src/main/java/com/xcong/excoin/modules/okxNewPrice/OkxKlineWebSocketClient.java

@@ -1,6 +1,7 @@
package com.xcong.excoin.modules.okxNewPrice;

import cn.hutool.core.collection.CollUtil;
import cn.hutool.core.util.ObjectUtil;
import cn.hutool.json.JSONException;
import com.alibaba.fastjson.JSON;
import com.alibaba.fastjson.JSONArray;
@@ -56,7 +57,8 @@
    private final AtomicBoolean isConnecting = new AtomicBoolean(false);
    private final AtomicBoolean isInitialized = new AtomicBoolean(false);

    private static final String CHANNEL = "candle5m";
//    private static final String CHANNEL = "mark-price";
    private static final String CHANNEL = "candle1m";
//    private static final String CHANNEL = "candle15m";

    // 心跳超时时间(秒)，小于30秒
@@ -121,7 +123,7 @@

    private static final String WS_URL_MONIPAN = "wss://wspap.okx.com:8443/ws/v5/business";
    private static final String WS_URL_SHIPAN = "wss://ws.okx.com:8443/ws/v5/business";
    private static final boolean isAccountType = true;
    private static final boolean isAccountType = false;

    /**
     * 建立与 OKX WebSocket 服务器的连接。
@@ -337,195 +339,34 @@
                    MacdMaStrategy strategy = new MacdMaStrategy();

                    // 生成100个15分钟价格数据点
                    List<Kline> kline15MinuteData = getKlineDataByInstIdAndBar(instId, "15m");
                    List<BigDecimal> historicalPrices = kline15MinuteData.stream()
                    List<Kline> kline1MinuteData = getKlineDataByInstIdAndBar(instId, "1m");
                    List<BigDecimal> historicalPrices1M = kline1MinuteData.stream()
                            .map(Kline::getC)
                            .collect(Collectors.toList());
                    log.info("生成100个15分钟价格数据点成功！");
                    log.info("生成100个1分钟价格数据点成功！");
                    // 使用策略分析最新价格数据
                    MacdMaStrategy.TradingOrder tradingOrder = strategy.generateTradingOrder(historicalPrices);
                    if (tradingOrder == null){
                    MacdMaStrategy.TradingOrder tradingOrderOpen1M = strategy.generateTradingOrder(historicalPrices1M,MacdMaStrategy.OperationType.open.name());
                    if (tradingOrderOpen1M == null ){
                        return;
                    }
                    Collection<OkxQuantWebSocketClient> allClients = clientManager.getAllClients();
                    //如果为空，则直接返回
                    if (allClients.isEmpty()) {
                        return;
                    }
                    // 获取所有OkxQuantWebSocketClient实例
                    for (OkxQuantWebSocketClient client : clientManager.getAllClients()) {
                        String accountName = client.getAccountName();
                        if (accountName != null) {
                            // 根据信号执行交易操作
                            TradeRequestParam tradeRequestParam = new TradeRequestParam();

                            String posSide = tradingOrder.getPosSide();
                            tradeRequestParam.setPosSide(posSide);
                            String currentPrice = String.valueOf(closePx);
                            tradeRequestParam = caoZuoService.caoZuoStrategy(accountName, currentPrice, posSide);

                            String side = tradingOrder.getSide();
                            tradeRequestParam.setSide(side);

                            String clOrdId = WsParamBuild.getOrderNum(side);
                            tradeRequestParam.setClOrdId(clOrdId);

                            String sz = null;
                            if (posSide == CoinEnums.POSSIDE_LONG.getCode() && side == CoinEnums.SIDE_BUY.getCode()){
                                sz = InstrumentsWs.getAccountMap(accountName).get(CoinEnums.BUY_CNT_INIT.name());
                                tradeRequestParam.setSz(sz);
                                TradeOrderWs.orderEvent(client.getWebSocketClient(), tradeRequestParam);

                                BigDecimal pos = PositionsWs.getAccountMap(PositionsWs.initAccountName(accountName, CoinEnums.POSSIDE_SHORT.getCode())).get("pos");
                                if (BigDecimal.ZERO.compareTo( pos) >= 0) {
                                    TradeRequestParam tradeRequestParamOld = caoZuoService.caoZuoZhiSunEvent(accountName, String.valueOf(closePx), CoinEnums.POSSIDE_SHORT.getCode());
                                    TradeOrderWs.orderEvent(client.getWebSocketClient(), tradeRequestParamOld);
                                }
                            }else if (posSide == CoinEnums.POSSIDE_SHORT.getCode() && side == CoinEnums.SIDE_SELL.getCode()){
                                sz = InstrumentsWs.getAccountMap(accountName).get(CoinEnums.BUY_CNT_INIT.name());
                                tradeRequestParam.setSz(sz);
                                TradeOrderWs.orderEvent(client.getWebSocketClient(), tradeRequestParam);

