|  |  | 
 |  |  | package com.moral.api.service.impl; | 
 |  |  |  | 
 |  |  | import org.springframework.beans.factory.annotation.Autowired; | 
 |  |  | import org.springframework.data.redis.core.RedisTemplate; | 
 |  |  | import org.springframework.stereotype.Service; | 
 |  |  | import org.springframework.transaction.annotation.Transactional; | 
 |  |  | import org.springframework.util.ObjectUtils; | 
 |  |  |  | 
 |  |  | import java.text.SimpleDateFormat; | 
 |  |  | import java.util.ArrayList; | 
 |  |  | import java.util.Date; | 
 |  |  | import java.util.HashMap; | 
 |  |  | import java.util.List; | 
 |  |  | import java.util.Map; | 
 |  |  | import java.util.*; | 
 |  |  | import java.util.stream.Collectors; | 
 |  |  | import java.util.stream.DoubleStream; | 
 |  |  |  | 
 |  |  | import com.alibaba.fastjson.JSON; | 
 |  |  | import com.alibaba.fastjson.JSONObject; | 
 |  |  | import com.baomidou.mybatisplus.core.conditions.query.QueryWrapper; | 
 |  |  | import com.moral.api.entity.Sensor; | 
 |  |  | import com.moral.api.mapper.HistoryFiveMinutelyMapper; | 
 |  |  | import com.moral.api.mapper.HistoryMinutelyMapper; | 
 |  |  | import com.moral.api.service.HistoryFiveMinutelyService; | 
 |  |  | import com.moral.api.service.HistoryMinutelyService; | 
 |  |  | import com.moral.api.service.SensorService; | 
 |  |  | import com.moral.constant.Constants; | 
 |  |  | import com.moral.constant.RedisConstants; | 
 |  |  | import com.moral.util.AmendUtils; | 
 |  |  | import com.moral.util.DateUtils; | 
 |  |  | import org.springframework.util.StringUtils; | 
 |  |  |  | 
 |  |  | @Service | 
 |  |  | public class HistoryFiveMinutelyServiceImpl implements HistoryFiveMinutelyService { | 
 |  |  | 
 |  |  |     private HistoryFiveMinutelyMapper historyFiveMinutelyMapper; | 
 |  |  |  | 
 |  |  |     @Autowired | 
 |  |  |     private HistoryMinutelyService historyMinutelyService; | 
 |  |  |     private HistoryMinutelyMapper historyMinutelyMapper; | 
 |  |  |  | 
 |  |  |     @Autowired | 
 |  |  |     private SensorService sensorService; | 
 |  |  |  | 
 |  |  |     @Autowired | 
 |  |  |     private RedisTemplate redisTemplate; | 
 |  |  |  | 
 |  |  |     @Override | 
 |  |  |     public void createTable(String timeUnits) { | 
 |  |  | 
 |  |  |     } | 
 |  |  |  | 
 |  |  |     @Override | 
 |  |  |     @Transactional | 
 |  |  |     public void insertHistoryFiveMinutely() { | 
 |  |  |         //时间格式化:yyyy-MM-dd HH:mm | 
 |  |  |         String format = DateUtils.yyyy_MM_dd_HH_mm_EN; | 
 |  |  |         Date now = new Date(); | 
 |  |  |         now = DateUtils.getFiveMinuteDate(now); | 
 |  |  |  | 
 |  |  |         //从数据库获取数据参数 | 
 |  |  |         Map<String, Object> params = new HashMap<>(); | 
 |  |  |         //开始时间(分钟) | 
 |  |  |         Date start = DateUtils.convertDate(DateUtils.getDateOfMin(-5)); | 
 |  |  |         //结束时间(分钟) | 
 |  |  |         Date end = DateUtils.convertDate(new Date()); | 
 |  |  |         //开始时间 | 
 |  |  |         Date start = DateUtils.dataToTimeStampTime(DateUtils.getDateOfMin(now, -5), format); | 
 |  |  |         //结束时间 | 
 |  |  |         Date end = DateUtils.dataToTimeStampTime(now, format); | 
 |  |  |         params.put("start", start); | 
 |  |  |         params.put("end", end); | 
 |  |  |         //分钟表后缀 | 
 |  |  |         //获取数据的分钟表后缀 | 
 |  |  |         String timeUnits = DateUtils.dateToDateString(start, DateUtils.yyyyMM_EN); | 
 |  |  |         params.put("timeUnits", timeUnits); | 
 |  |  |  | 
 |  |  |         //因子 | 
