GYEE 1 anno fa
parent
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f8c64d7f3b

+ 1228 - 0
ruoyi-admin/src/main/java/com/ruoyi/web/controller/JavaFunctionJobHandler.java

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+package com.ruoyi.web.controller;
+
+import cn.hutool.core.date.DateTime;
+import cn.hutool.core.date.DateUtil;
+import cn.hutool.core.thread.ThreadUtil;
+import cn.hutool.core.util.NumberUtil;
+import com.alibaba.fastjson2.JSON;
+import com.baomidou.mybatisplus.core.conditions.query.QueryWrapper;
+import com.ruoyi.quartz.handler.IJobHandler;
+import com.ruoyi.ucp.entity.*;
+import com.ruoyi.ucp.feign.AdapterApi;
+import com.ruoyi.ucp.service.*;
+import com.ruoyi.ucp.util.CalcCache;
+import org.apache.commons.math3.fitting.PolynomialCurveFitter;
+import org.apache.commons.math3.fitting.WeightedObservedPoints;
+import org.springframework.data.redis.core.RedisTemplate;
+import org.springframework.data.redis.core.StringRedisTemplate;
+import org.springframework.stereotype.Service;
+
+import javax.annotation.Resource;
+import java.net.URI;
+import java.util.*;
+import java.util.concurrent.atomic.AtomicInteger;
+import java.util.function.Function;
+import java.util.stream.Collectors;
+
+@Service
+public class JavaFunctionJobHandler extends IJobHandler {
+
+    @Resource
+    private AdapterApi adapter;
+    @Resource
+    private IPointInfoService pointService;
+    @Resource
+    private IStationInfoHourService stationInfoHourService;
+    @Resource
+    private IStationInfoDayService stationInfoDayService;
+    @Resource
+    private ILineInfoDayService lineInfoDayService;
+    @Resource
+    private IStateAiService stateAiService;
+    @Resource
+    private RedisTemplate redisTemplate;
+    @Resource
+    private StringRedisTemplate stringRedisTemplate;
+    @Resource
+    private IEquipmentModelService equipmentModelService;
+    @Resource
+    private ITurbineInfoDayService turbineInfoDayService;
+    @Resource
+    private IProEconReportIndicatorPoolService reportIndicatorPoolService;
+
+    @Override
+    public void execute() throws Exception {
+
+    }
+
+    @Override
+    public IJobHandler getFunctionHandler() {
+        return null;
+    }
+
+    @Override
+    public void setFunctionHandler(IJobHandler jobHandler) {
+
+    }
+
+    public URI taosGoldenUriTest() {
+        return URI.create("http://127.0.0.1:8011/ts");
+    }
+
+    public String pointInfos2Keys(List<PointInfo> entity) {
+        return entity.stream().map(PointInfo::getPointKey).collect(Collectors.joining(","));
+    }
+
+    public List<StationInfoHour> getStationinfoByHour(Date hour) {
+        QueryWrapper<StationInfoHour> wrapper = new QueryWrapper<>();
+        wrapper.eq("record_date", DateUtil.beginOfHour(hour));
+        return stationInfoHourService.list(wrapper);
+    }
+
+    public List<StationInfoDay> getStationinfoByDate(Date date) {
+        QueryWrapper<StationInfoDay> wrapper = new QueryWrapper<>();
+        wrapper.eq("record_date", date);
+        return stationInfoDayService.list(wrapper);
+    }
+
+    public List<LineInfoDay> getLineinfoByDate(Date date) {
+        QueryWrapper<LineInfoDay> wrapper = new QueryWrapper<>();
+        wrapper.eq("record_date", date);
+        return lineInfoDayService.list(wrapper);
+    }
+
+    public URI taosUri() {
+        return URI.create("http://172.16.12.101:8012/ts");
+    }
+
+    public URI goldenUri() {
+        return URI.create("http://172.16.12.103:8011/ts");
+    }
+
+    public Map<String, String> getEntityMap(String uniformCode, String institutionType) {
+        PointInfo pi = new PointInfo();
+        pi.setUniformCode(uniformCode);
+        pi.setInstitutionType(institutionType);
+        List<PointInfo> entity = pointService.getByEntity(pi);
+        switch (institutionType) {
+            case "turbine":
+                return entity.stream().collect(Collectors.toMap(PointInfo::getTurbineId, PointInfo::getPointKey));
+            case "station":
+                return entity.stream().collect(Collectors.toMap(PointInfo::getStationId, PointInfo::getPointKey));
+            case "state":
+                return entity.stream().collect(Collectors.toMap(PointInfo::getTurbineId, PointInfo::getPointKey));
+        }
+        return new HashMap<>();
+    }
+
+    public Map<String, TurbineInfoDay> getTurbineinfoMap(Date date, List<PointInfo> entity) {
+        QueryWrapper<TurbineInfoDay> wrapper = new QueryWrapper<>();
+        wrapper.eq("record_date", date);
+        List<TurbineInfoDay> list = turbineInfoDayService.list(wrapper);
+        Map<String, TurbineInfoDay> map = new HashMap<>();
+        if (list.isEmpty()) {
+            entity.forEach(pi -> {
+                TurbineInfoDay day = new TurbineInfoDay();
+                day.setStationId(pi.getStationId());
+                day.setProjectId(pi.getProjectId());
+                day.setLineId(pi.getLineId());
+                day.setTurbineId(pi.getTurbineId());
+                day.setRecordDate(date);
+                list.add(day);
+            });
+        }
+        return list.stream().collect(Collectors.toMap(TurbineInfoDay::getTurbineId, Function.identity()));
+    }
+
+    public List<PointInfo> getEntity(String uniformCode, String institutionType) {
+        PointInfo pi = new PointInfo();
+        pi.setUniformCode(uniformCode);
+        pi.setInstitutionType(institutionType);
+        return pointService.getByEntity(pi);
+    }
+
+    public Map<String, Double> getTurbinePowerLoss(List<PointData> collectZt, List<PointData> fsList, String tbId, List<PointData> glList) {
+        double jxss = 0, sdtj = 0, gzss = 0, djss = 0, xnss = 0, fdjcl = 0, xdjcl = 0, xdtj = 0;
+        Map<String, Double> map = new HashMap<>();
+        if (collectZt.size() == fsList.size() && fsList.size() == glList.size()) {
+            for (int i = 0; i < collectZt.size(); i++) {
+                switch ((int) collectZt.get(i).getValue()) {
+                    //计划检修损失:
+                    case 6:
+                        //检修
+                        jxss += CalcCache.wtMcfMap.get(tbId).get(fsList.get(i).getValue());
+                        break;
+                    case 1:
+                        //手动停机
+                        sdtj += CalcCache.wtMcfMap.get(tbId).get(fsList.get(i).getValue());
+                        break;
+                    //非计划检修损失:
+                    case 4:
+                        //故障
+                        gzss += CalcCache.wtMcfMap.get(tbId).get(fsList.get(i).getValue());
+                        break;
+                    case 0:
+                        //待机
+                        djss += CalcCache.wtMcfMap.get(tbId).get(fsList.get(i).getValue());
+                        break;
+                    //性能损失:
+                    case 2:
+                        //性能
+                        xnss += CalcCache.wtMcfMap.get(tbId).get(fsList.get(i).getValue()) - glList.get(i).getValue();
+                        break;
+                    case 3:
+                        //发电降出力
+                        fdjcl += CalcCache.wtMcfMap.get(tbId).get(fsList.get(i).getValue()) - glList.get(i).getValue();
+                        break;
+                    //限电损失:
+                    case 8:
+                        //限电降出力
