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- package com.usky.vpp.util;
- import com.usky.vpp.domain.VppDevice;
- import com.usky.vpp.domain.VppResourcePoint;
- import com.usky.vpp.service.vo.CapabilityLoadPointVO;
- import java.math.BigDecimal;
- import java.math.RoundingMode;
- import java.time.LocalDate;
- import java.time.LocalDateTime;
- import java.time.LocalTime;
- import java.time.format.DateTimeFormatter;
- import java.util.ArrayList;
- import java.util.Arrays;
- import java.util.Collections;
- import java.util.HashSet;
- import java.util.List;
- import java.util.Map;
- import java.util.Set;
- import java.util.TreeMap;
- /**
- * 可调能力评估辅助(TSDB 聚合 + 模拟数据兜底)
- */
- public final class VppCapabilityEvalHelper {
- public static final String CATEGORY_TOTAL = "TOTAL";
- public static final String CATEGORY_LOAD = "LOAD";
- public static final String CATEGORY_STORAGE = "STORAGE";
- public static final String CATEGORY_GENERATION = "GENERATION";
- private static final Set<String> LOAD_TYPES = new HashSet<>(Arrays.asList("IND_LOAD", "COM_BLDG", "EVCS"));
- private static final Set<String> STORAGE_TYPES = Collections.singleton("ESS");
- private static final Set<String> GENERATION_TYPES = Collections.singleton("PV");
- private static final DateTimeFormatter TIME_FMT = DateTimeFormatter.ofPattern("HH:mm");
- private VppCapabilityEvalHelper() {
- }
- public static String categoryLabel(String category) {
- if (category == null) {
- return "未知";
- }
- switch (category) {
- case CATEGORY_TOTAL:
- return "总资源";
- case CATEGORY_LOAD:
- return "负荷类";
- case CATEGORY_STORAGE:
- return "储能类";
- case CATEGORY_GENERATION:
- return "发电类";
- default:
- return category;
- }
- }
- public static String resolveCategory(String resourceType) {
- if (resourceType == null) {
- return CATEGORY_LOAD;
- }
- String type = resourceType.toUpperCase();
- if (GENERATION_TYPES.contains(type)) {
- return CATEGORY_GENERATION;
- }
- if (STORAGE_TYPES.contains(type)) {
- return CATEGORY_STORAGE;
- }
- if (LOAD_TYPES.contains(type)) {
- return CATEGORY_LOAD;
- }
- return CATEGORY_LOAD;
- }
- public static String eventTypeLabel(Integer eventType) {
- if (eventType == null) {
- return "未知";
- }
- return eventType == 1 ? "削峰" : eventType == 2 ? "填谷" : "未知";
- }
- public static String responseTypeLabel(Integer responseType) {
- if (responseType == null) {
- return "未知";
- }
- switch (responseType) {
- case 1:
- return "日前";
- case 2:
- return "日内";
- case 3:
- return "秒级";
- default:
- return "未知";
- }
- }
- /**
- * 基于 TDengine 历史数据构建负荷曲线(每 10 分钟一个点)
- * <p>实际负荷取统计日实测;基线负荷取 7 日前同时段作为参考基线。</p>
- */
- public static List<CapabilityLoadPointVO> buildLoadCurveFromTsdb(
- Map<String, Map<String, TreeMap<LocalDateTime, BigDecimal>>> actualData,
- Map<String, Map<String, TreeMap<LocalDateTime, BigDecimal>>> baselineData,
- LocalDate date,
- List<String> powerMetrics) {
- List<CapabilityLoadPointVO> points = new ArrayList<>();
- for (int minute = 0; minute < 1440; minute += 10) {
- LocalTime time = LocalTime.of(minute / 60, minute % 60);
- LocalDateTime actualStart = date.atTime(time);
- LocalDateTime actualEnd = actualStart.plusMinutes(10).minusSeconds(1);
- LocalDateTime baselineStart = date.minusDays(7).atTime(time);
- LocalDateTime baselineEnd = baselineStart.plusMinutes(10).minusSeconds(1);
- BigDecimal actual = sumBucketPower(actualData, powerMetrics, actualStart, actualEnd);
- BigDecimal baseline = sumBucketPower(baselineData, powerMetrics, baselineStart, baselineEnd);
- if (baseline == null || baseline.compareTo(BigDecimal.ZERO) <= 0) {
- baseline = actual;
- }
- CapabilityLoadPointVO point = new CapabilityLoadPointVO();
- point.setTime(time.format(TIME_FMT));
- point.setBaselineLoadKw(scale(baseline));