                                BigDecimal pos = PositionsWs.getAccountMap(PositionsWs.initAccountName(accountName, CoinEnums.POSSIDE_LONG.getCode())).get("pos");
                                if (BigDecimal.ZERO.compareTo( pos) >= 0) {
                                    TradeRequestParam tradeRequestParamOld = caoZuoService.caoZuoZhiSunEvent(accountName, String.valueOf(closePx), CoinEnums.POSSIDE_LONG.getCode());
                                    TradeOrderWs.orderEvent(client.getWebSocketClient(), tradeRequestParamOld);
                                }
                            }
                        }
                    }
                }
            }
        } catch (Exception e) {
            log.error("处理 K线频道推送数据失败", e);
        }
    }

    /**
     * 解析并处理价格推送数据。
     * 将最新的标记价格存入 Redis 并触发后续业务逻辑比较处理。
     * 当价格变化时，调用CaoZuoService的caoZuo方法，触发所有账号的量化操作
     *
     * @param response 包含价格数据的 JSON 对象
     */
    private void processPushData(JSONObject response) {
        try {
            /**
             * {
             *   "arg": {
             *     "channel": "candle1D",
             *     "instId": "BTC-USDT"
             *   },
             *   "data": [
             *     [
             *       "1629993600000",
             *       "42500",
             *       "48199.9",
             *       "41006.1",
             *       "41006.1",
             *       "3587.41204591",
             *       "166741046.22583129",
             *       "166741046.22583129",
             *       "0"
             *     ]
             *   ]
             * }
             */
            JSONObject arg = response.getJSONObject("arg");
            if (arg == null) {
                log.warn("{}: 无效的推送数据，缺少 'arg' 字段", response);
                return;
            }

            String channel = arg.getString("channel");
            if (channel == null) {
                log.warn("{}: 无效的推送数据，缺少 'channel' 字段", response);
                return;
            }

            String instId = arg.getString("instId");
            if (instId == null) {
                log.warn("{}: 无效的推送数据，缺少 'instId' 字段", response);
                return;
            }

            if (CHANNEL.equals(channel) && CoinEnums.HE_YUE.getCode().equals(instId)) {
                JSONArray dataArray = response.getJSONArray("data");
                if (dataArray == null || dataArray.isEmpty()) {
                    log.warn("K线频道数据为空");
                    return;
                }
                JSONArray data = dataArray.getJSONArray(0);
                BigDecimal openPx = new BigDecimal(data.getString(1));
                BigDecimal highPx = new BigDecimal(data.getString(2));
                BigDecimal lowPx = new BigDecimal(data.getString(3));
                BigDecimal closePx = new BigDecimal(data.getString(4));
                BigDecimal vol = new BigDecimal(data.getString(5));
                /**
                 * K线状态
                 * 0：K线未完结
                 * 1：K线已完结
                 */
                String confirm = data.getString(8);
                if ("1".equals(confirm)){
                    //调用策略
                    // 创建交易策略
                    TradingStrategy tradingStrategy = new TradingStrategy();

                    // 生成100个15分钟价格数据点
                    List<Kline> kline15MinuteData = getKlineDataByInstIdAndBar(instId, "15m");
                    //stream流获取kline15MinuteData中的o数据的集合
                    List<BigDecimal> prices = kline15MinuteData.stream()
                    List<BigDecimal> historicalPrices15M = kline15MinuteData.stream()
                            .map(Kline::getC)
                            .collect(Collectors.toList());
                    // 使用策略分析最新价格数据
                    MacdMaStrategy.TradingOrder tradingOrderOpen15M = strategy.generateTradingOrder(historicalPrices15M,MacdMaStrategy.OperationType.open.name());
                    if (tradingOrderOpen15M == null ){
                        return;
                    }

                    // 生成对应的高、低、收盘价数据
                    List<BigDecimal> high = kline15MinuteData.stream()
                            .map(Kline::getH)
                            .collect(Collectors.toList());
                    List<BigDecimal> low = kline15MinuteData.stream()
                            .map(Kline::getL)
                            .collect(Collectors.toList());
                    List<BigDecimal> close = prices;
                    if (!tradingOrderOpen1M.getPosSide().equals(tradingOrderOpen15M.getPosSide())){
                        return;
                    }

                    // 生成成交量数据
                    List<BigDecimal> volume = kline15MinuteData.stream()
                            .map(Kline::getVol)
                            .collect(Collectors.toList());
                    log.info("1分钟和15分钟K线方向一致，开始执行交易操作！");

                    // 获取最新价格
                    BigDecimal currentPrice = closePx;