+                        xdjcl += CalcCache.wtMcfMap.get(tbId).get(fsList.get(i).getValue()) - glList.get(i).getValue();
+                        break;
+                    case 9:
+                        //限电停机
+                        xdtj += CalcCache.wtMcfMap.get(tbId).get(fsList.get(i).getValue());
+                        break;
+                }
+            }
+        }
+        map.put("jxss", jxss > 0 ? jxss / 60 * 4 : 0);
+        map.put("sdtj", sdtj > 0 ? sdtj / 60 * 4 : 0);
+        map.put("gzss", gzss > 0 ? gzss / 60 * 4 : 0);
+        map.put("djss", djss > 0 ? djss / 60 * 4 : 0);
+        map.put("xnss", xnss > 0 ? xnss / 60 * 4 : 0);
+        map.put("fdjcl", fdjcl > 0 ? fdjcl / 60 * 4 : 0);
+        map.put("xdjcl", xdjcl > 0 ? xdjcl / 60 * 4 : 0);
+        map.put("xdtj", xdtj > 0 ? xdtj / 60 * 4 : 0);
+        return map;
+    }
+
+    public void calcAQTS(Date date) {
+        QueryWrapper<StationInfoDay> wrapper = new QueryWrapper<>();
+        wrapper.select("min(record_date) record_date");
+        StationInfoDay one = stationInfoDayService.getOne(wrapper);
+        wrapper = new QueryWrapper<>();
+        wrapper.eq("record_date", one.getRecordDate());
+        //最早时间的列表
+        List<StationInfoDay> list = stationInfoDayService.list(wrapper);
+        List<StationInfoDay> today = getStationinfoByDate(date);
+        if (today.isEmpty()) {
+            for (StationInfoDay infoDay : list) {
+                StationInfoDay day = new StationInfoDay();
+                day.setStationId(infoDay.getStationId());
+                day.setRecordDate(date);
+                day.setAqts(infoDay.getAqts() + (int) DateUtil.betweenDay(infoDay.getRecordDate(), date, true));
+                today.add(day);
+            }
+        } else {
+            Map<String, StationInfoDay> collect = list.stream().collect(Collectors.toMap(StationInfoDay::getStationId, Function.identity()));
+            for (StationInfoDay day : today) {
+                StationInfoDay day1 = collect.get(day.getStationId());
+                day.setAqts(day1.getAqts() + (int) DateUtil.betweenDay(day1.getRecordDate(), date, true));
+            }
+        }
+        stationInfoDayService.saveOrUpdateBatch(today);
+    }
+
+    public void calcStationSwGwCyDl(Date date) {
+        //date当天零点
+        DateTime time = DateUtil.beginOfDay(date);
+        //date昨天零点
+        DateTime time0 = DateUtil.offsetDay(time, -1);
+        //date当天零点加三分钟
+        DateTime time2 = DateUtil.offsetMinute(time, 3);
+        //date昨天零点加三分钟
+        DateTime time1 = DateUtil.offsetMinute(time0, 3);
+
+        PointInfo swdlPi = new PointInfo();
+        swdlPi.setUniformCode("Z-ZXYG-CX");
+        PointInfo gwdlPi = new PointInfo();
+        gwdlPi.setUniformCode("Z-FXYG-CX");
+        PointInfo cydlPi = new PointInfo();
+        cydlPi.setUniformCode("Z-ZXYG-ZYB");
+
+        List<PointInfo> swdlEt = pointService.getByEntity(swdlPi);
+        List<PointInfo> gwdlEt = pointService.getByEntity(gwdlPi);
+        Map<String, PointInfo> gwdlMap = gwdlEt.stream().collect(Collectors.toMap(PointInfo::getStationId, Function.identity()));
+        List<PointInfo> cydlEt = pointService.getByEntity(cydlPi);
+        Map<String, PointInfo> cydlMap = cydlEt.stream().collect(Collectors.toMap(PointInfo::getStationId, Function.identity()));
+
+        String swdlK = pointInfos2Keys(swdlEt);
+        String gwdlK = pointInfos2Keys(gwdlEt);
+        String cydlK = pointInfos2Keys(cydlEt);
+
+        Map<String, PointData> swdlL2 = adapter.getHistorySection(goldenUri(), swdlK, time2.getTime());
+        Map<String, PointData> swdlL1 = adapter.getHistorySection(goldenUri(), swdlK, time1.getTime());
+        Map<String, PointData> gwdlL2 = adapter.getHistorySection(goldenUri(), gwdlK, time2.getTime());
+        Map<String, PointData> gwdlL1 = adapter.getHistorySection(goldenUri(), gwdlK, time1.getTime());
+        Map<String, PointData> cydlL2 = adapter.getHistorySection(goldenUri(), cydlK, time2.getTime());
+        Map<String, PointData> cydlL1 = adapter.getHistorySection(goldenUri(), cydlK, time1.getTime());
+
+        List<StationInfoDay> byDate = getStationinfoByDate(time0.toJdkDate());
+        Map<String, StationInfoDay> collect = new HashMap<>();
+        if (byDate.size() > 0) {
+            collect = byDate.stream().collect(Collectors.toMap(StationInfoDay::getStationId, Function.identity()));
+        }
+        StationInfoDay infoDay;
+        String stationId;
+        PointInfo gwdlKey, cydlKey;
+        List<StationInfoDay> infoDays = new ArrayList<>();
+        for (PointInfo info : swdlEt) {
+            stationId = info.getStationId();
+            if (byDate.isEmpty()) {
+                infoDay = new StationInfoDay();
+                infoDay.setStationId(stationId);
+                infoDay.setRecordDate(time0.toJdkDate());
+            } else {
+                infoDay = collect.get(stationId);
+            }
+            infoDay.setSwdl((int) ((swdlL2.get(info.getPointKey()).getValue() -
+                    swdlL1.get(info.getPointKey()).getValue()) * info.getCoef()));
+            gwdlKey = gwdlMap.get(stationId);
+            infoDay.setGwdl((int) ((gwdlL2.get(gwdlKey.getPointKey()).getValue() -
+                    gwdlL1.get(gwdlKey.getPointKey()).getValue()) * gwdlKey.getCoef()));
+            cydlKey = cydlMap.get(stationId);
+            infoDay.setCydl((int) ((cydlL2.get(cydlKey.getPointKey()).getValue() -
+                    cydlL1.get(cydlKey.getPointKey()).getValue()) * cydlKey.getCoef()));
+            infoDays.add(infoDay);
+        }
+        stationInfoDayService.saveOrUpdateBatch(infoDays);
+    }
+
+    public void calcStationHourRFDL(Date hour) {
+        PointInfo pointInfo = new PointInfo();
+        pointInfo.setInstitutionType("station");
+        pointInfo.setUniformCode("RFDLSYZ");
+        List<PointInfo> entity = pointService.getByEntity(pointInfo);
+        Map<String, PointData> section = adapter.getHistorySection(taosUri(), pointInfos2Keys(entity), hour.getTime());
+        List<StationInfoHour> byHours = getStationinfoByHour(hour);
+        if (byHours.isEmpty()) {
+            for (PointInfo point : entity) {
+                StationInfoHour info = new StationInfoHour();
+                info.setStationId(point.getStationId());
+                info.setRecordDate(DateUtil.beginOfHour(hour));
+                info.setRfdl(section.get(point.getPointKey()).getValue());
+                byHours.add(info);
+            }
+        } else {
+            Map<String, String> collect = entity.stream().collect(Collectors.toMap(PointInfo::getStationId, PointInfo::getPointKey));
+            for (StationInfoHour byHour : byHours) {
+                byHour.setRfdl(section.get(collect.get(byHour.getStationId())).getValue());
+            }
+        }
+        stationInfoHourService.saveOrUpdateBatch(byHours);
+    }
+
+    public void writeReportPool(Date date) {
+        //date当天零点
+        DateTime time = DateUtil.beginOfDay(date);
+        //date昨天零点
+        DateTime time0 = DateUtil.offsetDay(time, -1);
+        DateTime beginOfMonth = DateUtil.beginOfMonth(time0);
+        DateTime beginOfYear = DateUtil.beginOfYear(time0);
+
+        QueryWrapper<StationInfoDay> wrapper = new QueryWrapper<>();