 |  |  |         QueryWrapper<Sensor> sensorQueryWrapper = new QueryWrapper<>(); | 
 |  |  |         sensorQueryWrapper.select("code", "lower", "upper").eq("is_delete", Constants.NOT_DELETE); | 
 |  |  |         List<Sensor> sensors = sensorService.list(sensorQueryWrapper); | 
 |  |  |  | 
 |  |  |         params.put("sensorKeys", null); | 
 |  |  |         //获取所有设备的5分钟内的数据 | 
 |  |  |         List<Map<String, Object>> fiveMinutelyData = historyMinutelyMapper.getHistoryMinutelyData(params); | 
 |  |  |         if (fiveMinutelyData.size() == 0) { | 
 |  |  |             return; | 
 |  |  |         } | 
 |  |  |  | 
 |  |  |         historyMinutelyService.getHistoryFiveMinutelyData(params); | 
 |  |  |         /*List<Map<String, Object>> list = new ArrayList<>(); | 
 |  |  |         Map<String, Object> map = new HashMap<>(); | 
 |  |  |         map.put("mac", "123456"); | 
 |  |  |         Date date = new Date(); | 
 |  |  |         map.put("time", date); | 
 |  |  |         Map<String, Object> value = new HashMap<>(); | 
 |  |  |         value.put("e1", 10); | 
 |  |  |         value.put("e2", 20); | 
 |  |  |         map.put("value", JSON.toJSONString(value)); | 
 |  |  |         list.add(map);*/ | 
 |  |  |         //按mac分组 | 
 |  |  |         Map<String, List<Map<String, Object>>> data = fiveMinutelyData.parallelStream() | 
 |  |  |                 .collect(Collectors.groupingBy(o -> (String) o.get("mac"))); | 
 |  |  |  | 
 |  |  |         historyFiveMinutelyMapper.insertHistoryFiveMinutely(null, null); | 
 |  |  |         //存入数据库的结果集 | 
 |  |  |         List<Map<String, Object>> insertData = new ArrayList<>(); | 
 |  |  |  | 
 |  |  |         data.forEach((key, value) -> { | 
 |  |  |             Map<String, Object> dataMap = new HashMap<>(); | 
 |  |  |             dataMap.put("mac", key); | 
 |  |  |             dataMap.put("time", start); | 
 |  |  |             Map<String, Object> jsonMap = new HashMap<>(); | 
 |  |  |  | 
 |  |  |  | 
 |  |  |             Map<String, Object> map = new HashMap<>(); | 
 |  |  |             map.put("data", value); | 
 |  |  |             map.put("type", "fiveMinutes"); | 
 |  |  |             for (Sensor sensor : sensors) { | 
 |  |  |                 String sensorCode = sensor.getCode(); | 
 |  |  |  | 
 |  |  |                 //风向上下限 | 
 |  |  |                 if (sensorCode.equals(Constants.SENSOR_CODE_WIND_DIR)) { | 
 |  |  |                     if (sensor.getUpper() != null) { | 
 |  |  |                         map.put("windDirUpper", sensor.getUpper()); | 
 |  |  |                     } | 
 |  |  |                     if (sensor.getLower() != null) { | 
 |  |  |                         map.put("windDirLower", sensor.getLower()); | 
 |  |  |                     } | 
 |  |  |                 } | 
 |  |  |  | 
 |  |  |                 //风速上下限 | 
 |  |  |                 if (sensorCode.equals(Constants.SENSOR_CODE_WIND_SPEED)) { | 
 |  |  |                     if (sensor.getUpper() != null) { | 
 |  |  |                         map.put("windSpeedUpper", sensor.getUpper()); | 
 |  |  |                     } | 
 |  |  |                     if (sensor.getLower() != null) { | 
 |  |  |                         map.put("windSpeedLower", sensor.getLower()); | 
 |  |  |                     } | 
 |  |  |                 } | 
 |  |  |             } | 
 |  |  |  | 
 |  |  |             //风向均值计算并修约 | 
 |  |  |             Map<String, Object> windDirAvg = AmendUtils.getWindDirAvg(map); | 
 |  |  |             if (!ObjectUtils.isEmpty(windDirAvg)) { | 
 |  |  |                 jsonMap.putAll(windDirAvg); | 
