package com
.tongchuang
.realtime
.mds;
import com
.alibaba
.fastjson
.JSON;
import com
.alibaba
.fastjson
.JSONObject;
import com
.tongchuang
.realtime
.bean
.ULEParamConfig;
import com
.tongchuang
.realtime
.util
.KafkaUtils;
import org
.apache
.flink
.api
.common
.eventtime
.WatermarkStrategy;
import org
.apache
.flink
.api
.common
.state
.;
import org
.apache
.flink
.api
.common
.time
.Time;
import org
.apache
.flink
.api
.common
.typeinfo
.BasicTypeInfo;
import org
.apache
.flink
.api
.common
.typeinfo
.TypeHint;
import org
.apache
.flink
.api
.common
.typeinfo
.TypeInformation;
import org
.apache
.flink
.configuration
.Configuration;
import org
.apache
.flink
.connector
.kafka
.source
.KafkaSource;
import org
.apache
.flink
.connector
.kafka
.source
.enumerator
.initializer
.OffsetsInitializer;
import org
.apache
.flink
.streaming
.api
.datastream
.;
import org
.apache
.flink
.streaming
.api
.environment
.StreamExecutionEnvironment;
import org
.apache
.flink
.streaming
.api
.functions
.co
.KeyedBroadcastProcessFunction;
import org
.apache
.flink
.streaming
.api
.functions
.source
.RichSourceFunction;
import org
.apache
.flink
.util
.Collector;
import org
.apache
.flink
.util
.OutputTag;
import java
.io
.Serializable;
import java
.sql
.;
import java
.text
.ParseException;
import java
.text
.SimpleDateFormat;
import java
.time
.Duration;
import java
.util
.;
import java
.util
.Date;
import java
.util
.concurrent
.TimeUnit;
public class ULEDataanomalyanalysis {
public static void main(String[] args) throws Exception { final StreamExecutionEnvironment env = StreamExecutionEnvironment
.getExecutionEnvironment(); env
.setParallelism(1); env
.getConfig()
.setAutoWatermarkInterval(1000); // Kafka消费者配置 KafkaSource<String> kafkaConsumer = KafkaUtils
.getKafkaConsumer( "realdata_minute", "minutedata_uledataanomalyanalysis", OffsetsInitializer
.latest() ); // 修改Watermark策略 DataStreamSource<String> kafkaDS = env
.fromSource( kafkaConsumer, WatermarkStrategy
.<String>forBoundedOutOfOrderness(Duration
.ofMinutes(1))
.withTimestampAssigner((event, timestamp) -> { try { JSONObject json = JSON
.parseObject(event); return new SimpleDateFormat("yyyy-MM-dd HH:mm")
.parse(json
.getString("times"))
.getTime(); } catch (ParseException e) { return System
.currentTimeMillis(); } }), "realdata_uledataanomalyanalysis" ); kafkaDS
.print("分钟数据流"); // 解析JSON并拆分tag SingleOutputStreamOperator<JSONObject> splitStream = kafkaDS
.map(JSON::parseObject)
.returns(TypeInformation
.of(JSONObject
.class))
.flatMap((JSONObject value, Collector<JSONObject> out) -> { JSONObject data = value
.getJSONObject("datas"); String time = value
.getString("times"); for (String tag : data
.keySet()) { JSONObject tagData = data
.getJSONObject(tag); JSONObject newObj = new JSONObject(); newObj
.put("time", time); newObj
.put("tag", tag); newObj
.put("ontime", tagData
.getDouble("ontime")); newObj
.put("avg", tagData
.getDouble("avg")); out
.collect(newObj); } })
.returns(TypeInformation
.of(JSONObject
.class))
.name("Split-By-Tag"); // 配置数据源 DataStream<ConfigCollection> configDataStream = env
.addSource(new MysqlConfigSource())
.setParallelism(1)
.filter(Objects::nonNull)
.name("Config-Source"); // 标签值数据流 DataStream<Map<String, Object>> tagValueStream = splitStream
.map(json -> { Map<String, Object> valueMap = new HashMap<>(); valueMap
.put("tag", json
.getString("tag")); valueMap
.put("value", "436887485805570949"
.equals(json
.getString("datatype")) ? json
.getDouble("ontime") : json
.getDouble("avg")); return valueMap; })
.returns(new TypeHint<Map<String, Object>>() {})
.name("Tag-Value-Stream"); // 合并配置流和标签值流 DataStream<Object> broadcastStream = configDataStream
.map(config -> (Object) config)
.returns(TypeInformation
.of(Object
.class))
.union( tagValueStream
.map(tagValue -> (Object) tagValue)
.returns(TypeInformation
.of(Object
.class)) ); // 广播流 BroadcastStream<Object> finalBroadcastStream = broadcastStream
.broadcast(Descriptors
.configStateDescriptor, Descriptors
.tagValuesDescriptor); // 按tag分组 KeyedStream<JSONObject, String> keyedStream = splitStream
.keyBy(json -> json
.getString("tag")); BroadcastConnectedStream<JSONObject, Object> connectedStream = keyedStream
.connect(finalBroadcastStream); // 异常检测处理 SingleOutputStreamOperator<JSONObject> anomalyStream = connectedStream
.process(new OptimizedAnomalyDetectionFunction())
.name("Anomaly-Detection"); anomalyStream
.print("异常检测结果"); // 离线检测结果侧输出 DataStream<String> offlineCheckStream = anomalyStream
.getSideOutput(OptimizedAnomalyDetectionFunction
.OFFLINE_CHECK_TAG); offlineCheckStream
.print("离线检测结果"); env
.execute("uledataanomalyanalysis"); } // 配置集合类 public static class ConfigCollection implements Serializable { private static final long serialVersionUID = 1L; public final Map<String, List<ULEParamConfig>> tagToConfigs; public final Map<String, ULEParamConfig> encodeToConfig; public final Set<String> allTags; public final long checkpointTime; public ConfigCollection(Map<String, List<ULEParamConfig>> tagToConfigs, Map<String, ULEParamConfig> encodeToConfig) { this
.tagToConfigs = new HashMap<>(tagToConfigs); this
.encodeToConfig = new HashMap<>(encodeToConfig); this
.allTags = new HashSet<>(tagToConfigs
.keySet()); this
.checkpointTime = System
.currentTimeMillis(); } } // MySQL配置源 public static class MysqlConfigSource extends RichSourceFunction<ConfigCollection> { private volatile boolean isRunning = true; private final long interval = TimeUnit
.MINUTES
.toMillis(5); @Override public void run(SourceContext<ConfigCollection> ctx) throws Exception { while (isRunning) { ConfigCollection newConfig = loadParams(); if (newConfig != null) { ctx
.collect(newConfig); System
.out
.println("配置加载完成，检查点时间: " + new Date(newConfig
.checkpointTime)); } else { System
.out
.println("配置加载失败"); } Thread
.sleep(interval); } } private ConfigCollection loadParams() { Map<String, List<ULEParamConfig>> tagToConfigs = new HashMap<>(5000); Map<String, ULEParamConfig> encodeToConfig = new HashMap<>(5000); String url = "jdbc:mysql://10
.51
.37
.73:3306/eps?useUnicode=true&characterEncoding=utf8&zeroDateTimeBehavior=convertToNull&useSSL=true&serverTimezone=GMT%2B8"; String user = "root"; String password = "6CKIm5jDVsLrahSw"; String query = "SELECT F_tag AS tag, F_enCode AS encode, F_dataTypes AS datatype, " + "F_isConstantValue AS constantvalue, F_isOnline AS isonline, " + "F_isSync AS issync, F_syncParaEnCode AS syncparaencode, " + "F_isZero AS iszero, F_isHigh AS ishigh, F_highThreshold AS highthreshold, " + "F_isLow AS islow, F_lowThreshold AS lowthreshold, F_duration AS duration " + "FROM t_equipmentparameter " + "WHERE F_enabledmark = '1' AND (F_isConstantValue='1' OR F_isZero='1' " + "OR F_isHigh='1' OR F_isLow='1' OR F_isOnline='1' OR F_isSync='1')"; try (Connection conn = DriverManager
.getConnection(url, user, password); Statement stmt = conn