+        wrapper.eq("record_date", time0);
+        List<StationInfoDay> days = stationInfoDayService.list(wrapper);
+        Map<String, StationInfoDay> dayMap = days.stream().collect(Collectors.toMap(StationInfoDay::getStationId, Function.identity()));
+        wrapper = new QueryWrapper<>();
+        wrapper.select("sum(rfdl) rfdl,sum(swdl) swdl,sum(gwdl) gwdl,sum(cydl) cydl,sum(zhcydl) zhcydl,station_id")
+                .between("record_date", beginOfMonth.toJdkDate(), time0.toJdkDate())
+                .groupBy("station_id");
+        List<StationInfoDay> monthDays = stationInfoDayService.list(wrapper);
+        Map<String, StationInfoDay> monthMap = monthDays.stream().collect(Collectors.toMap(StationInfoDay::getStationId, Function.identity()));
+        wrapper = new QueryWrapper<>();
+        wrapper.select("sum(rfdl) rfdl,sum(swdl) swdl,sum(gwdl) gwdl,sum(cydl) cydl,sum(zhcydl) zhcydl,station_id")
+                .between("record_date", beginOfYear.toJdkDate(), time0.toJdkDate())
+                .groupBy("station_id");
+        List<StationInfoDay> yearDays = stationInfoDayService.list(wrapper);
+        Map<String, StationInfoDay> yearMap = yearDays.stream().collect(Collectors.toMap(StationInfoDay::getStationId, Function.identity()));
+        QueryWrapper<ProEconReportIndicatorPool> wrapperrp = new QueryWrapper<>();
+        wrapperrp.eq("record_date", time0).last("and foreign_key_id = windpowerstation_id");
+        List<ProEconReportIndicatorPool> pools = reportIndicatorPoolService.list(wrapperrp);
+//        pools = pools.stream().filter(p -> p.getWindpowerstationId().equals("GJNY_SXGS_ZZ_FDC_STA")).collect(Collectors.toList());
+
+        StationInfoDay day, month, year;
+        List<ProEconReportIndicatorPool> poolList = new ArrayList<>();
+        for (ProEconReportIndicatorPool pool : pools) {
+            String stationId = pool.getWindpowerstationId();
+            day = dayMap.get(stationId);
+            pool.setRfdldb(day.getRfdl().doubleValue());
+            pool.setRswdldb(day.getSwdl().doubleValue());
+            pool.setRgwgwdldb(day.getGwdl().doubleValue());
+            pool.setRfdcydldb(day.getCydl().doubleValue());
+            pool.setRzhcydldb(day.getZhcydl().doubleValue());
+            month = monthMap.get(stationId);
+            pool.setYfdldb(month.getRfdl().doubleValue());
+            pool.setYswdldb(month.getSwdl().doubleValue());
+            pool.setYgwgwdldb(month.getGwdl().doubleValue());
+            pool.setYfdcydldb(month.getCydl().doubleValue());
+            pool.setYzhcydldb(month.getZhcydl().doubleValue());
+            year = yearMap.get(stationId);
+            pool.setNfdldb(year.getRfdl().doubleValue());
+            pool.setNswdldb(year.getSwdl().doubleValue());
+            pool.setNgwgwdldb(year.getGwdl().doubleValue());
+            pool.setNfdcydldb(year.getCydl().doubleValue());
+            pool.setNzhcydldb(year.getZhcydl().doubleValue());
+            poolList.add(pool);
+        }
+        reportIndicatorPoolService.saveOrUpdateBatch(poolList);
+    }
+
+    public void calcLineDjlRfdl(Date date) {
+        //date当天零点
+        DateTime time = DateUtil.beginOfDay(date);
+        //date昨天零点
+        DateTime time0 = DateUtil.offsetDay(time, -1);
+        //date当天零点加三分钟
+        DateTime time2 = DateUtil.offsetMinute(time, 3);
+        //date昨天零点加三分钟
+        DateTime time1 = DateUtil.offsetMinute(time0, 3);
+
+        PointInfo pi = new PointInfo();
+        pi.setUniformCode("Z-ZXYG-JX");
+        pi.setLineId("all");
+        List<PointInfo> entity = pointService.getByEntity(pi);
+//        entity = entity.stream().filter(e -> e.getStationId().equals("GJNY_SXGS_ZZ_FDC_STA")).collect(Collectors.toList());
+        String keys = pointInfos2Keys(entity);
+        Map<String, PointData> latest2 = adapter.getHistorySection(goldenUri(), keys, time2.getTime());
+        Map<String, PointData> latest1 = adapter.getHistorySection(goldenUri(), keys, time1.getTime());
+
+        List<LineInfoDay> byDate = getLineinfoByDate(time0.toJdkDate());
+        Map<String, LineInfoDay> collect = new HashMap<>();
+        if (byDate.size() > 0) {
+            collect = byDate.stream().collect(Collectors.toMap(LineInfoDay::getLineId, Function.identity()));
+        }
+
+        List<LineInfoDay> list = new ArrayList<>();
+        for (PointInfo info : entity) {
+            LineInfoDay day;
+            if (byDate.isEmpty()) {
+                day = new LineInfoDay();
+                day.setStationId(info.getStationId());
+                day.setProjectId(info.getProjectId());
+                day.setLineId(info.getLineId());
+                day.setRecordDate(time0.toJdkDate());
+            } else {
+                day = collect.get(info.getLineId());
+            }
+            day.setRfdl((int) ((latest2.get(info.getPointKey()).getValue() -
+                    latest1.get(info.getPointKey()).getValue()) * info.getCoef()));
+            if (day.getRfdl() <= 0 || day.getRfdl() > 30000000) {
+                day.setRfdl(0);
+            }
+            list.add(day);
+        }
+        lineInfoDayService.saveOrUpdateBatch(list);
+    }
+
+    public void calcStationZhcydl(Date date) {
+        //date当天零点
+        DateTime time = DateUtil.beginOfDay(date);
+        //date昨天零点
+        DateTime time0 = DateUtil.offsetDay(time, -1);
+
+        QueryWrapper<LineInfoDay> wrapper = new QueryWrapper<>();
+        wrapper.select("sum(rfdl) rfdl,station_id").eq("record_date", time0.toJdkDate())
+                .groupBy("station_id");
+        List<LineInfoDay> list = lineInfoDayService.list(wrapper);
+        List<StationInfoDay> byDate = getStationinfoByDate(time0.toJdkDate());
+//        list = list.stream().filter(b -> b.getStationId().equals("GJNY_SXGS_ZZ_FDC_STA")).collect(Collectors.toList());
+
+        Map<String, StationInfoDay> collect = new HashMap<>();
+        if (byDate.size() > 0) {
+            collect = byDate.stream().collect(Collectors.toMap(StationInfoDay::getStationId, Function.identity()));
+        }
+
+        StationInfoDay infoDay;
+        List<StationInfoDay> infoDays = new ArrayList<>();
+        for (LineInfoDay day : list) {
+            if (byDate.isEmpty()) {
+                infoDay = new StationInfoDay();
+                infoDay.setStationId(day.getStationId());
+                infoDay.setRecordDate(time0.toJdkDate());
+            } else {
+                infoDay = collect.get(day.getStationId());
+            }
+            infoDay.setRfdl(day.getRfdl());
+            infoDay.setZhcydl(infoDay.getRfdl() + infoDay.getGwdl() - infoDay.getSwdl());
+            infoDays.add(infoDay);
+        }
+        stationInfoDayService.saveOrUpdateBatch(infoDays);
+    }
+
+    public void calcStationHourPJGL(Date hour) {
+        PointInfo pointInfo = new PointInfo();
+        pointInfo.setInstitutionType("station");
+        pointInfo.setUniformCode("SSZGL");
+        List<PointInfo> entity = pointService.getByEntity(pointInfo);
+        List<StationInfoHour> byHours = getStationinfoByHour(hour);
+        Map<String, StationInfoHour> collect = new HashMap<>();
+        if (byHours.size() > 0) {
+            collect = byHours.stream().collect(