- point.setActualLoadKw(scale(actual));
- points.add(point);
- }
- return points;
- }
- /**
- * 汇总设备最新上下调能力(TDengine 实时指标)
- */
- public static BigDecimal sumLatestMetric(Map<String, Map<String, BigDecimal>> latestData,
- List<String> metricCandidates) {
- if (latestData == null || latestData.isEmpty()) {
- return BigDecimal.ZERO;
- }
- BigDecimal total = BigDecimal.ZERO;
- for (Map<String, BigDecimal> metrics : latestData.values()) {
- BigDecimal value = pickMetric(metrics, metricCandidates);
- if (value != null) {
- total = total.add(value);
- }
- }
- return total.setScale(2, RoundingMode.HALF_UP);
- }
- public static boolean hasTsdbPowerData(Map<String, Map<String, TreeMap<LocalDateTime, BigDecimal>>> deviceMetricData,
- List<String> powerMetrics) {
- if (deviceMetricData == null || deviceMetricData.isEmpty()) {
- return false;
- }
- for (Map<String, TreeMap<LocalDateTime, BigDecimal>> metricMap : deviceMetricData.values()) {
- for (String metric : powerMetrics) {
- TreeMap<LocalDateTime, BigDecimal> series = metricMap.get(metric);
- if (series != null && !series.isEmpty()) {
- return true;
- }
- }
- }
- return false;
- }
- /**
- * 生成当日负荷曲线(每 10 分钟一个点,00:00 ~ 23:50)- 模拟兜底
- */
- public static List<CapabilityLoadPointVO> buildLoadCurve(List<VppResourcePoint> resources,
- List<VppDevice> devices,
- Long siteId,
- LocalDate date) {
- List<CapabilityLoadPointVO> points = new ArrayList<>();
- long seed = (siteId != null ? siteId : 0L) + date.toEpochDay();
- for (int minute = 0; minute < 1440; minute += 10) {
- LocalTime time = LocalTime.of(minute / 60, minute % 60);
- double hourFactor = timeFactor(time);
- BigDecimal baseline = aggregateLoad(resources, devices, seed, minute, hourFactor, 0);
- BigDecimal actual = aggregateLoad(resources, devices, seed, minute, hourFactor, 1);
- CapabilityLoadPointVO point = new CapabilityLoadPointVO();
- point.setTime(time.format(TIME_FMT));
- point.setBaselineLoadKw(baseline);
- point.setActualLoadKw(actual);
- points.add(point);
- }
- return points;
- }
- private static BigDecimal aggregateLoad(List<VppResourcePoint> resources,
- List<VppDevice> devices,
- long seed,
- int minuteOfDay,
- double hourFactor,
- int seriesSalt) {
- if (resources == null || resources.isEmpty()) {
- double base = 800 * hourFactor + pseudoRandom(seed, minuteOfDay, seriesSalt) * 120;
- return BigDecimal.valueOf(base).setScale(2, RoundingMode.HALF_UP);
- }
- BigDecimal total = BigDecimal.ZERO;
- for (VppResourcePoint resource : resources) {
- VppDevice device = findDevice(devices, resource.getDeviceId());
- if (device != null && device.getCommStatus() != null && device.getCommStatus() == 0) {
- continue;
- }
- BigDecimal cap = resource.getCapacityKw() != null ? resource.getCapacityKw() : BigDecimal.valueOf(100);
- double typeFactor = typeLoadFactor(resource.getResourceType());
- double noise = 0.85 + pseudoRandom(seed, resource.getId() != null ? resource.getId() : 0L, minuteOfDay, seriesSalt) * 0.3;
- double value = cap.doubleValue() * hourFactor * typeFactor * noise;
- if (CATEGORY_GENERATION.equals(resolveCategory(resource.getResourceType()))) {
- value *= 0.15;
- }
- total = total.add(BigDecimal.valueOf(value));
- }
- if (seriesSalt == 1) {
- total = total.multiply(BigDecimal.valueOf(1.02 + pseudoRandom(seed, 999, minuteOfDay, seriesSalt) * 0.08));
- }
- return total.setScale(2, RoundingMode.HALF_UP);
- }
- private static BigDecimal sumBucketPower(Map<String, Map<String, TreeMap<LocalDateTime, BigDecimal>>> deviceData,
- List<String> metricCandidates,
- LocalDateTime bucketStart,
- LocalDateTime bucketEnd) {
- if (deviceData == null || deviceData.isEmpty()) {
- return BigDecimal.ZERO;
- }
- BigDecimal total = BigDecimal.ZERO;