                    // 生成多周期价格数据（5分钟、1小时、4小时）
                    List<Kline> kline5MinuteData = getKlineDataByInstIdAndBar(instId, "5m");
                    List<BigDecimal> fiveMinPrices = kline5MinuteData.stream()
                            .map(Kline::getC)
                            .collect(Collectors.toList());
                    List<Kline> kline60MinuteData = getKlineDataByInstIdAndBar(instId, "1H");
                    List<BigDecimal> oneHourPrices = kline60MinuteData.stream()
                            .map(Kline::getC)
                            .collect(Collectors.toList());
                    List<Kline> kline240MinuteData = getKlineDataByInstIdAndBar(instId, "4H");
                    List<BigDecimal> fourHourPrices = kline240MinuteData.stream()
                            .map(Kline::getC)
                            .collect(Collectors.toList());

                    // 其他参数
                    BigDecimal fundingRate = new BigDecimal("0.001"); // 正常资金费率
                    boolean hasLargeTransfer = false; // 无大额转账
                    boolean hasUpcomingEvent = false; // 无即将到来的重大事件
                    // 确定市场方向
                    TradingStrategy.Direction direction = tradingStrategy.getDirection(prices, high, low, close, currentPrice);
                    log.info("市场方向（15分钟）: {}", direction);
//                    if (direction == TradingStrategy.Direction.RANGING){
//                        return;
//                    }

                    /**
                     * 获取当前网格信息
                     *      根据当前网格的持仓方向获取反方向是否存在持仓
                     *      如果持有，直接止损
                     */
                    Collection<OkxQuantWebSocketClient> allClients = clientManager.getAllClients();
                    //如果为空，则直接返回
                    if (allClients.isEmpty()) {
@@ -535,70 +376,23 @@
                    for (OkxQuantWebSocketClient client : clientManager.getAllClients()) {
                        String accountName = client.getAccountName();
                        if (accountName != null) {
                            TradingStrategy.SignalType signal = TradingStrategy.SignalType.NONE;
                            TradeRequestParam tradeRequestParam = new TradeRequestParam();
                            // 检查当前持仓状态
                            boolean hasLongPosition = false;  // 示例：无当前做多持仓
                            boolean hasShortPosition = false; // 示例：无当前做空持仓
                            //先判断账户是否有持多仓
                            String positionLongAccountName = PositionsWs.initAccountName(accountName, CoinEnums.POSSIDE_LONG.getCode());
                            BigDecimal imrLong = PositionsWs.getAccountMap(positionLongAccountName).get("imr");
                            if (imrLong != null && imrLong.compareTo(BigDecimal.ZERO) > 0){
                                log.info("账户{}有持多仓", accountName);
                                hasLongPosition = true;
                            if (ObjectUtil.isNotEmpty(tradingOrderOpen1M)){
                                // 根据信号执行交易操作
                                TradeRequestParam tradeRequestParam = new TradeRequestParam();

                            }
                            //先判断账户是否有持空仓
                            String positionShortAccountName = PositionsWs.initAccountName(accountName, CoinEnums.POSSIDE_SHORT.getCode());
                            BigDecimal imrShort = PositionsWs.getAccountMap(positionShortAccountName).get("imr");
                            if (imrShort != null && imrShort.compareTo(BigDecimal.ZERO) > 0){
                                log.info("账户{}有持空仓", accountName);
                                hasShortPosition = true;
                            }
                            signal = tradingStrategy.generateSignal(prices, high, low, close, volume, currentPrice,
                                    hasLongPosition, hasShortPosition,
                                    fiveMinPrices, oneHourPrices, fourHourPrices,
                                    fundingRate, hasLargeTransfer, hasUpcomingEvent);
                            log.info("账户{}交易信号: " + signal, accountName);
                            if (TradingStrategy.SignalType.NONE == signal) {
                                continue;
                            }else if (TradingStrategy.SignalType.BUY == signal){
                                tradeRequestParam = caoZuoService.caoZuoStrategy(accountName, String.valueOf(currentPrice), CoinEnums.POSSIDE_LONG.getCode());
                                tradeRequestParam.setSide(CoinEnums.SIDE_BUY.getCode());
                                String clOrdId = WsParamBuild.getOrderNum(CoinEnums.SIDE_BUY.getCode());
                                String posSide = tradingOrderOpen1M.getPosSide();
                                tradeRequestParam.setPosSide(posSide);
                                String currentPrice = String.valueOf(closePx);
                                tradeRequestParam = caoZuoService.caoZuoStrategy(accountName, currentPrice, posSide);

                                String side = tradingOrderOpen1M.getSide();
                                tradeRequestParam.setSide(side);

                                String clOrdId = WsParamBuild.getOrderNum(side);
                                tradeRequestParam.setClOrdId(clOrdId);

