight(str[7]);
          mr.setRadarLatitude(str[8]);
          mr.setRadarLongTitude(str[9]);
          mr.setRadarSpeed(str[10]);
          mr.setRadarType(str[11]);
          mr.setSendRadarTime(str[12]);
          mr.setSpeedX(str[13]);
          mr.setSpeedY(str[14]);
          mr.setSsrCode(str[15]);
          mr.setTime(str[16]);
          mr.setTrackNumber(str[17]);
          mr.setZhiJiaoX(str[18]);
          mr.setZhiJiaoY(str[19]);
          mr.setSection(sectionVal);
          //根据航班号，查询是否已经开始对该航迹进行统计
          MultiRadarDao dao = new MultiRadarDao();
          boolean bool = dao.isExistThisRadar(mr.getAcid());
          if(bool) {
              //存在，修改数据库中该航迹
              dao.updateAnRadarMsg(mr);
          }else{
              //尚未进行统计 创建一个统计信息
              dao.createAnRadarMsg(mr);
          }
      }catch (Exception e){
          e.printStackTrace();
          logger.info(" MultiRadar错误数据： [{}]", strs);
      }
  }

在处理"实时飞行的航迹数据"时，会使用到一个辅助类MapManager，该类的功能包括：判断飞机是否在指定的矩形区域内、判断飞机是否在指定的经纬度范围内，核心代码如下：

public class MapManager {
/**
* 是否在矩形区域内
*
* @param lat 测试点经度
* @param lng 测试点纬度
* @param minLat 纬度范围限制1
* @param maxLat 纬度范围限制2
* @param minLng 经度限制范围1
* @param maxLng 经度范围限制2
/
public boolean isInRectangleArea(double lat,double lng,double minLat, double maxLat,double minLng,double maxLng){
if(this.isInRange(lat, minLat, maxLat)){//如果在纬度的范围内
if(minLngmaxLng>0){
if(this.isInRange(lng, minLng, maxLng)){
return true;
}else {
return false;
}
}else {
if(Math.abs(minLng)+Math.abs(maxLng)<180){
if(this.isInRange(lng, minLng, maxLng)){
return true;
}else {
return false;
}
}else{
double left = Math.max(minLng, maxLng);
double right = Math.min(minLng, maxLng);
if(this.isInRange(lng, left, 180)||this.isInRange(lng, right,-180)){
return true;
}else {
return false;
}
}
}
}else{
return false;
}
}
```
  /**
   * 判断是否在经纬度范围内
   * 
   * @param point
   * @param left
   * @param right
   */
  public  boolean isInRange(double point, double left,double right){
      if(point>=Math.min(left, right)&&point<=Math.max(left, right)){
          return true;
      }else {
          return false;
      }
  }
```
}

2、打开前端Vue项目kongguan_web，完成前端Vue页面（src/views/Home/Map.vue）设计

在Vue页面 src/views/Home/Map.vue 中引入百度地图，首先添加百度地图背景图，并在地图上飞机，飞机相当于在地图上添加mark点

其中bm-marker是飞机，bm-label是飞机旁边显示的标签，通过v-for标签循环绑定数据，例如：v-for="item in caseList"，caseList是在下边的数据获取步骤中赋值的。

<template>
  <div style="height: 100%">
	<baidu-map :center="center" :zoom="zoom"  style="height:100%" @click="getClickInfo"
               :scroll-wheel-zoom='true' :map-style="mapStyle">
      <bm-marker v-for="item in caseList" :key="item.id"
                 :position="{lng: item.radarLongtitude, lat: item.radarLatitude}" :rotation="Number(item.direction)"
                 :icon="{url: urlz(item.id), size: {width: 100, height: 75}}">
        <bm-label  :position="{lng: item.radarLongtitude, lat: item.radarLatitude}"
                  :content="item.acid"
                  :labelStyle="{color: 'gray', fontSize : '8px',backgroundColor: 'rgba(0,0,0,0)',border:0}"
                  title="Hover me"/>
 
      </bm-marker>
      <!-- 缩放控件，注册此组件才会显示拖放进度 -->
      <bm-navigation anchor="BMAP_ANCHOR_TOP_LEFT"></bm-navigation>
	</baidu-map>
... 接下文 ...