- for (Map<String, TreeMap<LocalDateTime, BigDecimal>> metricMap : deviceData.values()) {
- TreeMap<LocalDateTime, BigDecimal> series = pickSeries(metricMap, metricCandidates);
- if (series == null || series.isEmpty()) {
- continue;
- }
- BigDecimal avg = averageInRange(series, bucketStart, bucketEnd);
- if (avg != null) {
- total = total.add(avg);
- }
- }
- return total;
- }
- private static TreeMap<LocalDateTime, BigDecimal> pickSeries(Map<String, TreeMap<LocalDateTime, BigDecimal>> metricMap,
- List<String> metricCandidates) {
- if (metricMap == null || metricMap.isEmpty()) {
- return null;
- }
- for (String metric : metricCandidates) {
- TreeMap<LocalDateTime, BigDecimal> series = metricMap.get(metric);
- if (series != null && !series.isEmpty()) {
- return series;
- }
- }
- for (Map.Entry<String, TreeMap<LocalDateTime, BigDecimal>> entry : metricMap.entrySet()) {
- if (entry.getValue() != null && !entry.getValue().isEmpty()) {
- return entry.getValue();
- }
- }
- return null;
- }
- private static BigDecimal pickMetric(Map<String, BigDecimal> metrics, List<String> metricCandidates) {
- if (metrics == null || metrics.isEmpty()) {
- return null;
- }
- for (String metric : metricCandidates) {
- BigDecimal value = metrics.get(metric);
- if (value != null) {
- return value;
- }
- }
- return null;
- }
- private static BigDecimal averageInRange(TreeMap<LocalDateTime, BigDecimal> series,
- LocalDateTime startInclusive,
- LocalDateTime endInclusive) {
- BigDecimal sum = BigDecimal.ZERO;
- int count = 0;
- for (Map.Entry<LocalDateTime, BigDecimal> entry : series.subMap(startInclusive, true, endInclusive, true).entrySet()) {
- if (entry.getValue() != null) {
- sum = sum.add(entry.getValue());
- count++;
- }
- }
- if (count == 0) {
- Map.Entry<LocalDateTime, BigDecimal> floor = series.floorEntry(startInclusive);
- if (floor != null && floor.getValue() != null) {
- return floor.getValue();
- }
- return null;
- }
- return sum.divide(BigDecimal.valueOf(count), 4, RoundingMode.HALF_UP);
- }
- private static BigDecimal scale(BigDecimal value) {
- if (value == null) {
- return BigDecimal.ZERO.setScale(2, RoundingMode.HALF_UP);
- }
- return value.setScale(2, RoundingMode.HALF_UP);
- }
- private static VppDevice findDevice(List<VppDevice> devices, Long deviceId) {
- if (devices == null || deviceId == null) {
- return null;
- }
- return devices.stream().filter(d -> deviceId.equals(d.getId())).findFirst().orElse(null);
- }
- /**
- * 日内负荷形态:夜间低、早晚峰、午间次峰
- */
- private static double timeFactor(LocalTime time) {
- int hour = time.getHour();
- int minute = time.getMinute();
- double h = hour + minute / 60.0;
- if (h < 6) {
- return 0.45 + h / 6 * 0.15;
- }
- if (h < 9) {
- return 0.6 + (h - 6) / 3 * 0.35;
- }
- if (h < 12) {
- return 0.95 + (h - 9) / 3 * 0.05;
- }
- if (h < 14) {
- return 0.85;
- }
- if (h < 17) {
- return 0.9 + (h - 14) / 3 * 0.1;
- }
- if (h < 21) {
- return 1.0 - (h - 17) / 4 * 0.35;
- }
- return 0.5 - (h - 21) / 3 * 0.15;
- }
- private static double typeLoadFactor(String resourceType) {
- if (resourceType == null) {
- return 0.7;
- }
- switch (resourceType.toUpperCase()) {
- case "IND_LOAD":
- return 0.75;
- case "COM_BLDG":
- return 0.65;
- case "EVCS":
- return 0.55;
- case "ESS":
- return 0.4;
- case "PV":
- return 1.0;
- default:
- return 0.7;
- }
- }
- private static double pseudoRandom(long seed, long a, int b, int c) {
- long mixed = seed * 31L + a * 17L + b * 13L + c * 7L;
- return (mixed % 1000) / 1000.0;
- }
- private static double pseudoRandom(long seed, int minuteOfDay, int seriesSalt) {
- long mixed = seed * 31L + minuteOfDay * 17L + seriesSalt * 13L;
- return (mixed % 1000) / 1000.0;
- }
- }
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