 |  |  |             } | 
 |  |  |  | 
 |  |  |             //除风向外其他因子均值计算 | 
 |  |  |             sensors.forEach(sensor -> { | 
 |  |  |                 String sensorCode = sensor.getCode(); | 
 |  |  |                 Double upper = sensor.getUpper(); | 
 |  |  |                 Double lower = sensor.getLower(); | 
 |  |  |                 DoubleStream optionalDouble = value.parallelStream() | 
 |  |  |                         .flatMapToDouble(v -> { | 
 |  |  |                             Map<String, Object> dataValue = JSONObject.parseObject((String) v.get("value"), Map.class); | 
 |  |  |                             Object sensorValue = dataValue.get(sensorCode); | 
 |  |  |                             //数据有效性标记位 | 
 |  |  |                             Object flag = dataValue.get(sensorCode + "-" + Constants.MARKER_BIT_KEY); | 
 |  |  |                             if (!Constants.MARKER_BIT_TRUE.equals(flag)) { | 
 |  |  |                                 return null; | 
 |  |  |                             } | 
 |  |  |  | 
 |  |  |                             if (ObjectUtils.isEmpty(sensorValue)) { | 
 |  |  |                                 return null; | 
 |  |  |                             } | 
 |  |  |                             //风向单独计算 | 
 |  |  |                             if (Constants.SENSOR_CODE_WIND_DIR.equals(sensorCode)) { | 
 |  |  |                                 return null; | 
 |  |  |                             } | 
 |  |  |                             //剔除数据超过上下限的数据 | 
 |  |  |                             double aDouble = Double.parseDouble(sensorValue.toString()); | 
 |  |  |                             if (!ObjectUtils.isEmpty(upper)) { | 
 |  |  |                                 if (aDouble > upper) { | 
 |  |  |                                     return null; | 
 |  |  |                                 } | 
 |  |  |                             } | 
 |  |  |                             if (!ObjectUtils.isEmpty(lower)) { | 
 |  |  |                                 if (aDouble < lower) { | 
 |  |  |                                     return null; | 
 |  |  |                                 } | 
 |  |  |                             } | 
 |  |  |                             return DoubleStream.of(aDouble); | 
 |  |  |                         }); | 
 |  |  |  | 
 |  |  |                 OptionalDouble average = optionalDouble.average(); | 
 |  |  |                 if (average.isPresent()) { | 
 |  |  |                     //银行家算法修约 | 
 |  |  |                     double sciCal = AmendUtils.sciCal(average.getAsDouble(), 4); | 
 |  |  |                     jsonMap.put(sensorCode, sciCal); | 
 |  |  |                 } | 
 |  |  |  | 
 |  |  |             }); | 
 |  |  |             dataMap.put("value", JSONObject.toJSONString(jsonMap)); | 
 |  |  |             //存入redis | 
 |  |  |             jsonMap.put("dataTime", DateUtils.dateToDateString(start)); | 
 |  |  |             redisTemplate.opsForHash().put(RedisConstants.DATA_FIVE_MINUTES, key, jsonMap); | 
 |  |  |             insertData.add(dataMap); | 
 |  |  |         }); | 
 |  |  |  | 
 |  |  |         //5分钟表后缀 | 
 |  |  |         String insertTimeUnits = DateUtils.dateToDateString(start, DateUtils.yyyyMM_EN); | 
 |  |  |         //存入数据库 | 
 |  |  |         historyFiveMinutelyMapper.insertHistoryFiveMinutely(insertData, insertTimeUnits); | 
 |  |  |     } | 
 |  |  |  | 
 |  |  |     @Override | 
 |  |  |     public void insertHistoryFiveMinutely(String yz, String mac) { | 
 |  |  |         String format = DateUtils.yyyy_MM_dd_HH_mm_EN; | 