在Vue页面中添加扇区管理的页面设计：

页面中包含"G"、"K"、"E"三个扇区的按钮，并绑定了click事件，当点击其中任意一个扇区对应的按钮时会触发click事件，执行clickData方法，clickData方法在后面的步骤中定义，主要是根据传入的不同的参数（"G"、"K"、"E"），获取不同扇区的数据。

... 接上文 ...
    <div class="allStatistics box">
      <img src="../../assets/images/nl.png" width="45px" height="45px" style="position: absolute;right: 90px;top: 75px">
      <img src="../../assets/images/gj.png" width="45px" height="45px"
           style="position: absolute ;right: 290px;top: 70px">
      <div style=" margin-left: 70px;margin-top: 12px">
        <div>当前时间：{{new Date().getFullYear()}}-{{new Date().getMonth()}}-{{new Date().getDate()}} &ensp;{{new
          Date().getHours()}}:{{new Date().getMinutes()}}:{{new Date().getSeconds()}}
        </div>
        <div style="margin-left: -17px">当前位置：{{this.center.lng}} {{this.center.lat}}</div>
      </div>
      <div style=" font-weight: bold;position: absolute;top: 145px;left: 45px">
        <span style="color: #2a58f4">轨迹数：</span><span style="color: #2a58f4">{{count}}</span>
        <span style="color: #f17140;margin-left: 52px">告警数：</span><span style="color: #f17140">{{count1}}</span>
      </div>
    </div>
    <div class="sectors1 box">
      <div class="title">当前用户: <span class="npc">管理员 G</span></div>
      <div >
        <el-button :type="isActive==='G'?'success':'primary'" style="margin-left: 16px" @click="clickData('G')">G
        </el-button>
        <el-button :type="isActive==='K'?'success':'primary'" :class="isActive === 2?'active':''"
                   @click="clickData('K')">k
        </el-button>
        <el-button :type="isActive==='E'?'success':'primary'" :class="isActive === 3?'active':''"
                   @click="clickData('E')">E
        </el-button>
      </div>
    </div>
    <div class="sectors2 box">
      <div class="title">扇区状态栏</div>
      <div>
        <el-button :type="isActive==='G'?'success':'primary'" style="margin-left: 16px" @click="clickData('G')">G
        </el-button>
        <el-button :type="isActive==='K'?'success':'primary'" :class="isActive === 2?'active':''"
                   @click="clickData('K')">k
        </el-button>
        <el-button :type="isActive==='E'?'success':'primary'" :class="isActive === 3?'active':''"
                   @click="clickData('E')">E
        </el-button>
      </div>
    </div>
    <div class="simi_box box">
      <div class="similarity">
        <el-tag effect="dark"><span class="tag-group__title" style="">相似航班数提醒</span></el-tag>
        <div v-for="(it,index) in atcList" :key="index" style="height: 45px; font-weight: bold;"><span
          style="margin-left: 25px">{{it.gjSector}}</span><span
          style="margin-left: 45px">{{it.gj}}</span></div>
      </div>
      <div class="similarity">
        <el-tag effect="dark"><span class="tag-group__title" style="">管制指令纠错</span></el-tag>
        <div v-for="(it,index) in warnList" :key="index">
          <div style="height: 45px;text-align: center"><span
            style="width: 100%; font-weight: bold;">{{it.gj_acids}}</span></div>
          <div style="height: 45px;text-align: center;">
            <table style="height: 45px">
              <tr>
                <td style="width: 150px; border: #2a58f4 3px solid; border-left: none">{{it.gj_name}}</td>
                <td style="width: 83px; border: #2a58f4 3px solid">{{it.gj_track_num1}}</td>
                <td style="width: 83px; border: #2a58f4 3px solid">{{it.gj_track_num2}}</td>
                <td style="width: 83px; border: #2a58f4 3px solid; border-right: none">{{it.gj_distinct}}</td>
              </tr>
            </table>
          </div>
        </div>
      </div>
    </div>
  </div>
</template>

导入访问服务端的api路由
<script> import { findLocusCount, findMultRadar, findWarnSimilarOfATC, findWarnSimilarOfATCCount, findWarnTp } from "@/api/map/map"; ... 接下文 ...
初始化数据，在地图上设置一个初始点，并设置样式

... 接上文 ...
export default {
name: 'TestBaiDu',
data() {
return {
center: {lng: 118.78995, lat: 36.62934},
zoom: 8,
url1: require("../../assets/images/fj.png"),
url2: require("../../assets/images/hfj.png"),
markerPoint: {lng: 116.404, lat: 39.915},
caseList: [],
warnList: [],
atcList: [],
count: 1,
count1: 1,
isActive: 'G',
mapStyle: {
styleJson: [
{
"featureType": "water",
"elementType": "all",
"stylers": {
"color": "#285ea5"
}
},
{
"featureType": "land",
"elementType": "all",
"stylers": {
"color": "#0c3c7f"
}
},
{
"featureType": "road",
"elementType": "all",
"stylers": {
"visibility": "off"
}
},
{
"featureType": "point",
"elementType": "all",
"stylers": {
"visibility": "off"
}
},
{
"featureType": "all",
"elementType": "labels.text.fill",
"stylers": {
"color": "#2da0c6",
"visibility": "off"
}
}
]
},
timer: null,
}
},
... 接下文 ...
获取数据