+                    Collectors.toMap(StationInfoHour::getStationId, Function.identity()));
+        }
+        DoubleStatData stat;
+        List<StationInfoHour> byHours2 = new ArrayList<>();
+        for (PointInfo point : entity) {
+            stat = adapter.getHistoryStat(taosGoldenUriTest(),
+                    point.getPointKey(), DateUtil.offsetHour(hour, -1).getTime(), hour.getTime());
+            if (byHours.isEmpty()) {
+                StationInfoHour info = new StationInfoHour();
+                info.setStationId(point.getStationId());
+                info.setRecordDate(DateUtil.beginOfHour(hour));
+                if (stat == null) info.setPjgl(0.0);
+                info.setPjgl(stat.getAvg().getDoubleValue());
+                byHours2.add(info);
+            } else {
+                collect.get(point.getStationId()).setPjgl(stat.getAvg().getDoubleValue());
+            }
+        }
+        stationInfoHourService.saveOrUpdateBatch(byHours.isEmpty() ? byHours2 : byHours);
+    }
+
+    public void calcStationRfdlFj(Date date) {
+        //date当天零点
+        DateTime time = DateUtil.beginOfDay(date);
+        //date昨天零点
+        DateTime time0 = DateUtil.offsetDay(time, -1);
+
+        QueryWrapper<TurbineInfoDay> wrapper = new QueryWrapper<>();
+        wrapper.select("sum(rfdl) rfdl,station_id").eq("record_date", time0.toJdkDate())
+                .groupBy("station_id");
+        List<TurbineInfoDay> list = turbineInfoDayService.list(wrapper);
+        List<StationInfoDay> byDate = getStationinfoByDate(time0.toJdkDate());
+
+        Map<String, StationInfoDay> collect = new HashMap<>();
+        if (byDate.size() > 0) {
+            collect = byDate.stream().collect(Collectors.toMap(StationInfoDay::getStationId, Function.identity()));
+        }
+
+        StationInfoDay infoDay;
+        List<StationInfoDay> infoDays = new ArrayList<>();
+        for (TurbineInfoDay day : list) {
+            if (byDate.isEmpty()) {
+                infoDay = new StationInfoDay();
+                infoDay.setStationId(day.getStationId());
+                infoDay.setRecordDate(time0.toJdkDate());
+            } else {
+                infoDay = collect.get(day.getStationId());
+            }
+            infoDay.setRfdlFj(day.getRfdl());
+            infoDays.add(infoDay);
+        }
+        stationInfoDayService.saveOrUpdateBatch(infoDays);
+    }
+
+    public void calcTurbineRFDL(Date date) {
+        //date当天零点
+        DateTime time = DateUtil.beginOfDay(date);
+        //date昨天零点
+        DateTime time0 = DateUtil.offsetDay(time, -1);
+        //date当天零点加三分钟
+        DateTime time2 = DateUtil.offsetMinute(time, 3);
+        //date昨天零点加三分钟
+        DateTime time1 = DateUtil.offsetMinute(time0, 3);
+
+
+        PointInfo pi = new PointInfo();
+        pi.setUniformCode("AI121");
+        pi.setInstitutionType("turbine");
+        List<PointInfo> entity = getEntity("AI121", "turbine");
+        Map<String, String> turMap = entity.stream().collect(Collectors.toMap(PointInfo::getTurbineId, PointInfo::getPointKey));
+        Map<String, String> fsMap = getEntityMap("AI066", "turbine");
+
+        String keys = pointInfos2Keys(entity);
+
+        Map<String, PointData> swdlL2 = adapter.getHistorySection(goldenUri(), keys, time2.getTime());
+        Map<String, PointData> swdlL1 = adapter.getHistorySection(goldenUri(), keys, time1.getTime());
+
+        Map<String, TurbineInfoDay> byDate = getTurbineinfoMap(time0.toJdkDate(), entity);
+
+        TurbineInfoDay infoDay;
+        String turbineId, key;
+        List<TurbineInfoDay> infoDays = new ArrayList<>();
+        DoubleStatData stat;
+        for (PointInfo info : entity) {
+            turbineId = info.getTurbineId();
+            infoDay = byDate.get(turbineId);
+
+            key = turMap.get(turbineId);
+            double v = (swdlL2.get(key).getValue() - swdlL1.get(key).getValue()) * info.getCoef();
+            if (v < 0 || v > 1000000) {
+                v = 0;
+            } else if (v > 30000) {
+                v = v / (v % 30000 + 3);
+            }
+            infoDay.setRfdl(v);
+            stat = adapter.getHistoryStat(goldenUri(), fsMap.get(turbineId), time1.getTime(), time2.getTime());
+            if (stat == null) {
+                infoDay.setPjfs(0.0);
+            } else {
+                infoDay.setPjfs(stat.getAvg().getValue());
+            }
+
+            infoDays.add(infoDay);
+        }
+        turbineInfoDayService.saveOrUpdateBatch(infoDays);
+    }
+
+    public void calcTurbine5s(Date date) {
+        //date当天零点
+        DateTime time = DateUtil.beginOfDay(date);
+        //date昨天零点
+        DateTime time0 = DateUtil.offsetDay(time, -1);
+
+        //状态
+        List<PointInfo> entityZt = getEntity("MXZT", "turbine");
+        //功率
+        Map<String, String> collectGl = getEntityMap("AI114", "turbine");
+        //风速
+        Map<String, String> collectFs = getEntityMap("AI066", "turbine");
+
+        Map<String, TurbineInfoDay> dayMap = getTurbineinfoMap(time0.toJdkDate(), entityZt);
+
+        String tbId;
+        TurbineInfoDay infoDay;
+        List<TurbineInfoDay> infoDays = new ArrayList<>();
+        for (PointInfo info : entityZt) {
+            tbId = info.getTurbineId();
+            List<PointData> snapZt = adapter.getHistorySnap(taosUri(), info.getPointKey(), time0.getTime(), time.getTime(), 60);
+            //0 待机,1 手动停机,2 正常发电,3 发电降出力,4 故障,5 故障受累,6 检修,7 检修受累,8 限电降出力,
+            // 9 限电停机,10 电网受累,11 环境受累,12 通讯中断,13 设备离线
+
+            List<DoubleStatData> statGl = adapter.getHistoryStat2(goldenUri(), collectGl.get(tbId), time0.getTime(), time.getTime(), 60);
+            List<DoubleStatData> statFs = adapter.getHistoryStat2(goldenUri(), collectFs.get(tbId), time0.getTime(), time.getTime(), 60);
+            List<PointData> glList = statGl.stream().map(DoubleStatData::getAvg).collect(Collectors.toList());
+            List<PointData> fsList = statFs.stream().map(DoubleStatData::getAvg)
+                    .peek(fs -> {
+                        if (fs.getValue() < 25) {
+                            fs.setDoubleValue(NumberUtil.round(fs.getValue(), 2).doubleValue());
+                        } else {
+                            fs.setDoubleValue(25.0);
+                        }
+                    }).collect(Collectors.toList());
+
+            Map<String, Double> loss = getTurbinePowerLoss(snapZt, fsList, tbId, glList);
+
+            infoDay = dayMap.get(tbId);
+            infoDay.setJhjxss(loss.get("jxss") + loss.get("sdtj"));
+            infoDay.setFjhjxss(loss.get("gzss") + loss.get("djss") + loss.get("fdjcl"));
+            infoDay.setXdss(loss.get("xdjcl") + loss.get("xdtj"));
+            infoDay.setSlss(0.0);
+            if (infoDay.getRfdl() == 0) {
+                infoDay.setXnss(0.0);
+            } else {
+                infoDay.setXnss(loss.get("xnss") * 0.1);
+            }
+            infoDay.setLlfdl(infoDay.getRfdl() + infoDay.getJhjxss() + infoDay.getFjhjxss() +
+                    infoDay.getXdss() + infoDay.getSlss() + infoDay.getXnss());
+            infoDays.add(infoDay);
+        }
+        turbineInfoDayService.saveOrUpdateBatch(infoDays);
+    }
+
+    //此处加公式
+    public void calcStationSspjfs() {
+        List<PointInfo> fsEntity = getEntity("AI066", "turbine");