.createStatement(); ResultSet rs = stmt
.executeQuery(query)) { while (rs
.next()) { ULEParamConfig config = new ULEParamConfig(); config
.tag = rs
.getString("tag"); config
.encode = rs
.getString("encode"); config
.datatype = rs
.getString("datatype"); config
.constantvalue = rs
.getInt("constantvalue"); config
.iszero = rs
.getInt("iszero"); config
.ishigh = rs
.getInt("ishigh"); config
.highthreshold = rs
.getDouble("highthreshold"); config
.islow = rs
.getInt("islow"); config
.lowthreshold = rs
.getDouble("lowthreshold"); config
.duration = rs
.getLong("duration"); config
.isonline = rs
.getInt("isonline"); config
.issync = rs
.getInt("issync"); config
.syncparaencode = rs
.getString("syncparaencode"); if (config
.encode == null || config
.encode
.isEmpty()) { System
.err
.println("忽略无效配置: 空encode"); continue; } String tag = config
.tag; tagToConfigs
.computeIfAbsent(tag, k -> new ArrayList<>(10))
.add(config); encodeToConfig
.put(config
.encode, config); } System
.out
.println("加载配置: " + encodeToConfig
.size() + " 个参数"); return new ConfigCollection(tagToConfigs, encodeToConfig); } catch (SQLException e) { System
.err
.println("加载参数配置错误:"); e
.printStackTrace(); return null; } } @Override public void cancel() { isRunning = false; } } // 状态描述符 public static class Descriptors { public static final MapStateDescriptor<Void, ConfigCollection> configStateDescriptor = new MapStateDescriptor<>( "configState", TypeInformation
.of(Void
.class), TypeInformation
.of(ConfigCollection
.class) ); public static final MapStateDescriptor<String, Double> tagValuesDescriptor = new MapStateDescriptor<>( "tagValuesBroadcastState", BasicTypeInfo
.STRING_TYPE_INFO, BasicTypeInfo
.DOUBLE_TYPE_INFO ); } // 重构后的异常检测函数（重点修复离线检测） public static class OptimizedAnomalyDetectionFunction extends KeyedBroadcastProcessFunction<String, JSONObject, Object, JSONObject> { public static final OutputTag<String> OFFLINE_CHECK_TAG = new OutputTag<String>("offline-check"){}; // 状态管理 private transient MapState<String, AnomalyState> stateMap; private transient MapState<String, Long> lastDataTimeMap; private transient MapState<String, Long> lastUpdateTimeState; // 最后更新时间（处理时间） private transient MapState<String, Long> processingTimerState; // 处理时间定时器状态 private transient SimpleDateFormat timeFormat; private transient long lastSyncLogTime = 0; @Override public void open(Configuration parameters) { StateTtlConfig ttlConfig = StateTtlConfig
.newBuilder(Time
.days(30))
.setUpdateType(StateTtlConfig
.UpdateType
.OnCreateAndWrite)
.setStateVisibility(StateTtlConfig
.StateVisibility
.NeverReturnExpired)
.cleanupFullSnapshot()
.build(); // 异常状态存储 MapStateDescriptor<String, AnomalyState> stateDesc = new MapStateDescriptor<>( "anomalyState", BasicTypeInfo
.STRING_TYPE_INFO, TypeInformation
.of(AnomalyState
.class) ); stateDesc
.enableTimeToLive(ttlConfig); stateMap = getRuntimeContext()
.getMapState(stateDesc); // 最后数据时间存储（事件时间） MapStateDescriptor<String, Long> timeDesc = new MapStateDescriptor<>( "lastDataTimeState", BasicTypeInfo
.STRING_TYPE_INFO, BasicTypeInfo
.LONG_TYPE_INFO ); timeDesc
.enableTimeToLive(ttlConfig); lastDataTimeMap = getRuntimeContext()
.getMapState(timeDesc); // 最后更新时间状态（处理时间） MapStateDescriptor<String, Long> updateTimeDesc = new MapStateDescriptor<>( "lastUpdateTimeState", BasicTypeInfo
.STRING_TYPE_INFO, BasicTypeInfo
.LONG_TYPE_INFO ); updateTimeDesc
.enableTimeToLive(ttlConfig); lastUpdateTimeState = getRuntimeContext()
.getMapState(updateTimeDesc); // 处理时间定时器状态 MapStateDescriptor<String, Long> timerDesc = new MapStateDescriptor<>( "processingTimerState", BasicTypeInfo
.STRING_TYPE_INFO, BasicTypeInfo
.LONG_TYPE_INFO ); timerDesc
.enableTimeToLive(ttlConfig); processingTimerState = getRuntimeContext()
.getMapState(timerDesc); timeFormat = new SimpleDateFormat("yyyy-MM-dd HH:mm"); } @Override public void processElement(JSONObject data, ReadOnlyContext ctx, Collector<JSONObject> out) throws Exception { String tag = ctx
.getCurrentKey(); String timeStr = data
.getString("time"); long eventTime = timeFormat
.parse(timeStr)
.getTime(); long currentProcessingTime = System
.currentTimeMillis(); // 更新最后数据时间（事件时间） lastDataTimeMap
.put(tag, eventTime); // 更新最后处理时间（关键修改） lastUpdateTimeState
.put(tag, currentProcessingTime); // 取消现有定时器（如有） Long existingTimer = processingTimerState
.get(tag); if (existingTimer != null) { ctx
.timerService()
.deleteProcessingTimeTimer(existingTimer); } // 获取广播配置 ConfigCollection configCollection = getBroadcastConfig(ctx); if (configCollection == null) return; List<ULEParamConfig> configs = configCollection
.tagToConfigs
.get(tag); if (configs == null || configs
.isEmpty()) return; // 清理无效状态 List<String> keysToRemove = new ArrayList<>(); for (String encode : stateMap
.keys()) { boolean found = false; for (ULEParamConfig cfg : configs) { if (cfg
.encode
.equals(encode)) { found = true; break; } } if (!found) { System
.out
.println("清理过期状态: " + encode); keysToRemove
.add(encode); } } for (String encode : keysToRemove) { stateMap
.remove(encode); } double value = 0; boolean valueSet = false; // 重置离线状态（数据到达表示恢复） for (ULEParamConfig config : configs) { if (config
.isonline == 1) { AnomalyState state = getOrCreateState(config
.encode); AnomalyStatus status = state
.getStatus(6); if (status
.reported) { reportAnomaly(6, 0, 0
.0, timeStr, config, out); status
.reset(); stateMap
.put(config
.encode, state); System
.out
.println("离线恢复: tag=" + tag + ", encode=" + config
.encode); } } } // 注册新定时器（使用处理时间） long minDuration = getMinDuration(configs); if (minDuration != Long
.MAX_VALUE) { long nextCheckTime = currentProcessingTime + minDuration * 60 * 1000; ctx
.timerService()
.registerProcessingTimeTimer(nextCheckTime); processingTimerState
.put(tag, nextCheckTime); } // 遍历配置项进行异常检测 for (ULEParamConfig config : configs) { if (!valueSet) { value = "436887485805570949"
.equals(config
.datatype) ? data
.getDouble("ontime") : data
.getDouble("avg"); valueSet = true; } AnomalyState state = getOrCreateState(config
.encode); // 处理异常类型 checkConstantValueAnomaly(config, value, timeStr, state, out); // 1
. 恒值检测 checkZeroValueAnomaly(config, value, timeStr, state, out); // 2
. 零值检测 checkThresholdAnomaly(config, value, timeStr, state, out); // 3
. 上阈值, 4
. 下阈值 checkSyncAnomaly(config, value, timeStr, state, configCollection, ctx, out); // 5
. 同步检测 stateMap
.put(config
.encode, state); } } @Override public void onTimer(long timestamp, OnTimerContext ctx, Collector<JSONObject> out) throws Exception { String tag = ctx
.getCurrentKey(); long currentTime = System
.currentTimeMillis(); ConfigCollection configCollection = getBroadcastConfig(ctx); if (configCollection == null) return; List<ULEParamConfig> configs = configCollection
.tagToConfigs
.get(tag); if (configs == null) return; // 获取标签最后更新时间 Long lastUpdateTime = lastUpdateTimeState