其中loadData方法是用来获取实时飞行数据，loadWarn方法是获取告警信息，clickData方法是响应扇区按钮的点击事件，查询不同扇区对应的数据。

... 接上文 ...
    mounted() {
      this.loadWarn();
      this.loadData();
      this.clickData();
      this.timeOut();
    },
    beforeDestroy() {    //页面关闭时清除定时器  
      window.clearInterval(this.timer);
      this.timer = null;
    },
    destroyed() {
      window.clearInterval(this.timer);
      this.timer = null; 
    },
    methods: {
      urlz(data){
        for(let i=0;i<this.warnList.length;i++){
          var value1 = this.warnList[i].gj_track_num1;
          var value2 = this.warnList[i].gj_track_num2;
          if(value1 == data || value2 == data){
            return  this.url2;
          }
        }
        return this.url1;
      },
      getClickInfo(e) {
        this.center.lng = e.point.lng
        this.center.lat = e.point.lat
      },
      loadData() {
        findMultRadar().then(data => {
          if (data.isSuccess) {
            this.caseList = data.result;
            this.caseList.forEach(it => {
              it.count = it.areaSource + "," + it.trackNumber
            })
          } else {
            this.$message.error("数据获取失败");
          }
        })
      },
      loadWarn(){
        findWarnTp().then(data => {
          if (data.isSuccess) {
            this.warnList = data.result;
          } else {
            this.warnList.error("数据获取失败");
          }
        })
      },
      clickData(data) {
        if (data == null) {
          this.isActive = 'G'
          data = 'G'
        } else {
          this.isActive = data
        }
        findLocusCount(data).then(data => {
          if (data.isSuccess) {
            this.count = data.result;
          } else {
            this.warnList.error("数据获取失败");
          }
        }),
          findWarnSimilarOfATC(data).then(data => {
            if (data.isSuccess) {
              this.atcList = data.result;
            } else {
              this.atcList.error("数据获取失败");
            }
          }),
          findWarnSimilarOfATCCount(data).then(data => {
            if (data.isSuccess) {
              this.count1 = data.result;
            } else {
              this.count1.error("数据获取失败");
            }
          })
      },
... 接下文 ...

创建一个定时器，定时获取数据，以更新飞机的位置

... 接上文 ...
timeOut(){
// 需要在一开始就先调用一遍该方法，否则在开始的5s内是没有数据的
if (this.timer) {
window.clearInterval(this.timer)
} else {
this.timer = window.setInterval(() => {
this.loadData();
}, 9000)
}
},
}
}
</script>
... 接下文 ...
页面样式

... 接上文 ...
<style> .sectors1 { top: 20px; right: 450px; background: #fff; width: 220px; height: 80px; margin-top: 30px; } .sectors2 { top: 20px; right: 690px; background: #fff; width: 220px; height: 80px; margin-top: 30px; } .box { position: absolute; margin-top: 70px; } .allStatistics { background: #fff; width: 400px; height: 200px; top: 60px; right: 20px; margin-top: 30px; } .similarity { background: #fff; overflow: hidden; border-radius: 5px 5px 0 0; margin-bottom: 20px; } .simi_box { top: 300px; right: 20px; width: 400px; height: 400px; margin-top: 18px; } .npc { color: #2a58f4; } .title { color: #575757; text-align: center; font-weight: bold; } .active { background-color: #00b700; } .el-button { height: 25px; } .el-tag { width: 400px; border-radius: 0px; } .common-right{ padding-top: 60px; padding-right: 0; padding-left: 0; } </style>
在src/api/目录下创建map目录，然后创建api路由文件 src/api/map/map.js，用于访问服务端相应的Controller（主要是通过findMultRadar()方法"查询综合航迹数据"并显示航迹图，还会涉及到"管制指令纠错"、"根据扇区名称获取该扇区航班数"、"根据扇区号查询相似航班"、"根据扇区号查询相似航班告警总数"等数据的展示）

import request from "../../utils/request";

//综合航迹数据查询相关的服务器端请求的根路径
const baseUrl="/api/multiRadar"
//年度统计查询相关的服务器端请求的根路径
const warUrl ="/api/warnFlightHistory"
//航班告警查询相关的服务器端请求的根路径
const warSimUrl = "/api/warnSimilarHistory"
//扇区操作查询相关的服务器端请求的根路径
const atcUrl = "/api/atc"