+        String keys = pointInfos2Keys(fsEntity);
+        Map<String, PointData> latest = adapter.getLatest(goldenUri(), keys);
+        Map<String, List<String>> listMap = fsEntity.stream().collect(Collectors.groupingBy(PointInfo::getStationId, Collectors.mapping(PointInfo::getPointKey, Collectors.toList())));
+
+        Map<String, String> entityMap = getEntityMap("SSPJFS", "station");
+
+        List<PointData> tsData = new ArrayList<>();
+        listMap.forEach((stId, keyList) -> {
+            double v = keyList.stream().mapToDouble(key -> latest.get(key).getValue()).average().orElse(0.0);
+            PointData data = new PointData();
+            data.setTs(System.currentTimeMillis());
+            data.setTagName(entityMap.get(stId));
+            data.setDoubleValue(v);
+            tsData.add(data);
+        });
+        adapter.writeHistoryBatch(taosUri(), tsData);
+    }
+
+
+    public void calcTurbine5s2(Date date) {
+        //date当天零点
+        DateTime time = DateUtil.beginOfDay(date);
+        //date昨天零点
+        DateTime time0 = DateUtil.offsetDay(time, -1);
+        //风速
+        List<PointInfo> entityFs = getEntity("AI066", "turbine");
+        Map<String, Map<String, PointInfo>> collectFs = entityFs.stream().collect(
+                Collectors.groupingBy(PointInfo::getStationId, Collectors.toMap(PointInfo::getTurbineId, Function.identity())));
+        //功率
+        List<PointInfo> entityGl = getEntity("AI114", "turbine");
+        Map<String, Map<String, PointInfo>> collectGl = entityGl.stream().collect(
+                Collectors.groupingBy(PointInfo::getStationId, Collectors.toMap(PointInfo::getTurbineId, Function.identity())));
+
+        String stId;
+        Map<String, Map<String, List<PointData>>> fsMapMap = new HashMap<>();
+        Map<String, Map<String, List<PointData>>> glMapMap = new HashMap<>();
+        for (Map.Entry<String, Map<String, PointInfo>> mapEntry : collectFs.entrySet()) {
+            stId = mapEntry.getKey();
+            Map<String, PointInfo> fsInfoMap = collectFs.get(stId);
+            Map<String, PointInfo> glInfoMap = collectGl.get(stId);
+
+            Map<String, List<PointData>> pdsFsMap = new HashMap<>();
+            Map<String, List<PointData>> pdsGlMap = new HashMap<>();
+            for (String wtId : mapEntry.getValue().keySet()) {
+                List<DoubleStatData> statGl = adapter.getHistoryStat2(goldenUri(), glInfoMap.get(wtId).getPointKey(), time0.getTime(), time.getTime(), 60);
+                List<DoubleStatData> statFs = adapter.getHistoryStat2(goldenUri(), fsInfoMap.get(wtId).getPointKey(), time0.getTime(), time.getTime(), 60);
+                List<PointData> glSnap = statGl.stream().map(DoubleStatData::getAvg).collect(Collectors.toList());
+                List<PointData> fsSnap = statFs.stream().map(DoubleStatData::getAvg)
+                        .peek(fs -> {
+                            if (fs.getValue() < 25) {
+                                fs.setDoubleValue(NumberUtil.round(fs.getValue(), 2).doubleValue());
+                            } else {
+                                fs.setDoubleValue(25.0);
+                            }
+                        }).collect(Collectors.toList());
+
+                pdsFsMap.put(wtId, fsSnap);
+                pdsGlMap.put(wtId, glSnap);
+            }
+            fsMapMap.put(stId, pdsFsMap);
+            glMapMap.put(stId, pdsGlMap);
+        }
+
+        List<PointInfo> ztMapMap = calcTurbineZt(time0.toJdkDate(), time.toJdkDate(), fsMapMap, glMapMap);
+        Map<String, Map<String, PointInfo>> ztMapMapInfos = ztMapMap.stream().collect(
+                Collectors.groupingBy(PointInfo::getStationId, Collectors.toMap(PointInfo::getTurbineId, Function.identity())));
+        Map<String, TurbineInfoDay> dayMap = getTurbineinfoMap(time0.toJdkDate(), entityFs);
+
+        Map<String, List<PointData>> fsMap, glMap;
+        Map<String, PointInfo> ztMap;
+        List<TurbineInfoDay> infoDays = new ArrayList<>();
+        for (Map.Entry<String, Map<String, PointInfo>> mapEntry : collectFs.entrySet()) {
+            stId = mapEntry.getKey();
+            fsMap = fsMapMap.get(stId);
+            glMap = glMapMap.get(stId);
+            ztMap = ztMapMapInfos.get(stId);
+
+            TurbineInfoDay infoDay;
+            List<PointData> fsPd, glPd, ztPd;
+            String wtId;
+            for (Map.Entry<String, PointInfo> entry : mapEntry.getValue().entrySet()) {
+                wtId = entry.getKey();
+                fsPd = fsMap.get(wtId);
+                glPd = glMap.get(wtId);
+                ztPd = ztMap.get(wtId).getPointDatas();
+                //0 待机,1 手动停机,2 正常发电,3 发电降出力,4 故障,5 故障受累,6 检修,7 检修受累,8 限电降出力,
+                // 9 限电停机,10 电网受累,11 环境受累,12 通讯中断,13 设备离线
+                Map<String, Double> loss = getTurbinePowerLoss(ztPd, fsPd, wtId, glPd);
+                infoDay = dayMap.get(wtId);
+                infoDay.setJhjxss(loss.get("jxss") + loss.get("sdtj"));
+                infoDay.setFjhjxss(loss.get("gzss") + loss.get("djss") + loss.get("fdjcl"));
+                infoDay.setXdss(loss.get("xdjcl") + loss.get("xdtj"));
+                infoDay.setSlss(0.0);
+                if (infoDay.getRfdl() == 0) {
+                    infoDay.setXnss(0.0);
+                } else {
+                    infoDay.setXnss(loss.get("xnss") * 0.1);
+                }
+                infoDay.setLlfdl(infoDay.getRfdl() + infoDay.getJhjxss() + infoDay.getFjhjxss() +
+                        infoDay.getXdss() + infoDay.getSlss() + infoDay.getXnss());
+                infoDays.add(infoDay);
+            }
+        }
+        turbineInfoDayService.saveOrUpdateBatch(infoDays);
+    }
+
+    public List<PointInfo> calcTurbineZt(Date start, Date end, Map<String, Map<String, List<PointData>>> fsMapMap, Map<String, Map<String, List<PointData>>> glMapMap) {
+
+        List<PointInfo> turbineZt = calcTurbineDizt(start, end, 15);
+        List<PointInfo> turbineAizt = calcTurbineAizt(start, end, 15);
+        turbineZt.addAll(turbineAizt);
+        Map<String, Map<String, PointInfo>> ztMapMap = turbineZt.stream().collect(Collectors.groupingBy(PointInfo::getStationId,
+                Collectors.toMap(PointInfo::getTurbineId, Function.identity(), (pi1, pi2) -> pi1)));
+
+        //AGC
+        List<PointInfo> entityAgc = getEntity("AGC002", "booster");
+        Map<String, PointInfo> collectAgc = entityAgc.stream().collect(
+                Collectors.toMap(PointInfo::getStationId, Function.identity()));
+        //出线
+        List<PointInfo> entityCx = getEntity("AGC001", "booster");
+        Map<String, PointInfo> collectCx = entityCx.stream().collect(
+                Collectors.toMap(PointInfo::getStationId, Function.identity()));
+        //叶轮转速给定
+        List<PointInfo> entityYlzsgd = getEntity("AI110", "turbine");
+        Map<String, Map<String, PointInfo>> collectYlzsgd = entityYlzsgd.stream().collect(
+                Collectors.groupingBy(PointInfo::getStationId, Collectors.toMap(PointInfo::getTurbineId, Function.identity())));
+
+        ztMapMap.forEach((stId, ztMap) -> {
+            PointInfo agcInfo = collectAgc.get(stId);
+            PointInfo cxInfo = collectCx.get(stId);
+            Map<String, PointInfo> ylzsgdInfoMap = collectYlzsgd.get(stId);