.get(tag); boolean hasOnlineConfig = false; long minDuration = Long
.MAX_VALUE; for (ULEParamConfig config : configs) { if (config
.isonline == 1) { hasOnlineConfig = true; minDuration = Math
.min(minDuration, config
.duration); AnomalyState state = getOrCreateState(config
.encode); AnomalyStatus status = state
.getStatus(6); // 检查是否超时 boolean isOffline = false; if (lastUpdateTime == null) { // 从未收到数据 Long initTime = state
.getInitTime(); if (initTime == null) { initTime = configCollection
.checkpointTime; state
.setInitTime(initTime); } isOffline = (currentTime - initTime) >= config
.duration * 60 * 1000; } else { // 已有数据但超时 isOffline = (currentTime - lastUpdateTime) >= config
.duration * 60 * 1000; } if (isOffline) { if (!status
.reported) { String triggerTime = timeFormat
.format(new Date(currentTime)); reportAnomaly(6, 1, 0
.0, triggerTime, config, out); status
.reported = true; // 侧输出流日志 String message = lastUpdateTime == null ? String
.format("离线异常(从未收到数据): tag=%s, encode=%s, 阈值=%d分钟", config
.tag, config
.encode, config
.duration) : String
.format("离线异常: tag=%s, encode=%s, 最后更新时间=%s, 当前时间=%s, 时间差=%
.1f分钟 (阈值=%d分钟)", config
.tag, config
.encode, timeFormat
.format(new Date(lastUpdateTime)), triggerTime, (currentTime - lastUpdateTime) / 60000
.0, config
.duration); ctx
.output(OFFLINE_CHECK_TAG, message); System
.out
.println(message); } } else if (status
.reported) { // 恢复在线状态 reportAnomaly(6, 0, 0
.0, timeFormat
.format(new Date()), config, out); status
.reset(); System
.out
.println("离线恢复: tag=" + tag + ", encode=" + config
.encode); } stateMap
.put(config
.encode, state); } } // 重新注册定时器（每分钟检查一次） if (hasOnlineConfig) { long nextCheckTime = currentTime + TimeUnit
.MINUTES
.toMillis(1); ctx
.timerService()
.registerProcessingTimeTimer(nextCheckTime); processingTimerState
.put(tag, nextCheckTime); } } // 辅助方法：获取最小duration private long getMinDuration(List<ULEParamConfig> configs) { long minDuration = Long
.MAX_VALUE; for (ULEParamConfig config : configs) { if (config
.isonline == 1) { minDuration = Math
.min(minDuration, config
.duration); } } return minDuration; } // 恒值检测 - 异常类型1 private void checkConstantValueAnomaly(ULEParamConfig config, double currentValue, String timeStr, AnomalyState state, Collector<JSONObject> out) { if (config
.constantvalue != 1) return; try { AnomalyStatus status = state
.getStatus(1); long durationThreshold = config
.duration * 60 * 1000; Date timestamp = timeFormat
.parse(timeStr); if (status
.lastValue == null) { status
.lastValue = currentValue; status
.lastChangeTime = timestamp; return; } if (Math
.abs(currentValue - status
.lastValue) > 0
.001) { status
.lastValue = currentValue; status
.lastChangeTime = timestamp; if (status
.reported) { reportAnomaly(1, 0, currentValue, timeStr, config, out); } status
.reset(); return; } long elapsed = timestamp
.getTime() - status
.lastChangeTime
.getTime(); if (elapsed > durationThreshold) { if (!status
.reported) { reportAnomaly(1, 1, currentValue, timeStr, config, out); status
.reported = true; } } } catch (Exception e) { System
.err
.println("恒值检测错误: " + config
.encode + " - " + e
.getMessage()); } } // 零值检测 - 异常类型2 private void checkZeroValueAnomaly(ULEParamConfig config, double currentValue, String timeStr, AnomalyState state, Collector<JSONObject> out) { if (config
.iszero != 1) return; try { AnomalyStatus status = state
.getStatus(2); Date timestamp = timeFormat
.parse(timeStr); boolean isZero = Math
.abs(currentValue) < 0
.001; if (isZero) { if (status
.startTime == null) { status
.startTime = timestamp; } else if (!status
.reported) { long elapsed = timestamp
.getTime() - status
.startTime
.getTime(); if (elapsed >= config
.duration * 60 * 1000) { reportAnomaly(2, 1, currentValue, timeStr, config, out); status
.reported = true; } } } else { if (status
.reported) { reportAnomaly(2, 0, currentValue, timeStr, config, out); status
.reset(); } else if (status
.startTime != null) { status
.startTime = null; } } } catch (Exception e) { System
.err
.println("零值检测错误: " + config
.encode + " - " + e
.getMessage()); } } // 阈值检测 - 异常类型3(上阈值)和4(下阈值) private void checkThresholdAnomaly(ULEParamConfig config, double currentValue, String timeStr, AnomalyState state, Collector<JSONObject> out) { try { if (config
.ishigh == 1) { AnomalyStatus highStatus = state
.getStatus(3); processThresholdAnomaly(highStatus, currentValue, timeStr, currentValue > config
.highthreshold, config, 3, out); } if (config
.islow == 1) { AnomalyStatus lowStatus = state
.getStatus(4); processThresholdAnomaly(lowStatus, currentValue, timeStr, currentValue < config
.lowthreshold, config, 4, out); } } catch (Exception e) { System
.err
.println("阈值检测错误: " + config
.encode + " - " + e
.getMessage()); } } private void processThresholdAnomaly(AnomalyStatus status, double currentValue, String timeStr, boolean isAnomaly, ULEParamConfig config, int anomalyType, Collector<JSONObject> out) { try { Date timestamp = timeFormat
.parse(timeStr); if (isAnomaly) { if (status
.startTime == null) { status
.startTime = timestamp; } else if (!status
.reported) { long elapsed = timestamp
.getTime() - status
.startTime
.getTime(); if (elapsed >= config
.duration * 60 * 1000) { reportAnomaly(anomalyType, 1, currentValue, timeStr, config, out); status
.reported = true; } } } else { if (status
.reported) { reportAnomaly(anomalyType, 0, currentValue, timeStr, config, out); status
.reset(); } else if (status
.startTime != null) { status
.startTime = null; } } } catch (Exception e) { System
.err
.println("阈值处理错误:极速版 " + config
.encode + " - " + e
.getMessage()); } } // 同步检测 - 异常类型5（优化日志输出） private void checkSyncAnomaly(ULEParamConfig config, double currentValue, String timeStr, AnomalyState state, ConfigCollection configCollection, ReadOnlyContext ctx, Collector<JSONObject> out) { if (config
.issync != 1 || config
.syncparaencode == null || config
.syncparaencode
.isEmpty()) { return; } try { // 通过encode获取关联配置 ULEParamConfig relatedConfig = configCollection
.encodeToConfig
.get(config
.syncparaencode); if (relatedConfig == null) { if (System
.currentTimeMillis() - lastSyncLogTime > 60000) { System
.out
.println("同步检测错误: 未找到关联配置, encode=" + config
.syncparaencode); lastSyncLogTime = System
.currentTimeMillis(); } return; } // 获取关联配置的tag String relatedTag = relatedConfig
.tag; if (relatedTag == null || relatedTag
.isEmpty()) { if (System
.currentTimeMillis() - lastSyncLogTime > 60000) { System
.out
.println("同步检测错误: 关联配置没有tag, encode=" + config
.syncparaencode); lastSyncLogTime = System
.currentTimeMillis(); } return; } // 从广播状态获取关联值 ReadOnlyBroadcastState<String, Double> tagValuesState = ctx
.getBroadcastState(Descriptors
.tagValuesDescriptor); Double relatedValue = tagValuesState
.get(relatedTag); if (relatedValue == null) { if (System
.currentTimeMillis() - lastSyncLogTime > 60000) { // 优化日志：添加当前标签信息 System
.out