//查询综合航迹数据
export function findMultRadar(){
return request({
url:baseUrl+"/findMultRadar",
method: "get",
})
}
//管制指令纠错
export function findWarnTp(){
return request({
url:warUrl+"/findWarnTp",
method: "get",
})
}
//根据扇区名称获取该扇区航班数
export function findLocusCount(data){
return request({
url:atcUrl+"/findLocusCount?planSectorName="+data,
method: "get",
})
}
//根据扇区号查询相似航班
export function findWarnSimilarOfATC(data){
return request({
url:warSimUrl+"/findWarnSimilarOfATC?sectorName="+data,
method: "get",
})
}
//根据扇区号查询相似航班告警总数
export function findWarnSimilarOfATCCount(data){
return request({
url:warSimUrl+"/findWarnSimilarOfATCCount?sectorName="+data,
method: "get",
})
}
修改 src/router/index.js 路由文件，添加Map.vue页面的路由跳转

... 略 ...
{
path: '/',
component: Layout,
redirect: '/map',
children: [
{
path: 'map',
component: resolve => require(['@/views/Home/Map'], resolve),
name: 'map',
meta: { title: 'map' }
}
]
},
... 略 ...
src/router/index.js文件的完整内容如下：

import Vue from 'vue'
import Router from 'vue-router'

const originalPush = Router.prototype.push;
Router.prototype.push = function push(location) {
return originalPush.call(this, location).catch(err => err)
}

Vue.use(Router)
/* Layout */
import Layout from '@/views/Layout/Layout'
const router = new Router({
base: process.env.BASE_URL,
mode: 'history',
routes: [
{
path: "/login",
component: resolve => require(['@/views/Login/Login'], resolve),
hidden: true,
meta: {
auth: true
}
},
{
path: '/',
component: Layout,
redirect: '/home',
children: [
{
path: 'home',
component: resolve => require(['@/views/Home/Index'], resolve),
name: 'home',
meta: { title: 'home' }
}
]
},
{
path: '/',
component: Layout,
redirect: '/map',
children: [
{
path: 'map',
component: resolve => require(['@/views/Home/Map'], resolve),
name: 'map',
meta: { title: 'map' }
}
]
},
]
})

// 导航守卫
// 使用 router.beforeEach 注册一个全局前置守卫，判断用户是否登陆
router.beforeEach((to, from, next) => {
if (to.path === '/login') {
next();
} else {
let token = localStorage.getItem('Authorization');
```
  if (token === null || token === '') {
    next('/login');
  } else {
    next();
  }
}
```
});
export default router
确保 src/App.vue 文件的内容如下：
<template>
<router-view/>
</template> <script> export default { name: 'App', } </script> <style> html,body,#app{ height: 100%; } </style>

3、打开后端项目BigData-KongGuan，完成后台逻辑实现

编写以下Controller类，来处理客户端发送过来的请求，涉及以下几个类：

类/接口	作用
com.qrsoft.controller.AtcController	扇区操作类：处理客户端的 /api/atc 相关的扇区操作请求
com.qrsoft.controller.MultiRadarController	综合航迹数据：处理客户端的 /api/multiRadar 相关的综合航迹数据查询请求
com.qrsoft.controller.WarnFlightHistoryController	年度告警统计：处理客户端的 /api/warnFlightHistory 相关的年度统计查询请求
com.qrsoft.controller.WarnSimilarHistoryController	航班告警：处理客户端的 /api/warnSimilarHistory 相关的航班告警查询请求

1）在com.qrsoft.controller.AtcController类中主要调用其中的 findLocusCount() 方法，用于根据扇区名称获取该扇区航班数。

/**
* 根据扇区名称获取该扇区航班数
*/
@ApiOperation(value = "根据扇区名称获取该扇区航班数")
@GetMapping("/findLocusCount")
public Result findLocusCount(@RequestParam String planSectorName){
	return service.findLocusCount(planSectorName);
}

AtcController类的完整内容如下：

@Api(tags = "扇区操作类")
@RestController
@RequestMapping("/api/atc")
public class AtcController {
	@Autowired
	private AtcService service;
	/**
	 * 获取各扇区航班数
	 */
	@ApiOperation(value = "获取各扇区航班数")
	@GetMapping("/findSectorSortie")
	public Result findSectorSortie(){
		return service.findSectorSortie();
	}
	/**
	 * 根据扇区名称获取该扇区航班数
	 */
	@ApiOperation(value = "根据扇区名称获取该扇区航班数")
	@GetMapping("/findLocusCount")
	public Result findLocusCount(@RequestParam String planSectorName){
		return service.findLocusCount(planSectorName);
	}
	/**
	 * 扇区架次数动态统计(饼状图)
	 */
	@ApiOperation(value = "扇区架次数动态统计(饼状图)")
	@GetMapping("/findATCTime")
	public Result findATCTime(){
		return service.findATCTime();
	}
}