+            Map<String, List<PointData>> fsMap = fsMapMap.get(stId);
+            Map<String, List<PointData>> glMap = glMapMap.get(stId);
+
+            Map<String, List<PointData>> pdsZsglMap = new HashMap<>();
+            Map<String, List<PointData>> pdsYlzsgdMap = new HashMap<>();
+            ztMap.forEach((wtId, zt) -> {
+                List<PointData> zsglSnap = fsMap.get(wtId).stream().map(pd ->
+                        new PointData(pd.getTs(), calcPoly(wtId, pd.getValue()))).collect(Collectors.toList());
+
+                List<PointData> ylzsgdSnap = adapter.getHistorySnap(goldenUri(), ylzsgdInfoMap.get(wtId).getPointKey(), start.getTime(), end.getTime(), 15);
+
+                pdsZsglMap.put(wtId, zsglSnap);
+                pdsYlzsgdMap.put(wtId, ylzsgdSnap);
+            });
+            List<PointData> agcSnap = adapter.getHistorySnap(goldenUri(), agcInfo.getPointKey(), start.getTime(), end.getTime(), 15);
+            List<PointData> cxSnap = adapter.getHistorySnap(goldenUri(), cxInfo.getPointKey(), start.getTime(), end.getTime(), 15);
+            agcSnap = agcSnap.stream().peek(agc -> {
+                agc.setDoubleValue(agc.getValue() * cxInfo.getCoef());
+                agc.setLongValue(0L);
+            }).collect(Collectors.toList());
+            cxSnap = cxSnap.stream().peek(cx -> {
+                cx.setDoubleValue(cx.getValue() * cxInfo.getCoef());
+                cx.setLongValue(0L);
+            }).collect(Collectors.toList());
+
+            //风机风速、功率->场站风速、功率
+            List<PointData> firstFs = new ArrayList<>();
+            List<PointData> firstGl = new ArrayList<>();
+            List<PointData> firstZsgl = new ArrayList<>();
+            double v1, v2, v3;
+            for (int i = 0; i < 5760; i++) {
+                int finalI = i;
+                long ts = start.getTime() + i * 15000;
+                v1 = fsMap.values().stream().mapToDouble(pds -> pds.get(finalI).getValue()).average().orElse(0.0);
+                v2 = glMap.values().stream().mapToDouble(pds -> pds.get(finalI).getValue()).sum();
+                v3 = pdsZsglMap.values().stream().mapToDouble(pds -> pds.get(finalI).getValue()).sum();
+                firstFs.add(new PointData(ts, v1));
+                firstGl.add(new PointData(ts, v2));
+                firstZsgl.add(new PointData(ts, v3));
+            }
+
+            List<PointData> czxd = calcStationXd2(agcInfo, agcSnap, cxSnap, firstZsgl);
+            ztMap.forEach((wtId, ztInfo) -> {
+                List<PointData> fss = fsMap.get(wtId);
+                List<PointData> gls = glMap.get(wtId);
+                //叶轮转速给定
+                List<PointData> ylzsgds = pdsYlzsgdMap.get(wtId);
+                calcTurbineXd(ztInfo, gls, fss, ylzsgds, czxd);
+            });
+        });
+        return turbineZt;
+    }
+
+    public void calcTurbineXd(PointInfo ztInfo, List<PointData> gls, List<PointData> fss, List<PointData> ylzsgds, List<PointData> czxd) {
+        Map<String, EquipmentModel> map = equipmentModelService.map();
+        Double capacity = map.get(ztInfo.getSpare()).getPowerProduction();
+        List<PointData> zts = ztInfo.getPointDatas();
+        for (int i = 0; i < 5760; i++) {
+            double ssgl = gls.get(i).getValue();
+            double ssfs = fss.get(i).getValue();
+            double ylzsgd = ylzsgds.get(i).getValue();
+
+            if (czxd.get(i).isBooleanValue() && ssgl < capacity * 0.9) {
+                if (ssfs >= 12) {
+                    zts.get(i).setDoubleValue(8.0);
+                }
+                if (ylzsgd != 0 && ylzsgd < 17.3) {//降出力
+                    zts.get(i).setDoubleValue(8.0);
+                }
+            }
+        }
+    }
+
+    //此处加公式
+    public List<PointData> calcStationXd2(PointInfo stInfo, List<PointData> agcSnap, List<PointData> cxSnap, List<PointData> zsglSnap) {
+        String stId = stInfo.getStationId();
+
+        List<PointData> zsgl5s = get5Avg(zsglSnap);
+        List<PointData> agc5s = get5Avg(agcSnap);
+        List<PointData> cx5s = get5Avg(cxSnap);
+        //场站限电
+        List<PointData> czxd = zsglSnap.stream().map(s -> new PointData(s.getTs(), 0.0)).collect(Collectors.toList());
+        //之前是否限电
+        boolean iszqxd = false;
+        for (int i = 0; i < 5760; i++) {
+            boolean isxd = false;
+            double zsgl = zsglSnap.get(i).getValue();
+            double zsgl5 = zsgl5s.get(i).getValue();
+            double agc = agcSnap.get(i).getValue();
+            double agc5 = agc5s.get(i).getValue();
+            double cxgl = cxSnap.get(i).getValue();
+            double cxgl5 = cx5s.get(i).getValue();
+
+            boolean k = false;   //agc一直不变
+            //第一次初始化复制实时数据到缓存
+            if (CalcCache.powerCache.get(stId) == null || CalcCache.powerCache.get(stId) != agc) {
+                CalcCache.powerCache.put(stId, agc);
+                k = false;
+            } else {
+                k = true;
+            }
+            if (agc != 0) {
+                //如果场站限电状态为不限电
+                if (zsgl5 >= stInfo.getSpare2() * 40) {
+                    if (agc5 <= cxgl5) {
+                        isxd = true;
+                    } else if (iszqxd) {
+                        if (zsgl / agc > 1.15) {
+                            isxd = true;
+                        } else if (zsgl > agc && agc5 - cxgl5 < 400) {
+                            isxd = true;
+                        }
+                    } else if (zsgl / agc >= 1.2 && agc - cxgl <= 200) {
+                        isxd = true;
+                    }
+                } else if (k) {
+                    if (zsgl / agc >= 1.1 && agc5 - cxgl5 <= 200) {
+                        isxd = true;
+                    }
+                }
+            }
+            czxd.get(i).setBooleanValue(isxd);
+            iszqxd = isxd;
+        }
+        return czxd;
+    }
+
+    private List<PointData> get5Avg(List<PointData> pointData) {
+        List<PointData> result = new ArrayList<>();
+        for (int i = 0; i < pointData.size(); i++) {
+            PointData data = new PointData();
+            data.setTs(pointData.get(i).getTs());
+            double v;
+            if (i > 4) {
+                v = (pointData.get(i).getValue() + pointData.get(i - 1).getValue() + pointData.get(i - 2).getValue() + pointData.get(i - 3).getValue() + pointData.get(i - 4).getValue()) / 5;
+            } else {
+                v = pointData.get(i).getValue();
+            }
+            data.setDoubleValue(v);
+            result.add(data);
+        }
+        return result;
+    }
+
+
+    public List<PointInfo> calcTurbineAizt(Date start, Date end, int interval) {
+        List<PointInfo> entityAiZt = getEntity("AI422", "state");
+        List<StateAi> list = stateAiService.list();
+        Map<String, Map<Integer, Integer>> collectAi = list.stream().collect(Collectors.groupingBy(
+                StateAi::getModel, Collectors.toMap(StateAi::getOriginalState, StateAi::getMappingState)));
+        getRealtimeDataMap(entityAiZt, goldenUri(), start, end, interval);
+        for (PointInfo info : entityAiZt) {
+            List<PointData> data = info.getPointDatas().stream().peek(pd ->{
+                        Integer m = collectAi.get(info.getSpare()).get((int) pd.getValue());