.printf("同步检测警告: 关联值未初始化 [主标签=%s(%s), 关联标签=%s(%s)]%n", config
.tag, config
.encode, relatedTag, config
.syncparaencode); lastSyncLogTime = System
.currentTimeMillis(); } return; } // 同步检测逻辑 AnomalyStatus status = state
.getStatus(5); Date timestamp = timeFormat
.parse(timeStr); // 业务逻辑：当前值接近1且关联值接近0时异常 boolean isAnomaly = (currentValue >= 0
.99) && (Math
.abs(relatedValue) < 0
.01); // 日志记录 if (System
.currentTimeMillis() - lastSyncLogTime > 60000) { System
.out
.printf("同步检测: %s (%
.4f) vs %s (%
.4f) -> %b%n", config
.tag, currentValue, relatedTag, relatedValue, isAnomaly); lastSyncLogTime = System
.currentTimeMillis(); } // 处理异常状态 if (isAnomaly) { if (status
.startTime == null) { status
.startTime = timestamp; } else if (!status
.reported) { long elapsed = timestamp
.getTime() - status
.startTime
.getTime(); if (elapsed >= config
.duration * 60 * 1000) { reportAnomaly(5, 1, currentValue, timeStr, config, out); status
.reported = true; } } } else { if (status
.reported) { reportAnomaly(5, 0, currentValue, timeStr, config, out); status
.reset(); } else if (status
.startTime != null) { status
.startTime = null; } } } catch (ParseException e) { System
.err
.println("同步检测时间解析错误: " + config
.encode + " - " + e
.getMessage()); } catch (Exception e) { System
.err
.println("同步检测错误: " + config
.encode + " - " + e
.getMessage()); } } // 报告异常（添加详细日志） private void reportAnomaly(int anomalyType, int statusFlag, double value, String time, ULEParamConfig config, Collector<JSONObject> out) { JSONObject event = new JSONObject(); event
.put("tag", config
.tag); event
.put("paracode", config
.encode); event
.put("abnormaltype", anomalyType); event
.put("statusflag", statusFlag); event
.put("datavalue", value); event
.put("triggertime", time); out
.collect(event); // 添加详细日志输出 String statusDesc = statusFlag == 1 ? "异常开始" : "异常结束"; System
.out
.printf("报告异常: 类型=%d, 状态=%s, 标签=%s, 编码=%s, 时间=%s%n", anomalyType, statusDesc, config
.tag, config
.encode, time); } @Override public void processBroadcastElement(Object broadcastElement, Context ctx, Collector<JSONObject> out) throws Exception { // 处理配置更新 if (broadcastElement instanceof ConfigCollection) { ConfigCollection newConfig = (ConfigCollection) broadcastElement; BroadcastState<Void, ConfigCollection> configState = ctx
.getBroadcastState(Descriptors
.configStateDescriptor); // 获取旧配置 ConfigCollection oldConfig = configState
.get(null); // 处理配置变更：清理不再启用的报警 if (oldConfig != null) { for (Map
.Entry<String, ULEParamConfig> entry : oldConfig
.encodeToConfig
.entrySet()) { String encode = entry
.getKey(); ULEParamConfig oldCfg = entry
.getValue(); ULEParamConfig newCfg = newConfig
.encodeToConfig
.get(encode); if (newCfg == null || !isAlarmEnabled(newCfg, oldCfg)) { // 发送恢复事件 sendRecoveryEvents(encode, oldCfg, ctx, out); } } } // 更新广播状态 configState
.put(null, newConfig); System
.out
.println("广播配置更新完成, 配置项: " + newConfig
.encodeToConfig); } // 处理标签值更新 else if (broadcastElement instanceof Map) { @SuppressWarnings("unchecked") Map<String, Object> tagValue = (Map<String, Object>) broadcastElement; String tag = (String) tagValue
.get("tag"); Double value = (Double) tagValue
.get("value"); if (tag != null && value != null) { BroadcastState<String, Double> tagValuesState = ctx
.getBroadcastState(Descriptors
.tagValuesDescriptor); tagValuesState
.put(tag, value); } } } // 检查报警是否启用 private boolean isAlarmEnabled(ULEParamConfig newCfg, ULEParamConfig oldCfg) { return (oldCfg
.constantvalue == 1 && newCfg
.constantvalue == 1) || (oldCfg
.iszero == 1 && newCfg
.iszero == 1) || (oldCfg
.ishigh == 1 && newCfg
.ishigh == 1) || (oldCfg
.islow == 1 && newCfg
.islow == 1) || (oldCfg
.isonline == 1 && newCfg
.isonline == 1) || (oldCfg
.issync == 1 && newCfg
.issync == 1); } // 发送恢复事件 private void sendRecoveryEvents(String encode, ULEParamConfig config, Context ctx, Collector<JSONObject> out) { try { AnomalyState state = stateMap
.get(encode); if (state == null) return; // 遍历所有可能的报警类型 for (int type = 1; type <= 6; type++) { AnomalyStatus status = state
.getStatus(type); if (status
.reported) { JSONObject recoveryEvent = new JSONObject(); recoveryEvent
.put("tag", config
.tag); recoveryEvent
.put("paracode", config
.encode); recoveryEvent
.put("abnormaltype", type); recoveryEvent
.put("statusflag", 0); // 恢复事件 recoveryEvent
.put("datavalue", 0
.0); recoveryEvent
.put("triggertime", timeFormat
.format(new Date())); out
.collect(recoveryEvent); System
.out
.println("发送恢复事件: 类型=" + type + ", 标签=" + config
.tag); status
.reset(); } } // 更新状态 stateMap
.put(encode, state); } catch (Exception e) { System
.err
.println("发送恢复事件失败: " + e
.getMessage()); } } // 辅助方法 private ConfigCollection getBroadcastConfig(ReadOnlyContext ctx) throws Exception { return ctx
.getBroadcastState(Descriptors
.configStateDescriptor)
.get(null); } private AnomalyState getOrCreateState(String encode) throws Exception { AnomalyState state = stateMap
.get(encode); if (state == null) { state = new AnomalyState(); } return state; } } // 异常状态类（新增initTime字段） public static class AnomalyState implements Serializable { private static final long serialVersionUID = 1L; private final Map<Integer, AnomalyStatus> statusMap = new HashMap<>(); private Long initTime; // 初始化时间（用于从未收到数据的检测） public AnomalyStatus getStatus(int type) { return statusMap
.computeIfAbsent(type, k -> new AnomalyStatus()); } public Long getInitTime() { return initTime; } public void setInitTime(Long initTime) { this
.initTime = initTime; } } // 异常状态详情（保持不变） public static class AnomalyStatus implements Serializable { private static final long serialVersionUID = 1L; public Date startTime; // 异常开始时间 public Double lastValue; // 用于恒值检测 public Date lastChangeTime; // 值最后变化时间 public boolean reported; // 是否已报告 public void reset() { startTime = null; lastValue = null; lastChangeTime = null; reported = false; } }
}
运行日志为：“C:\Program Files (x86)\Java\jdk1
.8
.0_102\bin\java
.exe” -agentlib:jdwp=transport=dt_socket,address=127
.0
.0
.1:24763,suspend=y,server=n -javaagent:C:\Users\Administrator\AppData\Local\JetBrains\IntelliJIdea2021
.2\captureAgent\debugger-agent
.jar=file:/C:/Users/Administrator/AppData/Local/Temp/capture
.props -Dfile
.encoding=UTF-8 -classpath C:\Users\Administrator\AppData\Local\Temp\classpath1582414257
.jar com
.tongchuang
.realtime
.mds
.ULEDataanomalyanalysis
已连接到目标 VM, 地址: ‘‘127
.0
.0
.1:24763’，传输: ‘套接字’’
SLF4J: Class path contains multiple SLF4J bindings
.
SLF4J: Found binding in [jar:file:/F:/flink/flinkmaven/repository/org/apache/logging/log4j/log4j-slf4j-impl/2
.10
.0/log4j-slf4j-impl-2
.10
.0
.jar!/org/slf4j/impl/StaticLoggerBinder
.class]
SLF4J: Found binding in [jar:file:/F:/flink/flinkmaven/repository/org/slf4j/slf4j-log4j12/1
.7
.25/slf4j-log4j12-1
.7
.25
.jar!/org/slf4j/impl/StaticLoggerBinder
.class]
SLF4J: See http://www
.slf4j
.org/codes
.html#multiple_bindings for an explanation
.