 |  |  |         Date now = new Date(); | 
 |  |  |         now = DateUtils.getFiveMinuteDate(now); | 
 |  |  |  | 
 |  |  |         //从数据库获取数据参数 | 
 |  |  |         Map<String, Object> params = new HashMap<>(); | 
 |  |  |         //开始时间 | 
 |  |  |         Date start = DateUtils.dataToTimeStampTime(DateUtils.getDateOfMin(now, -5), format); | 
 |  |  |         //结束时间 | 
 |  |  |         Date end = DateUtils.dataToTimeStampTime(now, format); | 
 |  |  |         params.put("start", start); | 
 |  |  |         params.put("end", end); | 
 |  |  |         //获取数据的分钟表后缀 | 
 |  |  |         String timeUnits = DateUtils.dateToDateString(start, DateUtils.yyyyMM_EN); | 
 |  |  |         params.put("timeUnits", timeUnits); | 
 |  |  |         if(!StringUtils.isEmpty(mac)){ | 
 |  |  |             params.put("macs", Arrays.asList(mac)); | 
 |  |  |         } | 
 |  |  |         //因子 | 
 |  |  |         QueryWrapper<Sensor> sensorQueryWrapper = new QueryWrapper<>(); | 
 |  |  |         sensorQueryWrapper.select("code", "lower", "upper").eq("is_delete", Constants.NOT_DELETE); | 
 |  |  |         if(!StringUtils.isEmpty(yz)){ | 
 |  |  |             sensorQueryWrapper.eq("code",yz); | 
 |  |  |         } | 
 |  |  |         List<Sensor> sensors = sensorService.list(sensorQueryWrapper); | 
 |  |  |  | 
 |  |  |         //获取所有设备的5分钟内的数据 | 
 |  |  |         List<Map<String, Object>> fiveMinutelyData = historyMinutelyMapper.getHistoryMinutelyData(params); | 
 |  |  |         if (fiveMinutelyData.size() == 0) { | 
 |  |  |             return; | 
 |  |  |         } | 
 |  |  |  | 
 |  |  |         //按mac分组 | 
 |  |  |         Map<String, List<Map<String, Object>>> data = fiveMinutelyData.parallelStream() | 
 |  |  |                 .collect(Collectors.groupingBy(o -> (String) o.get("mac"))); | 
 |  |  |  | 
 |  |  |         //存入数据库的结果集 | 
 |  |  |         List<Map<String, Object>> insertData = new ArrayList<>(); | 
 |  |  |  | 
 |  |  |         data.forEach((key, value) -> { | 
 |  |  |             Map<String, Object> dataMap = new HashMap<>(); | 
 |  |  |             dataMap.put("mac", key); | 
 |  |  |             dataMap.put("time", start); | 
 |  |  |             Map<String, Object> jsonMap = new HashMap<>(); | 
 |  |  |  | 
 |  |  |  | 
 |  |  |             Map<String, Object> map = new HashMap<>(); | 
 |  |  |             map.put("data", value); | 
 |  |  |             map.put("type", "fiveMinutes"); | 
 |  |  |             for (Sensor sensor : sensors) { | 
 |  |  |                 String sensorCode = sensor.getCode(); | 
 |  |  |  | 
 |  |  |                 //风向上下限 | 
 |  |  |                 if (sensorCode.equals(Constants.SENSOR_CODE_WIND_DIR)) { | 
 |  |  |                     if (sensor.getUpper() != null) { | 
 |  |  |                         map.put("windDirUpper", sensor.getUpper()); | 
 |  |  |                     } | 
 |  |  |                     if (sensor.getLower() != null) { | 
 |  |  |                         map.put("windDirLower", sensor.getLower()); | 
 |  |  |                     } | 
 |  |  |                 } | 
 |  |  |  | 
 |  |  |                 //风速上下限 | 
 |  |  |                 if (sensorCode.equals(Constants.SENSOR_CODE_WIND_SPEED)) { | 
 |  |  |                     if (sensor.getUpper() != null) { | 
 |  |  |                         map.put("windSpeedUpper", sensor.getUpper()); | 
 |  |  |                     } | 
 |  |  |                     if (sensor.getLower() != null) { | 
 |  |  |                         map.put("windSpeedLower", sensor.getLower()); | 
