package com.moral.api.service.impl; import com.alibaba.fastjson.JSONObject; import com.baomidou.mybatisplus.core.conditions.query.QueryWrapper; import com.moral.api.entity.HistoryDaily; import com.moral.api.entity.HistoryMonthly; import com.moral.api.entity.Sensor; import com.moral.api.mapper.HistoryMonthlyMapper; import com.moral.api.service.HistoryDailyService; import com.moral.api.service.HistoryMonthlyService; import com.baomidou.mybatisplus.extension.service.impl.ServiceImpl; import com.moral.api.service.SensorService; import com.moral.constant.Constants; import com.moral.util.AmendUtils; import com.moral.util.DateUtils; import org.springframework.beans.factory.annotation.Autowired; import org.springframework.stereotype.Service; import org.springframework.transaction.annotation.Transactional; import org.springframework.util.ObjectUtils; import java.util.ArrayList; import java.util.Date; import java.util.HashMap; import java.util.List; import java.util.Map; import java.util.OptionalDouble; import java.util.stream.Collectors; import java.util.stream.DoubleStream; /** *

* 月数据 服务实现类 *

* * @author moral * @since 2021-07-01 */ @Service public class HistoryMonthlyServiceImpl extends ServiceImpl implements HistoryMonthlyService { @Autowired private HistoryMonthlyMapper historyMonthlyMapper; @Autowired private SensorService sensorService; @Autowired private HistoryDailyService historyDailyService; @Override @Transactional public void insertHistoryMonthly() { //开始时间,上月1号 Date start = DateUtils.getFirstDayOfLastMonth(); //结束时间,本月1号 Date end = DateUtils.addMonths(start, 1); //因子 QueryWrapper sensorQueryWrapper = new QueryWrapper<>(); sensorQueryWrapper.select("code", "lower", "upper").eq("is_delete", Constants.NOT_DELETE); List sensors = sensorService.list(sensorQueryWrapper); //获取所有设备日数据 QueryWrapper historyDailyQueryWrapper = new QueryWrapper<>(); historyDailyQueryWrapper.ge("time", DateUtils.dateToDateString(start)).lt("time", DateUtils.dateToDateString(end)); List> weeklyData = historyDailyService.listMaps(historyDailyQueryWrapper); if (weeklyData.size() == 0) { return; } //按mac分组 Map>> data = weeklyData.parallelStream().collect(Collectors.groupingBy(o -> (String) o.get("mac"))); //存入数据库的结果集 List> insertData = new ArrayList<>(); data.forEach((key, value) -> { Map dataMap = new HashMap<>(); Map jsonMap = new HashMap<>(); dataMap.put("mac", key); dataMap.put("time", start); //风向均值计算并修约 Map params = new HashMap<>(); params.put("data", value); params.put("type", "month"); for (Sensor sensor : sensors) { String sensorCode = sensor.getCode(); if (sensorCode.equals(Constants.SENSOR_CODE_WIND_DIR)) { if (sensor.getUpper() != null) { params.put("windDirUpper", sensor.getUpper()); } if (sensor.getLower() != null) { params.put("windDirLower", sensor.getLower()); } } if (sensorCode.equals(Constants.SENSOR_CODE_WIND_SPEED)) { if (sensor.getUpper() != null) { params.put("windSpeedUpper", sensor.getUpper()); } if (sensor.getLower() != null) { params.put("windSpeedLower", sensor.getLower()); } } if (sensorCode.equals(Constants.SENSOR_CODE_CO)) { if (sensor.getUpper() != null) { params.put("coUpper", sensor.getUpper()); } if (sensor.getLower() != null) { params.put("coLower", sensor.getLower()); } } if (sensorCode.equals(Constants.SENSOR_CODE_O3)) { if (sensor.getUpper() != null) { params.put("o3Upper", sensor.getUpper()); } if (sensor.getLower() != null) { params.put("o3Lower", sensor.getLower()); } } } //风向计算 Map windDirAvg = AmendUtils.getWindDirAvg(params); if (!ObjectUtils.isEmpty(windDirAvg)) { jsonMap.putAll(windDirAvg); } //CO 95百分位计算并修约 Map coAvgOfWeekOrMonth = AmendUtils.getCOAvgOfWeekOrMonth(params); if (!ObjectUtils.isEmpty(coAvgOfWeekOrMonth)) { jsonMap.putAll(coAvgOfWeekOrMonth); } //O3 90百分位计算并修约 Map o3AvgOfWeekOrMonth = AmendUtils.getO3AvgOfWeekOrMonth(params); if (!ObjectUtils.isEmpty(o3AvgOfWeekOrMonth)) { jsonMap.putAll(o3AvgOfWeekOrMonth); } sensors.forEach(sensor -> { String sensorCode = sensor.getCode(); Double upper = sensor.getUpper(); Double lower = sensor.getLower(); OptionalDouble optionalDouble = value.parallelStream() .flatMapToDouble(v -> { Map dataValue = JSONObject.parseObject((String) v.get("value"), Map.class); Object sensorValue = dataValue.get(sensorCode); if (ObjectUtils.isEmpty(sensorValue)) { return null; } //风向另外计算 if (Constants.SENSOR_CODE_WIND_DIR.equals(sensorCode)) { return null; } //CO另外计算 if (Constants.SENSOR_CODE_CO.equals(sensorCode)) { return null; } //O3另外计算 if (Constants.SENSOR_CODE_O3.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); }).average(); if (optionalDouble.isPresent()) { //银行家算法修约 double sciCal = AmendUtils.sciCal(optionalDouble.getAsDouble(), 4); jsonMap.put(sensorCode, sciCal); } }); dataMap.put("value", JSONObject.toJSONString(jsonMap)); insertData.add(dataMap); }); //存入数据库 historyMonthlyMapper.insertHistoryMonthly(insertData); } }