                                String sz = InstrumentsWs.getAccountMap(accountName).get(CoinEnums.BUY_CNT_INIT.name());
                                tradeRequestParam.setSz(sz);
                                TradeOrderWs.orderEvent(client.getWebSocketClient(), tradeRequestParam);
                            }else if (TradingStrategy.SignalType.SELL == signal){
                                tradeRequestParam = caoZuoService.caoZuoStrategy(accountName, String.valueOf(currentPrice), CoinEnums.POSSIDE_SHORT.getCode());
                                tradeRequestParam.setSide(CoinEnums.SIDE_SELL.getCode());
                                String clOrdId = WsParamBuild.getOrderNum(CoinEnums.SIDE_SELL.getCode());
                                tradeRequestParam.setClOrdId(clOrdId);
                                String sz = InstrumentsWs.getAccountMap(accountName).get(CoinEnums.BUY_CNT_INIT.name());
                                tradeRequestParam.setSz(sz);
                                TradeOrderWs.orderEvent(client.getWebSocketClient(), tradeRequestParam);
                            }else if (TradingStrategy.SignalType.CLOSE_BUY == signal){
                                tradeRequestParam = caoZuoService.caoZuoStrategy(accountName, String.valueOf(currentPrice), CoinEnums.POSSIDE_LONG.getCode());
                                tradeRequestParam.setSide(CoinEnums.SIDE_SELL.getCode());
                                String clOrdId = WsParamBuild.getOrderNum(CoinEnums.SIDE_SELL.getCode());
                                tradeRequestParam.setClOrdId(clOrdId);
                                BigDecimal pos = PositionsWs.getAccountMap(PositionsWs.initAccountName(accountName, CoinEnums.POSSIDE_LONG.getCode())).get("pos");
                                if (BigDecimal.ZERO.compareTo( pos) >= 0) {
                                    tradeRequestParam.setTradeType(OrderParamEnums.TRADE_NO.getValue());
                                }
                                tradeRequestParam.setSz(String.valueOf( pos));
                                TradeOrderWs.orderEvent(client.getWebSocketClient(), tradeRequestParam);
                            }else if (TradingStrategy.SignalType.CLOSE_SELL == signal){
                                tradeRequestParam = caoZuoService.caoZuoStrategy(accountName, String.valueOf(currentPrice), CoinEnums.POSSIDE_SHORT.getCode());
                                tradeRequestParam.setSide(CoinEnums.SIDE_BUY.getCode());
                                String clOrdId = WsParamBuild.getOrderNum(CoinEnums.SIDE_BUY.getCode());
                                tradeRequestParam.setClOrdId(clOrdId);
                                BigDecimal pos = PositionsWs.getAccountMap(PositionsWs.initAccountName(accountName, CoinEnums.POSSIDE_SHORT.getCode())).get("pos");
                                if (BigDecimal.ZERO.compareTo( pos) >= 0) {
                                    tradeRequestParam.setTradeType(OrderParamEnums.TRADE_NO.getValue());
                                }
                                tradeRequestParam.setSz(String.valueOf( pos));
                                TradeOrderWs.orderEvent(client.getWebSocketClient(), tradeRequestParam);
                            }
                        }
@@ -607,26 +401,6 @@
            }
        } catch (Exception e) {
            log.error("处理 K线频道推送数据失败", e);
        }
    }



    /**
     * 触发所有账号的量化操作
     * @param markPx 当前标记价格
     */
    private void triggerQuantOperations(String markPx) {
        try {
            // 1. 判断当前价格属于哪个网格
            WangGeListEnum gridByPriceNew = WangGeListEnum.getGridByPrice(new BigDecimal(markPx));
            if (gridByPriceNew == null) {
                log.error("当前 K线频道{}不在任何网格范围内，无法触发量化操作", markPx);
                return;
            }

        } catch (Exception e) {
            log.error("触发量化操作失败", e);
        }
    }


 src/main/java/com/xcong/excoin/modules/okxNewPrice/OkxQuantWebSocketClient.java

@@ -4,20 +4,18 @@
import com.alibaba.fastjson.JSONObject;
import com.xcong.excoin.modules.okxNewPrice.celue.CaoZuoService;
import com.xcong.excoin.modules.okxNewPrice.okxWs.*;
import com.xcong.excoin.modules.okxNewPrice.okxWs.enums.CoinEnums;
import com.xcong.excoin.modules.okxNewPrice.okxWs.enums.ExchangeInfoEnum;
import com.xcong.excoin.modules.okxNewPrice.okxWs.param.TradeRequestParam;
import com.xcong.excoin.modules.okxNewPrice.utils.SSLConfig;
import com.xcong.excoin.modules.okxNewPrice.wangge.WangGeService;
import com.xcong.excoin.utils.RedisUtils;
import lombok.extern.slf4j.Slf4j;
import org.java_websocket.client.WebSocketClient;
import org.java_websocket.handshake.ServerHandshake;
import org.springframework.beans.factory.annotation.Autowired;
import org.springframework.boot.autoconfigure.condition.ConditionalOnProperty;
import org.springframework.stereotype.Component;