 |  |  |                     } | 
 |  |  |                 } | 
 |  |  |             } | 
 |  |  |  | 
 |  |  |             //风向均值计算并修约 | 
 |  |  |             Map<String, Object> windDirAvg = AmendUtils.getWindDirAvg(map); | 
 |  |  |             if (!ObjectUtils.isEmpty(windDirAvg)) { | 
 |  |  |                 jsonMap.putAll(windDirAvg); | 
 |  |  |             } | 
 |  |  |  | 
 |  |  |             //除风向外其他因子均值计算 | 
 |  |  |             sensors.forEach(sensor -> { | 
 |  |  |                 String sensorCode = sensor.getCode(); | 
 |  |  |                 Double upper = sensor.getUpper(); | 
 |  |  |                 Double lower = sensor.getLower(); | 
 |  |  |                 DoubleStream optionalDouble = value.parallelStream() | 
 |  |  |                         .flatMapToDouble(v -> { | 
 |  |  |                             Map<String, Object> dataValue = JSONObject.parseObject((String) v.get("value"), Map.class); | 
 |  |  |                             Object sensorValue = dataValue.get(sensorCode); | 
 |  |  |                             //数据有效性标记位 | 
 |  |  |                             Object flag = dataValue.get(sensorCode + "-" + Constants.MARKER_BIT_KEY); | 
 |  |  |                             if (!Constants.MARKER_BIT_TRUE.equals(flag)) { | 
 |  |  |                                 return null; | 
 |  |  |                             } | 
 |  |  |  | 
 |  |  |                             if (ObjectUtils.isEmpty(sensorValue)) { | 
 |  |  |                                 return null; | 
 |  |  |                             } | 
 |  |  |                             //风向单独计算 | 
 |  |  |                             if (Constants.SENSOR_CODE_WIND_DIR.equals(sensorCode)) { | 
 |  |  |                                 return null; | 
 |  |  |                             } | 
 |  |  |                             //剔除数据超过上下限的数据 | 
 |  |  |                             double aDouble = Double.parseDouble(sensorValue.toString()); | 
 |  |  |                             if (!ObjectUtils.isEmpty(upper)) { | 
 |  |  |                                 if (aDouble > upper) { | 
 |  |  |                                     return null; | 
 |  |  |                                 } | 
 |  |  |                             } | 
 |  |  |                             if (!ObjectUtils.isEmpty(lower)) { | 
 |  |  |                                 if (aDouble < lower) { | 
 |  |  |                                     return null; | 
 |  |  |                                 } | 
 |  |  |                             } | 
 |  |  |                             return DoubleStream.of(aDouble); | 
 |  |  |                         }); | 
 |  |  |  | 
 |  |  |                 OptionalDouble average = optionalDouble.average(); | 
 |  |  |                 if (average.isPresent()) { | 
 |  |  |                     //银行家算法修约 | 
 |  |  |                     double sciCal = AmendUtils.sciCal(average.getAsDouble(), 4); | 
 |  |  |                     jsonMap.put(sensorCode, sciCal); | 
 |  |  |                 } | 
 |  |  |  | 
 |  |  |             }); | 
 |  |  |             dataMap.put("value", JSONObject.toJSONString(jsonMap)); | 
 |  |  |             //存入redis | 
 |  |  |             jsonMap.put("dataTime", DateUtils.dateToDateString(start)); | 
 |  |  |            // redisTemplate.opsForHash().put(RedisConstants.DATA_FIVE_MINUTES, key, jsonMap); | 
 |  |  |             //insertData.add(dataMap); | 
 |  |  |             System.out.println(dataMap); | 
 |  |  |         }); | 
 |  |  |  | 
 |  |  |  | 
 |  |  |     } | 
 |  |  | } |