SLF4J: Actual binding is of type [org
.apache
.logging
.slf4j
.Log4jLoggerFactory]
加载配置: 30 个参数
配置加载完成，检查点时间: Wed Aug 06 08:59:30 CST 2025
广播配置更新完成, 配置项: {EP000015=ULEParamConfig(tag=DA-LT-6BT005, encode=EP000015, datatype=436887289021410181, constantvalue=1, iszero=1, isonline=1, issync=0, syncparaencode=, ishigh=1, highthreshold=10000
.0, islow=1, lowthreshold=10
.0, duration=3), EP000014=ULEParamConfig(tag=DA_DB195_RH_R_0281, encode=EP000014, datatype=436887289021410181, constantvalue=1, iszero=1, isonline=1, issync=0, syncparaencode=, ishigh=1, highthreshold=10000
.0, islow=1, lowthreshold=10
.0, duration=3), EP000013=ULEParamConfig(tag=DA-LT-6BT008, encode=EP000013, datatype=436887289021410181, constantvalue=1, iszero=1, isonline=1, issync=0, syncparaencode=, ishigh=1, highthreshold=10000
.0, islow=1, lowthreshold=10
.0, duration=3), EP000012=ULEParamConfig(tag=DA-LT-6BT004, encode=EP000012, datatype=436887289021410181, constantvalue=1, iszero=1, isonline=1, issync=0, syncparaencode=, ishigh=1, highthreshold=10000
.0, islow=1, lowthreshold=10
.0, duration=3), EP000011=ULEParamConfig(tag=DA-LT-6BT005, encode=EP000011, datatype=436887289021410181, constantvalue=1, iszero=1, isonline=1, issync=0, syncparaencode=, ishigh=1, highthreshold=10000
.0, islow=1, lowthreshold=10
.0, duration=3), EP000010=ULEParamConfig(tag=DA-LT-6BT001, encode=EP000010, datatype=436887289021410181, constantvalue=1, iszero=1, isonline=1, issync=0, syncparaencode=, ishigh=1, highthreshold=10000
.0, islow=1, lowthreshold=10
.0, duration=3), EP100013=ULEParamConfig(tag=DA-LT-6BT008, encode=EP100013, datatype=436887289021410181, constantvalue=1, iszero=1, isonline=1, issync=0, syncparaencode=, ishigh=1, highthreshold=10000
.0, islow=1, lowthreshold=10
.0, duration=3), EP100014=ULEParamConfig(tag=DA_DB195_RH_R_0281, encode=EP100014, datatype=436887289021410181, constantvalue=1, iszero=1, isonline=1, issync=0, syncparaencode=, ishigh=1, highthreshold=10000
.0, islow=1, lowthreshold=10
.0, duration=3), EP000019=ULEParamConfig(tag=DA-LT-5BT0005, encode=EP000019, datatype=436887248101780357, constantvalue=1, iszero=1, isonline=1, issync=0, syncparaencode=, ishigh=1, highthreshold=10000
.0, islow=1, lowthreshold=10
.0, duration=3), EP000018=ULEParamConfig(tag=DA-LT-4BT0004, encode=EP000018, datatype=436887289021410181, constantvalue=1, iszero=1, isonline=1, issync=0, syncparaencode=, ishigh=1, highthreshold=10000
.0, islow=1, lowthreshold=10
.0, duration=3), EP100010=ULEParamConfig(tag=DA-LT-6BT001, encode=EP100010, datatype=436887289021410181, constantvalue=1, iszero=1, isonline=1, issync=0, syncparaencode=, ishigh=1, highthreshold=10000
.0, islow=1, lowthreshold=10
.0, duration=3), EP000017=ULEParamConfig(tag=DA-LT-4BT0005, encode=EP000017, datatype=436887289021410181, constantvalue=1, iszero=1, isonline=1, issync=0, syncparaencode=, ishigh=1, highthreshold=10000
.0, islow=1, lowthreshold=10
.0, duration=3), EP100011=ULEParamConfig(tag=DA-LT-6BT005, encode=EP100011, datatype=436887289021410181, constantvalue=1, iszero=1, isonline=1, issync=0, syncparaencode=, ishigh=1, highthreshold=10000
.0, islow=1, lowthreshold=10
.0, duration=3), EP000016=ULEParamConfig(tag=DA-LT-6BT004, encode=EP000016, datatype=436887289021410181, constantvalue=1, iszero=1, isonline=1, issync=0, syncparaencode=, ishigh=1, highthreshold=10000
.0, islow=1, lowthreshold=10
.0, duration=3), EP100012=ULEParamConfig(tag=DA-LT-6BT004, encode=EP100012, datatype=436887289021410181, constantvalue=1, iszero=1, isonline=1, issync=0, syncparaencode=, ishigh=1, highthreshold=10000
.0, islow=1, lowthreshold=10
.0, duration=3), EP000004=ULEParamConfig(tag=DA-LT-4BT0004, encode=EP000004, datatype=436887289021410181, constantvalue=1, iszero=1, isonline=1, issync=0, syncparaencode=, ishigh=1, highthreshold=10000
.0, islow=1, lowthreshold=10
.0, duration=3), EP000003=ULEParamConfig(tag=DA-LT-4BT0008, encode=EP000003, datatype=436887289021410181, constantvalue=1, iszero=1, isonline=1, issync=0, syncparaencode=, ishigh=1, highthreshold=10000
.0, islow=1, lowthreshold=10
.0, duration=3), EP000002=ULEParamConfig(tag=DA-LT-4BT0001, encode=EP000002, datatype=436887289021410181, constantvalue=1, iszero=1, isonline=1, issync=0, syncparaencode=, ishigh=1, highthreshold=10000
.0, islow=1, lowthreshold=10
.0, duration=3), EP000001=ULEParamConfig(tag=DA-DB195-RH-B-0201, encode=EP000001, datatype=436887485805570949, constantvalue=1, iszero=1, isonline=1, issync=1, syncparaencode=EP000022, ishigh=1, highthreshold=10000
.0, islow=1, lowthreshold=10
.0, duration=3), EP000022=ULEParamConfig(tag=DA-LT-4BT0007, encode=EP000022, datatype=436887289021410181, constantvalue=1, iszero=1, isonline=1, issync=0, syncparaencode=, ishigh=1, highthreshold=10000
.0, islow=1, lowthreshold=10
.0, duration=3), EP000021=ULEParamConfig(tag=DA-LT-6BT008, encode=EP000021, datatype=436887289021410181, constantvalue=1, iszero=1, isonline=1, issync=0, syncparaencode=, ishigh=1, highthreshold=10000
.0, islow=1, lowthreshold=10
.0, duration=3), EP100007=ULEParamConfig(tag=DA-LT-5BT0005, encode=EP100007, datatype=436887289021410181, constantvalue=1, iszero=1, isonline=1, issync=0, syncparaencode=, ishigh=1, highthreshold=10000
.0, islow=1, lowthreshold=10
.0, duration=3), EP000020=ULEParamConfig(tag=DA-LT-6BT005, encode=EP000020, datatype=436887248101780357, constantvalue=1, iszero=1, isonline=1, issync=0, syncparaencode=, ishigh=1, highthreshold=10000
.0, islow=1, lowthreshold=10
.0, duration=3), EP100008=ULEParamConfig(tag=DA-LT-5BT0005, encode=EP100008, datatype=436887289021410181, constantvalue=1, iszero=1, isonline=1, issync=0, syncparaencode=, ishigh=1, highthreshold=10000
.0, islow=1, lowthreshold=10
.0, duration=3), EP100009=ULEParamConfig(tag=DA-LT-5BT0008, encode=EP100009, datatype=436887289021410181, constantvalue=1, iszero=1, isonline=1, issync=0, syncparaencode=, ishigh=1, highthreshold=10000
.0, islow=1, lowthreshold=10
.0, duration=3), EP000009=ULEParamConfig(tag=DA-LT-5BT0008, encode=EP000009, datatype=436887289021410181, constantvalue=1, iszero=1, isonline=1, issync=0, syncparaencode=, ishigh=1, highthreshold=10000
.0, islow=1, lowthreshold=10