import javax.annotation.PostConstruct;
import javax.annotation.PreDestroy;
import java.math.BigDecimal;
import java.net.URI;
import java.net.URISyntaxException;
import java.util.concurrent.*;
@@ -34,6 +32,7 @@
public class OkxQuantWebSocketClient {
    private final RedisUtils redisUtils;
    private final ExchangeInfoEnum account;
    private final CaoZuoService caoZuoService;

    private WebSocketClient webSocketClient;
    private ScheduledExecutorService heartbeatExecutor;
@@ -61,8 +60,10 @@
    }
    
    public OkxQuantWebSocketClient(ExchangeInfoEnum account,
                                   CaoZuoService caoZuoService,
                                   RedisUtils redisUtils) {
        this.account = account;
        this.caoZuoService = caoZuoService;
        this.redisUtils = redisUtils;
    }

@@ -382,9 +383,8 @@
        // 注意：当前实现中，OrderInfoWs等类使用静态Map存储数据
        // 这会导致多账号之间的数据冲突。需要进一步修改这些类的设计，让数据存储与特定账号关联
        if (OrderInfoWs.ORDERINFOWS_CHANNEL.equals(channel)) {
            OrderInfoWs.handleEvent(response, redisUtils, account.name());
//            TradeRequestParam tradeRequestParam = OrderInfoWs.handleEvent(response, redisUtils, account.name());
//            TradeOrderWs.orderZhiYingEvent(webSocketClient, tradeRequestParam);
            TradeRequestParam tradeRequestParam = OrderInfoWs.handleEvent(response, redisUtils, account.name());
            TradeOrderWs.orderEvent(webSocketClient, tradeRequestParam);
        }else if (AccountWs.ACCOUNTWS_CHANNEL.equals(channel)) {
            AccountWs.handleEvent(response, account.name());
        } else if (PositionsWs.POSITIONSWS_CHANNEL.equals(channel)) {

 src/main/java/com/xcong/excoin/modules/okxNewPrice/OkxWebSocketClientManager.java

@@ -58,7 +58,7 @@
        // 为每个账号创建一个WebSocket客户端实例
        for (ExchangeInfoEnum account : accounts) {
            try {
                OkxQuantWebSocketClient client = new OkxQuantWebSocketClient(account, redisUtils);
                OkxQuantWebSocketClient client = new OkxQuantWebSocketClient(account, caoZuoService, redisUtils);
                quantClientMap.put(account.name(), client);
                client.init();
                log.info("已初始化账号 {} 的WebSocket客户端", account.name());

 src/main/java/com/xcong/excoin/modules/okxNewPrice/indicator/macdAndMatrategy/MACD_MA_Strategy_Documentation

File was deleted

 src/main/java/com/xcong/excoin/modules/okxNewPrice/indicator/macdAndMatrategy/MacdMaStrategy.java

@@ -10,8 +10,6 @@
import lombok.extern.slf4j.Slf4j;

import java.math.BigDecimal;
import java.math.RoundingMode;
import java.util.ArrayList;
import java.util.List;

/**
@@ -24,11 +22,20 @@
public class MacdMaStrategy {

    /** 持仓状态枚举 */
    public enum OperationType {
        /** 开仓平仓 */
        open,
        close
    }

    /** 持仓状态枚举 */
    public enum PositionType {
        /** 多头持仓 */
        LONG,
        LONG_BUY,
        LONG_SELL,
        /** 空头持仓 */
        SHORT,
        SHORT_SELL,
        SHORT_BUY,
        /** 空仓 */
        NONE
    }
@@ -40,10 +47,6 @@
    private int volatilityPeriod; // 波动率计算周期
    private BigDecimal stopLossRatio;   // 止损比例
    private BigDecimal takeProfitRatio; // 止盈比例

    // 持仓信息
    private BigDecimal entryPrice;       // 开仓价格
    private long entryTime;              // 开仓时间戳

    /**
     * 默认构造函数，使用标准MACD参数
@@ -73,9 +76,6 @@
        this.stopLossRatio = stopLossRatio;
        this.takeProfitRatio = takeProfitRatio;

        // 初始化持仓状态为空仓
        this.entryPrice = BigDecimal.ZERO;
        this.entryTime = 0;
    }