2）在com.qrsoft.controller.MultiRadarController类中主要调用findMultRadar()方法，用于综合航迹数据查询，MultiRadarController类的内容如下：

@Api(tags = "综合航迹数据")
@RestController
@RequestMapping("/api/multiRadar")
public class MultiRadarController {
	@Autowired
	private MultiRadarService service;
	/**
	 * 查询综合航迹数据
	 */
	@GetMapping("/findMultRadar")
	public Result findMultRadar(){
		return service.findMultRadar();
	}
}

3）在com.qrsoft.controller.WarnFlightHistoryController类中主要调用 findWarnTp() 方法，用于查询"管制指令纠错"的数据。

 /**
 * 管制指令纠错
 */
@ApiOperation(value = "管制指令纠错")
@GetMapping("/findWarnTp")
public Result findWarnTp(){
	return service.findWarnTp();
}

WarnFlightHistoryController类的完整内容如下：

@Api(tags = "年度统计")
@RestController
@RequestMapping("/api/warnFlightHistory")
public class WarnFlightHistoryController {
	@Autowired
	private WarnFlightHistoryService service;
	/**
	 * 年度警告分类统计
	 */
	@ApiOperation(value = "年度警告分类统计")
	@GetMapping("/annualWarningStatisticsByCategory")
	public Result annualWarningStatisticsByCategory(){
		return service.annualWarningStatisticsByCategory();
	}
	/**
	 * 年度警告区域统计
	 */
	@ApiOperation(value = "年度警告区域统计")
	@GetMapping("/annualWarningAreaStatistics")
	public Result annualWarningAreaStatistics(){
		return service.annualWarningAreaStatistics();
	}
	/**
	 * 管制指令纠错
	 */
	@ApiOperation(value = "管制指令纠错")
	@GetMapping("/findWarnTp")
	public Result findWarnTp(){
		return service.findWarnTp();
	}
}

4）创建com.qrsoft.controller.WarnSimilarHistoryController类，在类中主要调用findWarnSimilarOfATC()和findWarnSimilarOfATCCount()方法，用于"根据扇区号查询相似航班告警"和"根据扇区号查询相似航班告警总数"。

/**
* 根据扇区号查询相似航班告警
*/
@ApiOperation(value = "根据扇区号查询相似航班")
@GetMapping("/findWarnSimilarOfATC")
public Result findWarnSimilarOfATC(@RequestParam String sectorName){
		return service.findWarnSimilarOfATC(sectorName);
}
/**
* 根据扇区号查询相似航班告警总数
*/
@ApiOperation(value = "根据扇区号查询相似航班告警总数")
@GetMapping("/findWarnSimilarOfATCCount")
public Result findWarnSimilarOfATCCount(@RequestParam String sectorName){
		return service.findWarnSimilarOfATCCount(sectorName);
}

WarnSimilarHistoryController类的完整代码如下：

package com.qrsoft.controller;

import com.qrsoft.common.Result;
import com.qrsoft.service.WarnSimilarHistoryService;
import io.swagger.annotations.Api;
import io.swagger.annotations.ApiOperation;
import org.springframework.beans.factory.annotation.Autowired;
import org.springframework.web.bind.annotation.GetMapping;
import org.springframework.web.bind.annotation.RequestMapping;
import org.springframework.web.bind.annotation.RequestParam;
import org.springframework.web.bind.annotation.RestController;

@Api(tags = "航班告警")
@RestController
@RequestMapping("/api/warnSimilarHistory")
public class WarnSimilarHistoryController {
	@Autowired
	private WarnSimilarHistoryService service;
	/**
	 * 查询相似航班告警
	 */
	@ApiOperation(value = "查询相似航班告警")
	@GetMapping("/findWarnSimilarHistory")
	public Result findWarnSimilarHistory(){
		return service.findWarnSimilarHistory();
	}
	/**
	 * 根据扇区号查询相似航班告警
  */
	@ApiOperation(value = "根据扇区号查询相似航班")
	@GetMapping("/findWarnSimilarOfATC")
	public Result findWarnSimilarOfATC(@RequestParam String sectorName){
		return service.findWarnSimilarOfATC(sectorName);
	}
	/**
	 * 根据扇区号查询相似航班告警总数
	 */
	@ApiOperation(value = "根据扇区号查询相似航班告警总数")
	@GetMapping("/findWarnSimilarOfATCCount")
	public Result findWarnSimilarOfATCCount(@RequestParam String sectorName){
		return service.findWarnSimilarOfATCCount(sectorName);
	}
}