.0, duration=3), EP000008=ULEParamConfig(tag=DA-LT-5BT0004, encode=EP000008, datatype=436887289021410181, constantvalue=1, iszero=1, isonline=1, issync=0, syncparaencode=, ishigh=1, highthreshold=10000
.0, islow=1, lowthreshold=10
.0, duration=3), EP000007=ULEParamConfig(tag=DA-LT-5BT0004, encode=EP000007, datatype=436887289021410181, constantvalue=1, iszero=1, isonline=1, issync=0, syncparaencode=, ishigh=1, highthreshold=10000
.0, islow=1, lowthreshold=10
.0, duration=3), EP000006=ULEParamConfig(tag=DA-LT-5BT0001, encode=EP000006, datatype=436887289021410181, constantvalue=1, iszero=1, isonline=1, issync=0, syncparaencode=, ishigh=1, highthreshold=10000
.0, islow=1, lowthreshold=10
.0, duration=3), EP000005=ULEParamConfig(tag=DA-LT-4BT0005, encode=EP000005, datatype=436887289021410181, constantvalue=1, iszero=1, isonline=1, issync=0, syncparaencode=, ishigh=1, highthreshold=10000
.0, islow=1, lowthreshold=10
.0, duration=3)}
分钟数据流> {“times”:“2025-08-06 08:59”,“datas”:{“DA-LT-5BT0001”:{“ontime”:3064
.1802,“avg”:3067
.4769,“min”:3020
.7207,“max”:3103
.9932},“DA-LT-6BT008”:{“ontime”:182
.8847,“avg”:181
.7926,“min”:180
.9806,“max”:182
.8847},“DA-LT-5BT0005”:{“ontime”:402
.42,“avg”:403
.339,“min”:402
.42,“max”:404
.28},“DA-LT-6BT004”:{“ontime”:1216
.4056,“avg”:1216
.0174,“min”:1215
.5714,“max”:1216
.439},“DA-LT-5BT0004”:{“ontime”:1195
.0,“avg”:1196
.3017,“min”:1194
.8,“max”:1197
.9},“DA-LT-6BT005”:{“ontime”:401
.5108,“avg”:400
.6736,“min”:399
.7049,“max”:401
.5108},“DA-LT-5BT0008”:{“ontime”:184
.3,“avg”:185
.3683,“min”:184
.3,“max”:185
.9},“DA-NY-LG1ZL-2-001”:{“ontime”:0
.0,“avg”:0
.0,“min”:0
.0,“max”:0
.0},“DA-LT-4BT0008”:{“ontime”:146
.1625,“avg”:145
.9867,“min”:144
.8875,“max”:149
.0875},“DB5701P250A00_101”:{“ontime”:1
.0,“avg”:1
.0,“min”:1
.0,“max”:1
.0},“DA-LT-4BT0004”:{“ontime”:1209
.0,“avg”:1209
.0,“min”:1209
.0,“max”:1209
.0},“DA-LT-6BT001”:{“ontime”:178349
.86,“avg”:178462
.2957,“min”:176977
.33,“max”:179571
.25},“DA-NY-LG2ZL-2-003”:{“ontime”:1
.0,“avg”:1
.0,“min”:1
.0,“max”:1
.0},“DA-LT-4BT0005”:{“ontime”:316
.5625,“avg”:315
.4229,“min”:313
.6875,“max”:318
.6875},“DA_DB195_RH_R_0281”:{“ontime”:333
.94,“avg”:345
.6455,“min”:307
.85,“max”:393
.92},“DA-DB195-RH-B-0200”:{“ontime”:1
.0,“avg”:1
.0,“min”:1
.0,“max”:1
.0},“DA-DB195-RH-B-0201”:{“ontime”:1
.0,“avg”:1
.0,“min”:1
.0,“max”:1
.0},“DA-LT-4BT0001”:{“ontime”:115738
.414,“avg”:116529
.9705,“min”:114829
.37,“max”:117957
.84}}}
同步检测警告: 关联值未初始化 [主标签=DA-DB195-RH-B-0201(EP000001), 关联标签=DA-LT-4BT0007(EP000022)]
分钟数据流> {“times”:“2025-08-06 09:00”,“datas”:{“DA-LT-5BT0001”:{“ontime”:3070
.2063,“avg”:3069
.2265,“min”:3027
.1624,“max”:3147
.2275},“DA-LT-6BT008”:{“ontime”:181
.1966,“avg”:183
.026,“min”:181
.1966,“max”:185
.5542},“DA-LT-5BT0005”:{“ontime”:404
.34,“avg”:404
.731,“min”:404
.28,“max”:405
.06},“DA-LT-6BT004”:{“ontime”:1215
.5381,“avg”:1215
.0252,“min”:1214
.4702,“max”:1215
.6382},“DA-LT-5BT0004”:{“ontime”:1197
.9,“avg”:1199
.1767,“min”:1197
.9,“max”:1200
.3},“DA-LT-6BT005”:{“ontime”:399
.8423,“avg”:400
.2738,“min”:399
.0375,“max”:402
.0015},“DA-LT-5BT0008”:{“ontime”:185
.94,“avg”:186
.4097,“min”:185
.94,“max”:186
.7},“DA-NY-LG1ZL-2-001”:{“ontime”:0
.0,“avg”:0
.0,“min”:0
.0,“max”:0
.0},“DA-LT-4BT0008”:{“ontime”:145
.1375,“avg”:145
.8042,“min”:144
.075,“max”:148
.1625},“DB5701P250A00_101”:{“ontime”:1
.0,“avg”:1
.0,“min”:1
.0,“max”:1
.0},“DA-LT-4BT0004”:{“ontime”:1209
.0,“avg”:1209
.0,“min”:1209
.0,“max”:1209
.0},“DA-LT-6BT001”:{“ontime”:178488
.16,“avg”:178323
.2988,“min”:177415
.97,“max”:179328
.48},“DA-LT-4BT0005”:{“ontime”:313
.9375,“avg”:315
.1292,“min”:313
.8125,“max”:317
.5625},“DA-NY-LG2ZL-2-003”:{“ontime”:1
.0,“avg”:1
.0,“min”:1
.0,“max”:1
.0},“DA_DB195_RH_R_0281”:{“ontime”:334
.58,“avg”:337
.786,“min”:311
.45,“max”:367
.58},“DA-DB195-RH-B-0200”:{“ontime”:1
.0,“avg”:1
.0,“min”:1
.0,“max”:1
.0},“DA-LT-4BT0001”:{“ontime”:117321
.32,“avg”:116257
.2892,“min”:115314
.13,“max”:117696
.305},“DA-DB195-RH-B-0201”:{“ontime”:1
.0,“avg”:1
.0,“min”:1
.0,“max”:1
.0}}}
同步检测警告: 关联值未初始化 [主标签=DA-DB195-RH-B-0201(EP000001), 关联标签=DA-LT-4BT0007(EP000022)]
分钟数据流> {“times”:“2025-08-06 09:01”,“datas”:{“DA-LT-5BT0001”:{“ontime”:3094
.005,“avg”:3066
.9,“min”:3017
.5212,“max”:3141
.851},“DA-LT-6BT008”:{“ontime”:185
.6327,“avg”:186
.4932,“min”:185
.5542,“max”:187
.1049},“DA-LT-5BT0005”:{“ontime”:404
.4,“avg”:402
.804,“min”:401
.04,“max”:404
.4},“DA-LT-6BT004”:{“ontime”:1214
.5369,“avg”:1213
.9847,“min”:1213
.4358,“max”:1214
.5369},“DA-LT-5BT0004”:{“ontime”:1199
.9,“avg”:1200
.7833,“min”:1199
.9,“max”:1201
.6},“DA-LT-6BT005”:{“ontime”:402
.1193,“avg”:403
.8882,“min”:402
.1193,“max”:405
.4562},“DA-LT-5BT0008”:{“ontime”:186
.56,“avg”:186
.504,“min”:184
.82,“max”:187
.7},“DA-NY-LG1ZL-2-001”:{“ontime”:0
.0,“avg”:0
.0,“min”:0
.0,“max”:0
.0},“DA-LT-4BT0008”:{“ontime”:143
.8125,“avg”:144
.5035,“min”:143
.475,“max”:145
.3625},“DB5701P250A00_101”:{“ontime”:1
.0,“avg”:1
.0,“min”:1
.0,“max”:1
.0},“DA-LT-4BT0004”:{“ontime”:1209
.0,“avg”:1209
.0,“min”:1209
.0,“max”:1209
.0},“DA-LT-6BT001”:{“ontime”:178296
.28,“avg”:177633
.015,“min”:176934
.88,“max”:178406
.75},“DA-NY-LG2ZL-2-003”:{“ontime”:1
.0,“avg”:1
.0,“min”:1
.0,“max”:1
.0},“DA-LT-4BT0005”:{“ontime”:314
.3125,“avg”:314
.1802,“min”:313
.625,“max”:314
.9375},“DA_DB195_RH_R_0281”:{“ontime”:336
.73,“avg”:335
.9752,“min”:293
.96,“max”:361
.86},“DA-DB195-RH-B-0200”:{“ontime”:1
.0,“avg”:1
.0,“min”:1
.0,“max”:1
.0},“DA-LT-4BT0001”:{“ontime”:117313
.79,“avg”:116876
.3563,“min”:115721
.56,“max”:117964
.16},“DA-DB195-RH-B-0201”:{“ontime”:1
.0,“avg”:1
.0,“min”:1
.0,“max”:1
.0}}}
同步检测警告: 关联值未初始化 [主标签=DA-DB195-RH-B-0201(EP000001), 关联标签=DA-LT-4BT0007(EP000022)]
分钟数据流> {“times”:“2025-08-06 09:02”,“datas”:{“DA-LT-5BT0001”:{“ontime”:3083
.3037,“avg”:3060
.3783,“min”:3005
.7114,“max”:3103
.624},“DA-LT-6BT008”:{“ontime”:186
.2216,“avg”:186
.0545,“min”:185
.5346,“max”:186
.3983},“DA-LT-5BT0005”:{“ontime”:401
.04,“avg”:399
.802,“min”:399
.3,“max”:401
.04},“DA-LT-6BT004”:{“ontime”:1213
.4358,“avg”:1212
.9452,“min”:1212
.4012,“max”:1213
.5359},“DA-LT-5BT0004”:{“ontime”:1201
.6,“avg”:1203
.3484,“min”:1201
.6,“max”:1204
.9},“DA-LT-6BT005”:{“ontime”:405
.5151,“avg”:405
.8665,“min”:405