    /**
@@ -84,7 +84,7 @@
     * @param closePrices 收盘价序列
     * @return 生成的交易信号（LONG、SHORT或NONE）
     */
    public PositionType analyze(List<BigDecimal> closePrices) {
    public PositionType analyzeOpen(List<BigDecimal> closePrices) {
        // 数据检查：确保有足够的数据点进行计算
        if (closePrices == null || closePrices.size() < 34) {
            return PositionType.NONE; // 数据不足，无法生成信号
@@ -109,17 +109,49 @@
        // 多头开仓条件检查
        if (isLongEntryCondition(macdResult, closePrices, volatility.getValue())) {
            // 执行开多
            this.entryPrice = latestPrice;
            this.entryTime = System.currentTimeMillis();
            return PositionType.LONG;
            log.info( "多头开仓信号，价格：{}", latestPrice);
            return PositionType.LONG_BUY;
        }

        // 空头开仓条件检查
        if (isShortEntryCondition(macdResult, closePrices, volatility.getValue())) {
            // 执行开空
            this.entryPrice = latestPrice;
            this.entryTime = System.currentTimeMillis();
            return PositionType.SHORT;
             log.info( "空头开仓信号，价格：{}", latestPrice);
            return PositionType.SHORT_SELL;
        }
        // 无信号
        return PositionType.NONE;

    }

    /**
     * 分析最新价格数据并生成交易信号
     *
     * @param closePrices 收盘价序列
     * @return 生成的交易信号（LONG、SHORT或NONE）
     */
    public PositionType analyzeClose(List<BigDecimal> closePrices) {
        // 数据检查：确保有足够的数据点进行计算
        if (closePrices == null || closePrices.size() < 34) {
            return PositionType.NONE; // 数据不足，无法生成信号
        }

        // 1. 计算MACD指标
        MACDResult macdResult = MACDCalculator.calculateMACD(
                closePrices, shortPeriod, longPeriod, signalPeriod);

        // 最新收盘价
        BigDecimal latestPrice = closePrices.get(closePrices.size() - 1);

        if (isLongExitCondition(macdResult, latestPrice)) {
            // 执行平多
            log.info( "多头平仓信号，价格：{}", latestPrice);
            return PositionType.LONG_SELL;
        }
        if (isShortExitCondition(macdResult, latestPrice)) {
            // 执行平空
            log.info( "空头平仓信号，价格：{}", latestPrice);
            return PositionType.SHORT_BUY;
        }

        // 无信号
@@ -159,16 +191,31 @@
     * @param historicalPrices 历史价格序列
     * @return 交易指令（包含side和posSide），如果没有交易信号则返回null
     */
    public TradingOrder generateTradingOrder(List<BigDecimal> historicalPrices) {
        PositionType signal = analyze(historicalPrices);
    public TradingOrder generateTradingOrder(List<BigDecimal> historicalPrices,String operation) {
        PositionType signal =  null;

        if ( operation == OperationType.open.name()){

            signal = analyzeOpen(historicalPrices);

        }else  if ( operation == OperationType.close.name()){

            signal = analyzeClose(historicalPrices);

        }
        // 根据信号和当前持仓状态生成交易指令
        if (signal == PositionType.LONG) {
        if (signal == PositionType.LONG_BUY) {
            // 开多：买入开多（side 填写 buy； posSide 填写 long ）
            return new TradingOrder("buy", "long");
        } else if (signal == PositionType.SHORT) {
        } else if (signal == PositionType.LONG_SELL) {
            // 开空：卖出开空（side 填写 sell； posSide 填写 short ）
            return new TradingOrder("sell", "long");
        } else if (signal == PositionType.SHORT_SELL) {
            // 开空：卖出开空（side 填写 sell； posSide 填写 short ）
            return new TradingOrder("sell", "short");
        } else if (signal == PositionType.SHORT_BUY) {
            // 开空：卖出开空（side 填写 sell； posSide 填写 short ）
            return new TradingOrder("buy", "short");
        }
        // 没有交易信号
        return null;
@@ -183,108 +230,108 @@
     * @return 是否满足多头开仓条件
     */
    private boolean isLongEntryCondition(MACDResult macdResult, List<BigDecimal> closePrices, BigDecimal volatility) {
        // 1. EMA金叉检查（简化为只检查当前短期EMA > 当前长期EMA）
        List<PriceData> macdData = macdResult.getMacdData();
        if (macdData.size() < 1) {
            return false;

        // 2. MACD金叉且柱状线扩张检查
        boolean isMacdFavorable = isMacdGoldenCrossAndExpanding(macdResult);
        
        // 3. MACD柱状线必须为正
        boolean macdPositive = isMacdPositive(macdResult);
        