编写以下Controller对应的Service类，包括以下几个类：

类/接口	作用
com.qrsoft.service.AtcService	扇区操作的业务模块处理类
com.qrsoft.service.MultiRadarService	综合航迹数据查询的业务模块处理类
com.qrsoft.service.WarnFlightHistoryService	年度告警数据查询的业务模块处理类
com.qrsoft.service.WarnSimilarHistoryService	航班告警数据查询的业务模块处理类

1）com.qrsoft.service.AtcService类的内容如下：

@Service
public class AtcService extends ServiceImpl<AtcMapper, Atc> {

	@Autowired
	private MultiRadarService multiRadarService;

	/**
	 * 查询所有扇区航班架次
	 */
	public Result findSectorSortie() {
		List<Atc> sectorSortie = baseMapper.findSectorSortie();
		return new Result(ResultConstants.SUCCESS, ResultConstants.C_SUCCESS, sectorSortie);
	}

	/**
	 * 根据扇区号查询架次
	 */
	public Result findLocusCount(String planSectorName) {

		QueryWrapper<MultiRadar> queryWrapper = new QueryWrapper<>();
		queryWrapper.eq("section",planSectorName);
		int count = multiRadarService.count(queryWrapper);
		return new Result(ResultConstants.SUCCESS, ResultConstants.C_SUCCESS, count);
	}

	/**
	 * 扇区架次数动态统计(饼状图)
	 */
	public Result findATCTime() {
		List<String> sectorName = new ArrayList<>();
		sectorName.add("K");
		sectorName.add("S");
		sectorName.add("E");
		sectorName.add("P");
		sectorName.add("G");
		List<String> executeTime = baseMapper.findATCTime();

		List list = new ArrayList();
		for (int i = 0; executeTime.size() > i; i++) {
			ArrayList<Object> objects = new ArrayList<>();
			for (int j = 0; sectorName.size() > j; j++) {
				Atc atcTime2 = baseMapper.findATCTime2(executeTime.get(i), sectorName.get(j));
				HashMap<String, Object> map = new HashMap<>();
				if (atcTime2.getPlanSectorName() != null) {
					map.put(atcTime2.getPlanSectorName(), atcTime2.getCount());
				}else {
					map.put(sectorName.get(j),0);
				}
				objects.add(map);
			}
			list.add(objects);
		}
		return new Result(ResultConstants.SUCCESS, ResultConstants.C_SUCCESS, list);
	}
}

2）创建com.qrsoft.service.MultiRadarService类，类中包含一个findMultRadar()方法，用于查询综合航迹数据，内容如下：

package com.qrsoft.service;

import com.baomidou.mybatisplus.extension.service.impl.ServiceImpl;
import com.qrsoft.common.Result;
import com.qrsoft.common.ResultConstants;
import com.qrsoft.entity.MultiRadar;
import com.qrsoft.mapper.MultiRadarMapper;
import org.springframework.stereotype.Service;

import java.util.List;

@Service
public class MultiRadarService extends ServiceImpl<MultiRadarMapper, MultiRadar> {
	/**
	 * 查询综合航迹数据
	 */
	public Result findMultRadar(){
		List<MultiRadar> multiRadars = baseMapper.selectList(null);
		return new Result(ResultConstants.SUCCESS, ResultConstants.C_SUCCESS,multiRadars);
	}
}

3）com.qrsoft.service.WarnFlightHistoryService类的内容如下：

@Service
public class WarnFlightHistoryService extends ServiceImpl<WarnFlightHistoryMapper, WarnFlightHistory> {
	/**
	 * 年度警告区域统计
	 */
	public Result annualWarningAreaStatistics(){

		List<WarnFlightHistory> warnFlightHistories = baseMapper.annualWarningAreaStatistics();
		return new Result(ResultConstants.SUCCESS, ResultConstants.C_SUCCESS,warnFlightHistories);
	}
	/**
	 * 年度警告分类统计
	 */
	public Result annualWarningStatisticsByCategory(){
		List<WarnFlightHistory> warnFlightHistories = baseMapper.annualWarningStatisticsByCategory();
		return new Result(ResultConstants.SUCCESS, ResultConstants.C_SUCCESS,warnFlightHistories);
	}
	/**
	 * 管制指令纠错
	 */
	public Result findWarnTp(){
		List<HashMap<String, Object>> result = new ArrayList<>();
		List<HashMap<String, Object>> warnTp = baseMapper.findWarnTp();
		for (HashMap<String,Object> hm :warnTp){
			String gj_acids = (String)hm.get("gj_acids");
			String[] split = gj_acids.split("-");
			System.out.println(split.length);
			if(split.length>=2) {
				Integer warn = baseMapper.getWarn(split[0], split[1]);
				if(warn >=2){
					result.add(hm);
				}
			}
		}
		return new Result(ResultConstants.SUCCESS, ResultConstants.C_SUCCESS,result);
	}
}