+                        if(m==null) m=2;
+                        pd.setDoubleValue(m);
+                    }).collect(Collectors.toList());
+            info.setPointDatas(data);
+        }
+        return entityAiZt;
+    }
+
+    public List<PointInfo> calcTurbineDizt(Date start, Date end, int interval) {
+        List<PointInfo> entity = new ArrayList<>();
+        List<PointInfo> entity0 = getEntity("MX000", "state");
+        List<PointInfo> entity1 = getEntity("MX001", "state");
+        List<PointInfo> entity2 = getEntity("MX002", "state");
+        List<PointInfo> entity4 = getEntity("MX004", "state");
+        List<PointInfo> entity6 = getEntity("MX006", "state");
+        entity.addAll(entity0);
+        entity.addAll(entity1);
+        entity.addAll(entity2);
+        entity.addAll(entity4);
+        entity.addAll(entity6);
+        List<String> keys = entity.stream().map(PointInfo::getPointKey).collect(Collectors.toList());
+        Map<String, PointData> latest = adapter.getHistorySection(goldenUri(), String.join(",", keys), start.getTime());
+
+        Map<String, Map<String, PointInfo>> wtUcPis = entity.stream().collect(Collectors.groupingBy(PointInfo::getTurbineId, Collectors.toMap(PointInfo::getUniformCode, Function.identity())));
+        wtUcPis.forEach((wtId, map) -> {
+            map.forEach((uc, pi) -> {
+                List<PointData> raw = adapter.getHistoryRaw(goldenUri(), pi.getPointKey(), start.getTime(), end.getTime());
+                List<PointData> ds = boolPointDatasFull(latest.get(pi.getPointKey()).isBooleanValue(), raw, start.getTime(), end.getTime(), interval);
+                pi.setPointDatas(ds);
+                ThreadUtil.sleep(50);
+            });
+            List<PointData> mx000 = map.get("MX000").getPointDatas();
+            PointData data0;
+            for (int i = 0; i < mx000.size(); i++) {
+                data0 = mx000.get(i);
+                if (data0.getValue() == 1.0) {
+                    data0.setDoubleValue(0.0);
+                    data0.setBooleanValue(false);
+                } else if (map.get("MX001").getPointDatas().get(i).getValue() == 1.0) {
+                    data0.setDoubleValue(1.0);
+                } else if (map.get("MX002").getPointDatas().get(i).getValue() == 1.0) {
+                    data0.setDoubleValue(2.0);
+                } else if (map.get("MX004").getPointDatas().get(i).getValue() == 1.0) {
+                    data0.setDoubleValue(4.0);
+                } else if (map.get("MX006").getPointDatas().get(i).getValue() == 1.0) {
+                    data0.setDoubleValue(6.0);
+                } else {
+                    System.out.println(wtId + data0.getTs() + ":di无对应状态!");
+                    data0.setDoubleValue(2.0);
+                }
+            }
+            map.get("MX001").setPointDatas(null);
+            map.get("MX002").setPointDatas(null);
+            map.get("MX004").setPointDatas(null);
+            map.get("MX006").setPointDatas(null);
+        });
+        return entity0;
+    }
+
+    public PointInfo calcTurbineAizt2(PointInfo entityAiZt, Map<String, Map<Integer, Integer>> collectAi, Date start, Date end, int interval) {
+        if (entityAiZt == null) return null;
+        getRealtimeDataMap2(entityAiZt, goldenUri(), start, end, interval);
+        Map<Integer, Integer> integerMap = collectAi.get(entityAiZt.getSpare());
+        List<PointData> data = entityAiZt.getPointDatas().stream().peek(pd -> {
+            Integer m = integerMap.get((int) pd.getValue());
+            if (m == null) m = 2;
+            pd.setDoubleValue(m);
+        }).collect(Collectors.toList());
+        entityAiZt.setPointDatas(data);
+        return entityAiZt;
+    }
+
+    public PointInfo calcTurbineDizt2(Map<String, PointInfo> wtucpi, Map<String, PointData> latest, Date start, Date end, int interval) {
+        if (wtucpi == null) return null;
+        wtucpi.forEach((uc, pi) -> {
+            List<PointData> raw = adapter.getHistoryRaw(goldenUri(), pi.getPointKey(), start.getTime(), end.getTime());
+            List<PointData> ds = boolPointDatasFull(latest.get(pi.getPointKey()).isBooleanValue(), raw, start.getTime(), end.getTime(), interval);
+            pi.setPointDatas(ds);
+            ThreadUtil.sleep(50);
+        });
+        PointInfo mx000 = wtucpi.get("MX000");
+        PointData data0;
+        for (int i = 0; i < mx000.getPointDatas().size(); i++) {
+            data0 = mx000.getPointDatas().get(i);
+            if (data0.getValue() == 1.0) {
+                data0.setDoubleValue(0.0);
+                data0.setBooleanValue(false);
+            } else if (wtucpi.get("MX001").getPointDatas().get(i).getValue() == 1.0) {
+                data0.setDoubleValue(1.0);
+            } else if (wtucpi.get("MX002").getPointDatas().get(i).getValue() == 1.0) {
+                data0.setDoubleValue(2.0);
+            } else if (wtucpi.get("MX004").getPointDatas().get(i).getValue() == 1.0) {
+                data0.setDoubleValue(4.0);
+            } else if (wtucpi.get("MX006").getPointDatas().get(i).getValue() == 1.0) {
+                data0.setDoubleValue(6.0);
+            } else {
+                System.out.println(mx000.getTurbineId() + data0.getTs() + ":di无对应状态!");
+                data0.setDoubleValue(2.0);
+            }
+        }
+        wtucpi.get("MX001").setPointDatas(null);
+        wtucpi.get("MX002").setPointDatas(null);
+        wtucpi.get("MX004").setPointDatas(null);
+        wtucpi.get("MX006").setPointDatas(null);
+        return mx000;
+    }
+
+    public List<PointData> boolPointDatasFull(boolean v, List<PointData> data, long startTime, long endTime, int interval) {
+        int j = 0, m = 0;
+        List<PointData> data2 = new ArrayList<>();
+        for (long i = startTime; i < endTime; i += interval * 1000L) {
+            PointData dt = new PointData();
+            dt.setTs(i);
+            data2.add(dt);
+            //超出范围
+            if (j >= data.size() - 1) continue;
+            if (i < data.get(j).getTs()) {
+                if (m == 0) {
+                    dt.setBooleanValue(v);
+                } else {
+                    dt.setBooleanValue(data.get(j - 1).isBooleanValue());
+                }
+            } else {
+                dt.setBooleanValue(data.get(j).isBooleanValue());
+                j++;
+                m++;
+            }
+        }
+        return data2;
+    }
+
+    public void calcGlqxnh(Date start, Date end) {
+        //风速
+        List<PointInfo> entityFs = getEntity("AI066", "turbine");
+        Collections.sort(entityFs, ((o1, o2) -> o1.getTurbineId().compareTo(o2.getTurbineId())));
+        //功率
+        List<PointInfo> entityGl = getEntity("AI114", "turbine");
+        Map<String, PointInfo> glMap = entityGl.stream().collect(Collectors.toMap(PointInfo::getTurbineId, Function.identity()));
+
+        Map<String, EquipmentModel> map = equipmentModelService.map();
+
+        List<PointInfo> entity = new ArrayList<>();
+        List<PointInfo> entity0 = getEntity("MX000", "state");
+        List<PointInfo> entity1 = getEntity("MX001", "state");
+        List<PointInfo> entity2 = getEntity("MX002", "state");
+        List<PointInfo> entity4 = getEntity("MX004", "state");