        // 4. 波动率过滤（必须在合理范围内）
        boolean volatilityFilter = isVolatilityInRange(volatility);
        
        if (macdPositive && volatilityFilter && isMacdFavorable) {
            log.info("多头信号形成, MACD有利状态: {}, 柱状线为正: {}, 波动率过滤: {}",
                    isMacdFavorable, macdPositive, volatilityFilter);
        }
        boolean emaGoldenCross = isMacdGoldenCrossAndExpanding(macdResult);

        PriceData latest = macdData.get(macdData.size() - 1);
        // 2. MACD柱状线为正
        boolean macdPositive = latest.getMacdHist().compareTo(BigDecimal.ZERO) > 0;

        // 3. 简化的波动率检查
        boolean volatilityFilter = volatility.compareTo(BigDecimal.ZERO) > 0;

        if ( emaGoldenCross  && macdPositive && volatilityFilter){
            log.info( "EMA金叉: {}", emaGoldenCross);
            log.info( "MACD柱状线为正: {}" ,macdPositive);
            log.info( "波动率过滤: {}" ,volatilityFilter);
        }
        // 只需要EMA短期在长期上方、MACD柱状线为正且波动率大于0
        return emaGoldenCross && macdPositive && volatilityFilter;
        
        // 所有条件必须同时满足
        return macdPositive && volatilityFilter && isMacdFavorable;
    }

    /**
     * 空头开仓条件检查
     *
     * 
     * @param macdResult MACD计算结果
     * @param closePrices 收盘价序列
     * @param volatility 当前波动率
     * @return 是否满足空头开仓条件
     */
    private boolean isShortEntryCondition(MACDResult macdResult, List<BigDecimal> closePrices,
                                          BigDecimal volatility) {
        List<PriceData> macdData = macdResult.getMacdData();
        if (macdData.size() < 1) {
            return false;
        }
        // 2. MACD柱状线收缩+死叉检查
        boolean macdDeathCross = isMacdDeathCrossAndContracting(macdResult);

        // 2. MACD柱状线为负
        PriceData latest = macdData.get(macdData.size() - 1);
        boolean macdPositive = latest.getMacdHist().compareTo(BigDecimal.ZERO) < 0;


        // 4. 波动率过滤检查（0.5% ~ 5%）
    private boolean isShortEntryCondition(MACDResult macdResult, List<BigDecimal> closePrices, BigDecimal volatility) {
        // 2. MACD死叉且柱状线收缩检查
        boolean isMacdFavorable = isMacdDeathCrossAndContracting(macdResult);
        
        // 3. MACD柱状线必须为负
        boolean macdNegative = isMacdNegative(macdResult);
        
        // 4. 波动率过滤（必须在合理范围内）
        boolean volatilityFilter = isVolatilityInRange(volatility);
        if ( macdDeathCross&& volatilityFilter){
            log.info( "MACD柱状线收缩+死叉: {}", macdDeathCross);
            log.info( "MACD柱状线为负: {}" ,macdPositive);
            log.info( "波动率过滤: {}", volatilityFilter);
        
        if (macdNegative && volatilityFilter && isMacdFavorable) {
            log.info("空头信号形成, MACD有利状态: {}, 柱状线为负: {}, 波动率过滤: {}",
                    isMacdFavorable, macdNegative, volatilityFilter);
        }

        
        // 所有条件必须同时满足
        return macdDeathCross && volatilityFilter && macdPositive;
        return macdNegative && volatilityFilter && isMacdFavorable;
    }

    
    /**
     * EMA金叉检查
     *
     * 多头平仓条件检查
     * 
     * @param macdResult MACD计算结果
     * @return 是否形成EMA金叉
     * @param currentPrice 当前价格
     * @return 是否满足多头平仓条件
     */
    private boolean isEmaGoldenCross(MACDResult macdResult) {
    private boolean isLongExitCondition(MACDResult macdResult, BigDecimal currentPrice) {
        // 1. MACD柱状线由正转负（动量转变）
        List<PriceData> macdData = macdResult.getMacdData();
        if (macdData.size() < 2) {
            return false;
        if (macdData.size() >= 2) {
            PriceData latest = macdData.get(macdData.size() - 1);
            PriceData previous = macdData.get(macdData.size() - 2);

            boolean momentumShift = previous.getMacdHist().compareTo(BigDecimal.ZERO) >= 0 && 
                                   latest.getMacdHist().abs().compareTo(previous.getMacdHist().abs()) < 0;
            if (momentumShift) {
                return true;
            }
        }

        PriceData latest = macdData.get(macdData.size() - 1);
        PriceData previous = macdData.get(macdData.size() - 2);

        // 当前短期EMA > 当前长期EMA，并且前一期短期EMA <= 前一期长期EMA
        return latest.getEmaShort().compareTo(latest.getEmaLong()) > 0 &&
                previous.getEmaShort().compareTo(previous.getEmaLong()) <= 0;
        return false;
    }