.5151,“max”:406
.0451},“DA-LT-5BT0008”:{“ontime”:187
.56,“avg”:185
.292,“min”:183
.66,“max”:187
.56},“DA-NY-LG1ZL-2-001”:{“ontime”:0
.0,“avg”:0
.0,“min”:0
.0,“max”:0
.0},“DA-LT-4BT0008”:{“ontime”:144
.925,“avg”:146
.3315,“min”:144
.9,“max”:149
.075},“DB5701P250A00_101”:{“ontime”:1
.0,“avg”:1
.0,“min”:1
.0,“max”:1
.0},“DA-LT-4BT0004”:{“ontime”:1209
.0,“avg”:1209
.0167,“min”:1209
.0,“max”:1210
.0},“DA-LT-6BT001”:{“ontime”:176681
.73,“avg”:177170
.773,“min”:176415
.9,“max”:178256
.67},“DA-NY-LG2ZL-2-003”:{“ontime”:1
.0,“avg”:1
.0,“min”:1
.0,“max”:1
.0},“DA-LT-4BT0005”:{“ontime”:314
.125,“avg”:313
.9531,“min”:312
.875,“max”:315
.875},“DA_DB195_RH_R_0281”:{“ontime”:322
.99,“avg”:335
.8693,“min”:312
.07,“max”:393
.37},“DA-DB195-RH-B-0200”:{“ontime”:1
.0,“avg”:1
.0,“min”:1
.0,“max”:1
.0},“DA-LT-4BT0001”:{“ontime”:116846
.76,“avg”:117260
.9993,“min”:116176
.56,“max”:118419
.29},“DA-DB195-RH-B-0201”:{“ontime”:1
.0,“avg”:1
.0,“min”:1
.0,“max”:1
.0}}}
异常检测结果> {“abnormaltype”:3,“paracode”:“EP100010”,“datavalue”:177170
.773,“tag”:“DA-LT-6BT001”,“triggertime”:“2025-08-06 09:02”,“statusflag”:1}
报告异常: 类型=3, 状态=异常开始, 标签=DA-LT-6BT001, 编码=EP100010, 时间=2025-08-06 09:02
异常检测结果> {“abnormaltype”:3,“paracode”:“EP000010”,“datavalue”:177170
.773,“tag”:“DA-LT-6BT001”,“triggertime”:“2025-08-06 09:02”,“statusflag”:1}
报告异常: 类型=3, 状态=异常开始, 标签=DA-LT-6BT001, 编码=EP000010, 时间=2025-08-06 09:02
异常检测结果> {“abnormaltype”:3,“paracode”:“EP000002”,“datavalue”:117260
.9993,“tag”:“DA-LT-4BT0001”,“triggertime”:“2025-08-06 09:02”,“statusflag”:1}
报告异常: 类型=3, 状态=异常开始, 标签=DA-LT-4BT0001, 编码=EP000002, 时间=2025-08-06 09:02
异常检测结果> {“abnormaltype”:4,“paracode”:“EP000001”,“datavalue”:1
.0,“tag”:“DA-DB195-RH-B-0201”,“triggertime”:“2025-08-06 09:02”,“statusflag”:1}
报告异常: 类型=4, 状态=异常开始, 标签=DA-DB195-RH-B-0201, 编码=EP000001, 时间=2025-08-06 09:02
分钟数据流> {“times”:“2025-08-06 09:03”,“datas”:{“DA-LT-5BT0001”:{“ontime”:3027
.0603,“avg”:3059
.1179,“min”:2999
.651,“max”:3113
.997},“DA-LT-6BT008”:{“ontime”:186
.359,“avg”:185
.849,“min”:184
.1802,“max”:187
.0461},“DA-LT-5BT0005”:{“ontime”:399
.78,“avg”:400
.624,“min”:399
.78,“max”:401
.4},“DA-LT-6BT004”:{“ontime”:1212
.4347,“avg”:1211
.9953,“min”:1211
.6671,“max”:1212
.468},“DA-LT-5BT0004”:{“ontime”:1204
.9,“avg”:1206
.05,“min”:1204
.9,“max”:1207
.0},“DA-LT-6BT005”:{“ontime”:405
.8684,“avg”:404
.3949,“min”:402
.8652,“max”:405
.8684},“DA-LT-5BT0008”:{“ontime”:183
.7,“avg”:183
.3153,“min”:182
.34,“max”:184
.44},“DA-NY-LG1ZL-2-001”:{“ontime”:0
.0,“avg”:0
.0,“min”:0
.0,“max”:0
.0},“DA-LT-4BT0008”:{“ontime”:145
.975,“avg”:146
.1125,“min”:145
.3125,“max”:147
.1625},“DB5701P250A00_101”:{“ontime”:1
.0,“avg”:1
.0,“min”:1
.0,“max”:1
.0},“DA-LT-4BT0004”:{“ontime”:1209
.0,“avg”:1209
.15,“min”:1209
.0,“max”:1210
.0},“DA-LT-6BT001”:{“ontime”:177278
.47,“avg”:178191
.3243,“min”:177278
.47,“max”:179240
.23},“DA-LT-4BT0005”:{“ontime”:313
.875,“avg”:314
.3042,“min”:313
.5625,“max”:315
.1875},“DA-NY-LG2ZL-2-003”:{“ontime”:1
.0,“avg”:1
.0,“min”:1
.0,“max”:1
.0},“DA_DB195_RH_R_0281”:{“ontime”:380
.65,“avg”:344
.1003,“min”:320
.36,“max”:380
.65},“DA-DB195-RH-B-0200”:{“ontime”:1
.0,“avg”:1
.0,“min”:1
.0,“max”:1
.0},“DA-LT-4BT0001”:{“ontime”:116501
.67,“avg”:116541
.2536,“min”:115593
.18,“max”:117664
.38},“DA-DB195-RH-B-0201”:{“ontime”:1
.0,“avg”:1
.0,“min”:1
.0,“max”:1
.0}}}
异常检测结果> {“abnormaltype”:1,“paracode”:“EP000001”,“datavalue”:1
.0,“tag”:“DA-DB195-RH-B-0201”,“triggertime”:“2025-08-06 09:03”,“statusflag”:1}
报告异常: 类型=1, 状态=异常开始, 标签=DA-DB195-RH-B-0201, 编码=EP000001, 时间=2025-08-06 09:03
同步检测警告: 关联值未初始化 [主标签=DA-DB195-RH-B-0201(EP000001), 关联标签=DA-LT-4BT0007(EP000022)]
加载配置: 30 个参数
配置加载完成，检查点时间: Wed Aug 06 09:04:31 CST 2025
广播配置更新完成, 配置项: {EP000015=ULEParamConfig(tag=DA-LT-6BT005, encode=EP000015, datatype=436887289021410181, constantvalue=1, iszero=1, isonline=1, issync=0, syncparaencode=, ishigh=1, highthreshold=10000
.0, islow=1, lowthreshold=10
.0, duration=3), EP000014=ULEParamConfig(tag=DA_DB195_RH_R_0281, encode=EP000014, datatype=436887289021410181, constantvalue=1, iszero=1, isonline=1, issync=0, syncparaencode=, ishigh=1, highthreshold=10000
.0, islow=1, lowthreshold=10
.0, duration=3), EP000013=ULEParamConfig(tag=DA-LT-6BT008, encode=EP000013, datatype=436887289021410181, constantvalue=1, iszero=1, isonline=1, issync=0, syncparaencode=, ishigh=1, highthreshold=10000
.0, islow=1, lowthreshold=10
.0, duration=3), EP000012=ULEParamConfig(tag=DA-LT-6BT004, encode=EP000012, datatype=436887289021410181, constantvalue=1, iszero=1, isonline=1, issync=0, syncparaencode=, ishigh=1, highthreshold=10000
.0, islow=1, lowthreshold=10
.0, duration=3), EP000011=ULEParamConfig(tag=DA-LT-6BT005, encode=EP000011, datatype=436887289021410181, constantvalue=1, iszero=1, isonline=1, issync=0, syncparaencode=, ishigh=1, highthreshold=10000
.0, islow=1, lowthreshold=10
.0, duration=3), EP000010=ULEParamConfig(tag=DA-LT-6BT001, encode=EP000010, datatype=436887289021410181, constantvalue=1, iszero=1, isonline=1, issync=0, syncparaencode=, ishigh=1, highthreshold=10000
.0, islow=1, lowthreshold=10
.0, duration=3), EP100013=ULEParamConfig(tag=DA-LT-6BT008, encode=EP100013, datatype=436887289021410181, constantvalue=1, iszero=1, isonline=1, issync=0, syncparaencode=, ishigh=1, highthreshold=10000
.0, islow=1, lowthreshold=10
.0, duration=3), EP100014=ULEParamConfig(tag=DA_DB195_RH_R_0281, encode=EP100014, datatype=436887289021410181, constantvalue=1, iszero=1, isonline=1, issync=0, syncparaencode=, ishigh=1, highthreshold=10000
.0, islow=1, lowthreshold=10
.0, duration=3), EP000019=ULEParamConfig(tag=DA-LT-5BT0005, encode=EP000019, datatype=436887248101780357, constantvalue=1, iszero=1, isonline=1, issync=0, syncparaencode=, ishigh=1, highthreshold=10000
.0, islow=1, lowthreshold=10
.0, duration=3), EP000018=ULEParamConfig(tag=DA-LT-4BT0004, encode=EP000018, datatype=436887289021410181, constantvalue=1, iszero=1, isonline=1, issync=0, syncparaencode=, ishigh=1, highthreshold=10000
.0, islow=1, lowthreshold=10
.0, duration=3), EP100010=ULEParamConfig(tag=DA-LT-6BT001, encode=EP100010, datatype=436887289021410181, constantvalue=1, iszero=1, isonline=1, issync=0, syncparaencode=, ishigh=1, highthreshold=10000