+        List<PointInfo> entity6 = getEntity("MX006", "state");
+        entity.addAll(entity0);
+        entity.addAll(entity1);
+        entity.addAll(entity2);
+        entity.addAll(entity4);
+        entity.addAll(entity6);
+        List<String> keys = entity.stream().map(PointInfo::getPointKey).collect(Collectors.toList());
+        Map<String, PointData> latest = adapter.getHistorySection(goldenUri(), String.join(",", keys), start.getTime());
+        Map<String, Map<String, PointInfo>> wtUcPis = entity.stream().collect(Collectors.groupingBy(PointInfo::getTurbineId, Collectors.toMap(PointInfo::getUniformCode, Function.identity())));
+
+        List<PointInfo> entityAiZt = getEntity("AI422", "state");
+        Map<String, PointInfo> aiztMap = entityAiZt.stream().collect(Collectors.toMap(PointInfo::getTurbineId, Function.identity()));
+        List<StateAi> list = stateAiService.list();
+        Map<String, Map<Integer, Integer>> collectAi = list.stream().collect(Collectors.groupingBy(
+                StateAi::getModel, Collectors.toMap(StateAi::getOriginalState, StateAi::getMappingState)));
+
+//        Map<String, Map<Double,Double>> fitMap = new HashMap<>();
+        int i=0;
+        for (PointInfo ef : entityFs) {
+            if(i<280) {
+                i++;
+                continue;
+            }
+            String wtId = ef.getTurbineId();
+            PointInfo glInfo = glMap.get(wtId);
+            getRealtimeDataMap2(ef, goldenUri(), start, end, 60);
+            getRealtimeDataMap2(glInfo, goldenUri(), start, end, 60);
+            ef.getPointDatas().stream().peek(pd -> pd.setDoubleValue(NumberUtil.round(pd.getValue(), 2).doubleValue())).collect(Collectors.toList());
+
+            PointInfo turbineZt = calcTurbineDizt2(wtUcPis.get(wtId), latest, start, end, 60);
+            PointInfo turbineAizt = calcTurbineAizt2(aiztMap.get(wtId), collectAi, start, end, 60);
+            Map<Double, Double> fit = new TreeMap<>();
+            if (turbineZt != null) {
+                double capacity = map.get(turbineZt.getSpare()).getPowerProduction();
+                fit = dataProcessAndFit(ef, glInfo, turbineZt, CalcCache.bzgl.get(turbineZt.getSpare()), capacity);
+//                fitMap.put(wtId, fit);
+                turbineZt.setPointDatas(null);
+            }
+            if (turbineAizt != null) {
+                double capacity = map.get(turbineAizt.getSpare()).getPowerProduction();
+                fit = dataProcessAndFit(ef, glInfo, turbineAizt, CalcCache.bzgl.get(turbineAizt.getSpare()), capacity);
+//                fitMap.put(wtId, fit);
+                turbineAizt.setPointDatas(null);
+            }
+            ef.setPointDatas(null);
+            glInfo.setPointDatas(null);
+            stringRedisTemplate.opsForValue().set("glqxnh:" + end.getMonth() + ":" + wtId, JSON.toJSONString(fit));
+        }
+        System.out.println("苹果天涯");
+//        stringRedisTemplate.opsForValue().set("glqxnh", JSON.toJSONString(fitMap));
+    }
+
+    public Map<Double, Double> dataProcessAndFit(PointInfo fsPI, PointInfo glPI, PointInfo ztPI, Map<Double, Double> modelPowerMap, double capacity) {
+        List<PointData> fsPds = fsPI.getPointDatas();
+        List<PointData> glPds = glPI.getPointDatas();
+        List<PointData> ztPds = ztPI.getPointDatas();
+        WeightedObservedPoints points = new WeightedObservedPoints();
+        double[] r = new double[4];
+        //数据过滤 0正常,1过滤掉
+        if (fsPds.size() != glPds.size() || glPds.size() != ztPds.size()) return new HashMap<>();
+
+        Double bzv;
+        for (int i = 0; i < ztPds.size(); i++) {
+            double fs = fsPds.get(i).getValue();
+            double gl = glPds.get(i).getValue();
+            // 过滤非并网值  风机状态不等于2
+            if (ztPds.get(i).getValue() != 2.0) {
+                //
+            } else if (fs < 0 || fs > 25 || gl < 0 || gl > capacity * 1.05) {// 按给定风速功率过滤
+                //
+            } else {
+                bzv = modelPowerMap.get(fs);
+                if (bzv == null || bzv == 0.0) {
+                    points.add(fs, gl);
+                    continue;
+                }
+                double k = gl / bzv;  //功率曲线偏差: 保证功率/实际功率   k:偏差百分比
+                if (k < 0.61 || k > 1.25) {
+                    //
+                } else {
+                    points.add(fs, gl);
+                }
+            }
+        }
+        Map<Double, Double> glyc = new TreeMap<>();
+        PolynomialCurveFitter fitter = PolynomialCurveFitter.create(4);
+        double[] result = fitter.fit(points.toList());
+        double min = calcMin(result);
+        System.out.println(ztPI.getTurbineId());
+        System.out.println(ztPI.getSpare());
+        System.out.println(min);
+        double[] max = calcMax(result);
+        if (min == 0 || max[0] == 0 || max[1] == 0) {
+            System.out.println();
+        }
+        System.out.println(max[0] + "," + max[1]);
+        double ru = 0;
+        for (double i = 0; i < 25; i += 0.01) {
+            i = NumberUtil.round(i, 2).doubleValue();
+            if (i < 3) {
+                ru = 0.0;
+            } else if (i < min) {
+                ru = modelPowerMap.get(i);
+            } else if (i < max[0]) {
+                ru = calcPoly(i, result);
+            } else {
+                ru = max[1];
+            }
+            glyc.put(i, NumberUtil.round(ru, 2).doubleValue());
+        }
+        return glyc;
+    }
+
+    public double calcMin(double[] coef) {
+        double minX = 0, minY = 9000;
+        for (double x = 0; x < 8; x += 0.01) {
+            double y = calcPoly(x, coef);
+            if (y < minY) {
+                minY = y;
+                minX = x;
+            }
+        }
+        return minX;
+    }
+
+    public double[] calcMax(double[] coef) {
+        double[] a = new double[2];
+        for (double x = 8; x < 16; x += 0.01) {
+            double y = calcPoly(x, coef);
+            if (y > a[1]) {
+                a[0] = x;
+                a[1] = y;
+            }
+        }
+        return a;
+    }
+
+    public void printResult(double[] r, double accuracy) {
+
+        for (double index = 0; index < 25; index += accuracy) {
+            System.out.println("[" + index + "," + calcPoly(index, r) + "],");
+        }
+    }
+
+    public void getRealtimeDataMap(List<PointInfo> entity, URI uri, Date start, Date end, int interval) {
+        for (PointInfo info : entity) {
+            List<PointData> glSnap = adapter.getHistorySnap(uri, info.getPointKey(), start.getTime(), end.getTime(), interval);
+            ThreadUtil.sleep(50);
+            info.setPointDatas(glSnap);
+        }
+    }
+
+    public void getRealtimeDataMap2(PointInfo entity, URI uri, Date start, Date end, int interval) {
+        List<PointData> glSnap = adapter.getHistorySnap(uri, entity.getPointKey(), start.getTime(), end.getTime(), interval);
+        entity.setPointDatas(glSnap);
+    }
+
+
+    private double calcPoly(String wtId, double value) {
+        return CalcCache.fitcoef.get(wtId).get(value);
+    }
+
+    public double calcPoly(double x, double[] factor) {
+        double y = 0;
+        for (int deg = 0; deg < factor.length; deg++) {
+            y += Math.pow(x, deg) * factor[deg];
+        }
+        return y;
+    }
+}