4）创建com.qrsoft.service.WarnSimilarHistoryService类，内容如下：

package com.qrsoft.service;

import com.baomidou.mybatisplus.core.conditions.query.QueryWrapper;
import com.baomidou.mybatisplus.extension.service.impl.ServiceImpl;
import com.qrsoft.common.Result;
import com.qrsoft.common.ResultConstants;
import com.qrsoft.entity.MultiRadar;
import com.qrsoft.entity.WarnSimilarHistory;
import com.qrsoft.mapper.MultiRadarMapper;
import com.qrsoft.mapper.WarnSimilarHistoryMapper;
import org.springframework.beans.factory.annotation.Autowired;
import org.springframework.stereotype.Service;

import java.util.ArrayList;
import java.util.HashMap;
import java.util.List;
import java.util.Map;

@Service
public class WarnSimilarHistoryService extends ServiceImpl<WarnSimilarHistoryMapper, WarnSimilarHistory> {

	@Autowired
	private MultiRadarMapper multiRadarMapper;
	/**
	 * 查询相似航班告警
	 */
	public Result findWarnSimilarHistory(){
		List<WarnSimilarHistory> warnSimilarHistory = baseMapper.findWarnSimilarHistory();
		return new Result(ResultConstants.SUCCESS, ResultConstants.C_SUCCESS,warnSimilarHistory);
	}
	/**
	 * 根据扇区号查询相似航班
	 */
	public Result findWarnSimilarOfATC(String sectorName){
		QueryWrapper<MultiRadar> queryWrapper = new QueryWrapper<>();
		queryWrapper.eq("section",sectorName);
		List<MultiRadar> list = multiRadarMapper.selectList(queryWrapper);

		List<Map<String,String>> result = new ArrayList<>();
		System.out.println(list);

		for(MultiRadar m1 :list){
			for(MultiRadar m2:list){
				String acid1 = m1.getAcid();
				String substring = acid1.substring(0,3);
				String acid2 = m2.getAcid();
				if(acid2.startsWith(substring)){
					if(acid1.equals(acid2)){
						break;
					}
					HashMap<String, String> res = new HashMap<>();
					res.put("gj", acid1 + "-" + acid2);
					res.put("gjSector",sectorName);
					result.add(res);
					break;
				}
			}
		}
		return new Result(ResultConstants.SUCCESS, ResultConstants.C_SUCCESS,result);
	}
	/**
	 * 查询航班数量
	 */
	public Result findWarnSimilarOfATCCount(String sectorName){
		Result warnSimilarOfATC = this.findWarnSimilarOfATC(sectorName);
		Object result = warnSimilarOfATC.getResult();
		List<?> result1 = (List<?>) result;
		int size = result1.size();
		return new Result(ResultConstants.SUCCESS, ResultConstants.C_SUCCESS,size);
	}
}

编写对应的Mapper数据访问类，包括以下几个类：

类/接口	作用
com.qrsoft.mapper.AtcMapper	扇区操作的数据访问类
com.qrsoft.mapper.MultiRadarMapper	综合航迹数据查询的数据访问类
com.qrsoft.mapper.WarnFlightHistoryMapper	年度告警数据查询的数据访问类
com.qrsoft.mapper.WarnSimilarHistoryMapper	航班告警数据查询的数据访问类

1）com.qrsoft.mapper.AtcMapper类的内容如下：

@Mapper
public interface AtcMapper extends BaseMapper<Atc> {

	@Select("select PLAN_SECTOR_NAME,COUNT(*) as count from atc_number GROUP BY PLAN_SECTOR_NAME;")
	List<Atc> findSectorSortie();

	@Select("select EXECUTE_DATE from atc_number group by EXECUTE_DATE order by EXECUTE_DATE desc limit 19;")
	List<String> findATCTime();

	@Select("select PLAN_SECTOR_NAME,count(*) as count from atc_number where EXECUTE_DATE = #{executeTime} and PLAN_SECTOR_NAME = #{sectorName}")
	Atc findATCTime2(String executeTime,String sectorName);
}