.0, islow=1, lowthreshold=10
.0, duration=3), EP000017=ULEParamConfig(tag=DA-LT-4BT0005, encode=EP000017, datatype=436887289021410181, constantvalue=1, iszero=1, isonline=1, issync=0, syncparaencode=, ishigh=1, highthreshold=10000
.0, islow=1, lowthreshold=10
.0, duration=3), EP100011=ULEParamConfig(tag=DA-LT-6BT005, encode=EP100011, datatype=436887289021410181, constantvalue=1, iszero=1, isonline=1, issync=0, syncparaencode=, ishigh=1, highthreshold=10000
.0, islow=1, lowthreshold=10
.0, duration=3), EP000016=ULEParamConfig(tag=DA-LT-6BT004, encode=EP000016, datatype=436887289021410181, constantvalue=1, iszero=1, isonline=1, issync=0, syncparaencode=, ishigh=1, highthreshold=10000
.0, islow=1, lowthreshold=10
.0, duration=3), EP100012=ULEParamConfig(tag=DA-LT-6BT004, encode=EP100012, datatype=436887289021410181, constantvalue=1, iszero=1, isonline=1, issync=0, syncparaencode=, ishigh=1, highthreshold=10000
.0, islow=1, lowthreshold=10
.0, duration=3), EP000004=ULEParamConfig(tag=DA-LT-4BT0004, encode=EP000004, datatype=436887289021410181, constantvalue=1, iszero=1, isonline=1, issync=0, syncparaencode=, ishigh=1, highthreshold=10000
.0, islow=1, lowthreshold=10
.0, duration=3), EP000003=ULEParamConfig(tag=DA-LT-4BT0008, encode=EP000003, datatype=436887289021410181, constantvalue=1, iszero=1, isonline=1, issync=0, syncparaencode=, ishigh=1, highthreshold=10000
.0, islow=1, lowthreshold=10
.0, duration=3), EP000002=ULEParamConfig(tag=DA-LT-4BT0001, encode=EP000002, datatype=436887289021410181, constantvalue=1, iszero=1, isonline=1, issync=0, syncparaencode=, ishigh=1, highthreshold=10000
.0, islow=1, lowthreshold=10
.0, duration=3), EP000001=ULEParamConfig(tag=DA-DB195-RH-B-0201, encode=EP000001, datatype=436887485805570949, constantvalue=1, iszero=1, isonline=1, issync=1, syncparaencode=EP000022, ishigh=1, highthreshold=10000
.0, islow=1, lowthreshold=10
.0, duration=3), EP000022=ULEParamConfig(tag=DA-LT-4BT0007, encode=EP000022, datatype=436887289021410181, constantvalue=1, iszero=1, isonline=1, issync=0, syncparaencode=, ishigh=1, highthreshold=10000
.0, islow=1, lowthreshold=10
.0, duration=3), EP000021=ULEParamConfig(tag=DA-LT-6BT008, encode=EP000021, datatype=436887289021410181, constantvalue=1, iszero=1, isonline=1, issync=0, syncparaencode=, ishigh=1, highthreshold=10000
.0, islow=1, lowthreshold=10
.0, duration=3), EP100007=ULEParamConfig(tag=DA-LT-5BT0005, encode=EP100007, datatype=436887289021410181, constantvalue=1, iszero=1, isonline=1, issync=0, syncparaencode=, ishigh=1, highthreshold=10000
.0, islow=1, lowthreshold=10
.0, duration=3), EP000020=ULEParamConfig(tag=DA-LT-6BT005, encode=EP000020, datatype=436887248101780357, constantvalue=1, iszero=1, isonline=1, issync=0, syncparaencode=, ishigh=1, highthreshold=10000
.0, islow=1, lowthreshold=10
.0, duration=3), EP100008=ULEParamConfig(tag=DA-LT-5BT0005, encode=EP100008, datatype=436887289021410181, constantvalue=1, iszero=1, isonline=1, issync=0, syncparaencode=, ishigh=1, highthreshold=10000
.0, islow=1, lowthreshold=10
.0, duration=3), EP100009=ULEParamConfig(tag=DA-LT-5BT0008, encode=EP100009, datatype=436887289021410181, constantvalue=1, iszero=1, isonline=1, issync=0, syncparaencode=, ishigh=1, highthreshold=10000
.0, islow=1, lowthreshold=10
.0, duration=3), EP000009=ULEParamConfig(tag=DA-LT-5BT0008, encode=EP000009, datatype=436887289021410181, constantvalue=1, iszero=1, isonline=1, issync=0, syncparaencode=, ishigh=1, highthreshold=10000
.0, islow=1, lowthreshold=10
.0, duration=3), EP000008=ULEParamConfig(tag=DA-LT-5BT0004, encode=EP000008, datatype=436887289021410181, constantvalue=1, iszero=1, isonline=1, issync=0, syncparaencode=, ishigh=1, highthreshold=10000
.0, islow=1, lowthreshold=10
.0, duration=3), EP000007=ULEParamConfig(tag=DA-LT-5BT0004, encode=EP000007, datatype=436887289021410181, constantvalue=1, iszero=1, isonline=1, issync=0, syncparaencode=, ishigh=1, highthreshold=10000
.0, islow=1, lowthreshold=10
.0, duration=3), EP000006=ULEParamConfig(tag=DA-LT-5BT0001, encode=EP000006, datatype=436887289021410181, constantvalue=1, iszero=1, isonline=1, issync=0, syncparaencode=, ishigh=1, highthreshold=10000
.0, islow=1, lowthreshold=10
.0, duration=3), EP000005=ULEParamConfig(tag=DA-LT-4BT0005, encode=EP000005, datatype=436887289021410181, constantvalue=1, iszero=1, isonline=1, issync=0, syncparaencode=, ishigh=1, highthreshold=10000
.0, islow=1, lowthreshold=10
.0, duration=3)}
分钟数据流> {“times”:“2025-08-06 09:04”,“datas”:{“DA-LT-5BT0001”:{“ontime”:3100
.3306,“avg”:3065
.7876,“min”:3011
.8132,“max”:3125
.8328},“DA-LT-6BT008”:{“ontime”:184
.0428,“avg”:183
.2953,“min”:181
.8443,“max”:184
.0821},“DA-LT-5BT0005”:{“ontime”:401
.4,“avg”:402
.458,“min”:401
.4,“max”:403
.62},“DA-LT-6BT004”:{“ontime”:1211
.7339,“avg”:1211
.5092,“min”:1211
.3668,“max”:1211
.7673},“DA-LT-5BT0004”:{“ontime”:1207
.1,“avg”:1208
.885,“min”:1207
.1,“max”:1210
.6},“DA-LT-6BT005”:{“ontime”:402
.7474,“avg”:401
.5958,“min”:400
.9022,“max”:402
.7474},“DA-LT-5BT0008”:{“ontime”:184
.36,“avg”:184
.4267,“min”:183
.92,“max”:186
.34},“DA-NY-LG1ZL-2-001”:{“ontime”:0
.0,“avg”:0
.0,“min”:0
.0,“max”:0
.0},“DA-LT-4BT0008”:{“ontime”:148
.8875,“avg”:145
.5819,“min”:144
.6125,“max”:148
.8875},“DB5701P250A00_101”:{“ontime”:1
.0,“avg”:1
.0,“min”:1
.0,“max”:1
.0},“DA-LT-4BT0004”:{“ontime”:1209
.0,“avg”:1209
.0,“min”:1209
.0,“max”:1209
.0},“DA-LT-6BT001”:{“ontime”:178735
.3,“avg”:178495
.8288,“min”:177315
.8,“max”:179603
.86},“DA-NY-LG2ZL-2-003”:{“ontime”:1
.0,“avg”:1
.0,“min”:1
.0,“max”:1
.0},“DA-LT-4BT0005”:{“ontime”:318
.1875,“avg”:314
.7302,“min”:313
.9375,“max”:318
.1875},“DA_DB195_RH_R_0281”:{“ontime”:345
.1,“avg”:344
.8548,“min”:305
.45,“max”:374
.1},“DA-DB195-RH-B-0200”:{“ontime”:1
.0,“avg”:1
.0,“min”:1
.0,“max”:1
.0},“DA-DB195-RH-B-0201”:{“ontime”:1
.0,“avg”:1
.0,“min”:1
.0,“max”:1
.0},“DA-LT-4BT0001”:{“ontime”:116909
.22,“avg”:116579
.9132,“min”:115389
.78,“max”:117707
.77}}}
同步检测警告: 关联值未初始化 [主标签=DA-DB195-RH-B-0201(EP000001), 关联标签=DA-LT-4BT0007(EP000022)]。需完善内容，1、所有异常发生时间应为实际异常出现的开始时间，不应为加duration后的时间；2、DA-LT-4BT0007离线监测未实现。
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