2）com.qrsoft.mapper.MultiRadarMapper类的内容如下：

@Mapper
public interface MultiRadarMapper extends BaseMapper<MultiRadar> {

}

3）com.qrsoft.mapper.WarnFlightHistoryMapper类的内容如下：

@Mapper
public interface WarnFlightHistoryMapper extends BaseMapper<WarnFlightHistory> {

	@Select("SELECT gj_sector,COUNT(*) as gjCount FROM warnflighthistory_number GROUP BY gj_sector ORDER BY sum(count) desc LIMIT 11;")
	List<WarnFlightHistory> annualWarningAreaStatistics();

	@Select("select gj_name,count(*) as gjCount from warnflighthistory_number group by gj_name;")
	List<WarnFlightHistory> annualWarningStatisticsByCategory();

	@Select("select gj_type,gj_id,gj_msg_type,gj_track_num1,gj_track_num2,gj_distinct,gj_radian,gj_name,gj_distinct_bz,gj_city,gj_date,gj_acids,gj_num1_long,gj_num1_lat,gj_num2_long,gj_num2_lat from warntp_number;")
	List<HashMap<String,Object>> findWarnTp();

	@Select("select count(*) from multiradar_number where `ACID` IN (#{acid},#{bcid});")
	Integer getWarn(@Param("acid") String acid, @Param("bcid") String bcid);
}

4）创建com.qrsoft.mapper.WarnSimilarHistoryMapper类，内容如下：

package com.qrsoft.mapper;

import com.baomidou.mybatisplus.core.mapper.BaseMapper;
import com.qrsoft.entity.WarnSimilarHistory;
import org.apache.ibatis.annotations.Mapper;
import org.apache.ibatis.annotations.Param;
import org.apache.ibatis.annotations.Select;

import java.util.List;

@Mapper
public interface WarnSimilarHistoryMapper extends BaseMapper<WarnSimilarHistory> {

	@Select("SELECT gj_sector,gj_acid FROM warnsimilarhistory_number ORDER BY id DESC LIMIT 4;")
	List<WarnSimilarHistory> findWarnSimilarHistory();

	@Select("SELECT gj_sector,gj_acid FROM warnsimilarhistory_number where gj_sector = #{sectorName} ORDER BY id DESC LIMIT 4;")
	List<WarnSimilarHistory> findWarnSimilarOfATC(@Param("sectorName") String sectorName);
}

涉及的数据实体类包括（在前面的任务中已经创建过，此处只需确认一下是否存在）：

类/接口	作用
com.qrsoft.entity.Atc	扇区对应的实体类
com.qrsoft.entity.MultiRadar	雷达对应的实体类
com.qrsoft.entity.WarnFlightHistory	年度告警飞行历史记录对应的实体类
com.qrsoft.entity.WarnSimilarHistory	航班告警历史记录对应的实体类
com.qrsoft.entity.Company	航空公司信息表对应的实体类
com.qrsoft.common.Result	返回结果类
com.qrsoft.common.ResultConstants	返回常量结果类

1）需要创建com.qrsoft.entity.WarnSimilarHistory类，用于航班告警历史记录对应的实体类，内容如下：

package com.qrsoft.entity;

import com.baomidou.mybatisplus.annotation.TableField;
import com.baomidou.mybatisplus.annotation.TableName;
import lombok.AllArgsConstructor;
import lombok.Data;
import lombok.NoArgsConstructor;

import java.io.Serializable;

@Data
@AllArgsConstructor
@NoArgsConstructor
@TableName("warnsimilarhistory_number")
public class WarnSimilarHistory implements Serializable {

	private Integer id;

	@TableField(value = "gj_type")
	private String gjType;

	@TableField(value = "gj_id")
	private String gjDd;

	@TableField(value = "gj_msg_type")
	private String gjMsgType;

	@TableField(value = "gj_num")
	private String gjNum;

	@TableField(value = "gj_track_num")
	private String gjTrackNum;

	@TableField(value = "gj_sector")
	private String gjSector;

	@TableField(value = "gj_acid")
	private String gjAcid;

	@TableField(value = "gj_status")
	private String gjStatus;

	@TableField(value = "gj_city")
	private String gjCity;

	@TableField(value = "gj_date")
	private String gjDate;

	@TableField(value = "count")
	private Integer count;

}

2）其他实体类在前面的任务中已经创建，这里不需要重复创建。

4、功能测试

启动后端程序：BigData-KongGuan

启动后端程序：BigData-Etl-KongGuan

启动前端程序

页面显示效果（下面图中是原企业项目的真实展示页面，在当前项目中由于数据集的特点，实际展示效果可能会有差异）