    
    /**
     * EMA死叉检查
     *
     * 空头平仓条件检查
     * 
     * @param macdResult MACD计算结果
     * @return 是否形成EMA死叉
     * @param currentPrice 当前价格
     * @return 是否满足空头平仓条件
     */
    private boolean isEmaDeathCross(MACDResult macdResult) {
    private boolean isShortExitCondition(MACDResult macdResult, BigDecimal currentPrice) {
        // 1. MACD柱状线由负转正（动量转变）
        List<PriceData> macdData = macdResult.getMacdData();
        if (macdData.size() < 2) {
            return false;
        if (macdData.size() >= 2) {
            PriceData latest = macdData.get(macdData.size() - 1);
            PriceData previous = macdData.get(macdData.size() - 2);
            
            boolean momentumShift = previous.getMacdHist().compareTo(BigDecimal.ZERO) <= 0 &&
                                latest.getMacdHist().abs().compareTo(previous.getMacdHist().abs()) < 0;
            if (momentumShift) {
                return true;
            }
        }

        PriceData latest = macdData.get(macdData.size() - 1);
        PriceData previous = macdData.get(macdData.size() - 2);

        // 当前短期EMA < 当前长期EMA，并且前一期短期EMA >= 前一期长期EMA
        return latest.getEmaShort().compareTo(latest.getEmaLong()) < 0 &&
                previous.getEmaShort().compareTo(previous.getEmaLong()) >= 0;
        
        return false;
    }

    
    /**
     * MACD金叉且柱状线扩张检查
     *
     * <p>
     * 条件：
     * 1. DIF线从下往上穿过DEA线（金叉）
     * 2. MACD柱状线绝对值增大且为正值（动量增强）
     * 
     * @param macdResult MACD计算结果
     * @return 是否形成MACD金叉且柱状线扩张
     * @return 是否形成MACD金叉或柱状线扩张
     */
    private boolean isMacdGoldenCrossAndExpanding(MACDResult macdResult) {
        List<PriceData> macdData = macdResult.getMacdData();
@@ -294,26 +341,30 @@

        PriceData latest = macdData.get(macdData.size() - 1);
        PriceData previous = macdData.get(macdData.size() - 2);

        // 1. MACD金叉检查（DIF上穿DEA）
        boolean goldenCross = previous.getDif().compareTo(previous.getDea()) <= 0 &&
                latest.getDif().compareTo(latest.getDea()) > 0;

        // 2. MACD柱状线扩张检查
        boolean histogramExpanding =
                previous.getMacdHist().compareTo(latest.getMacdHist()) < 0 &&
                latest.getMacdHist().compareTo(BigDecimal.ZERO) > 0;

        return goldenCross && histogramExpanding;
        PriceData prevPrev = macdData.get(macdData.size() - 3);
        
        // 金叉判断：DIF从下往上穿过DEA
        boolean isGoldenCross = prevPrev.getDif().compareTo(prevPrev.getDea()) <= 0 && 
                              previous.getDif().compareTo(previous.getDea()) > 0;
        
        // 柱状线扩张判断：连续正值且绝对值增大
        boolean isExpanding = latest.getMacdHist().compareTo(BigDecimal.ZERO) > 0 && 
                            previous.getMacdHist().compareTo(BigDecimal.ZERO) > 0 &&
                            previous.getMacdHist().abs().compareTo(latest.getMacdHist().abs()) < 0;
        
        // 金叉或柱状线扩张任一满足即可
        return isGoldenCross && isExpanding;
    }

    
    /**
     * MACD死叉且柱状线收缩检查
     *
     * MACD柱状线扩张检查
     * <p>
     * 条件：当前MACD柱状线绝对值大于前一根
     * 
     * @param macdResult MACD计算结果
     * @return 是否形成MACD死叉且柱状线收缩
     * @return MACD柱状线是否扩张
     */
    private boolean isMacdDeathCrossAndContracting(MACDResult macdResult) {
    private boolean isExpanding(MACDResult macdResult) {
        List<PriceData> macdData = macdResult.getMacdData();
        if (macdData.size() < 2) {
            return false;
@@ -321,18 +372,91 @@

        PriceData latest = macdData.get(macdData.size() - 1);
        PriceData previous = macdData.get(macdData.size() - 2);
        
        // MACD柱状线扩张：当前绝对值大于前一根
        return latest.getMacdHist().abs().compareTo(previous.getMacdHist().abs()) > 0;
    }

        // 1. MACD死叉检查（DIF下穿DEA）
        boolean deathCross = previous.getDif().compareTo(previous.getDea()) >= 0 &&
                latest.getDif().compareTo(latest.getDea()) < 0;
    /**
     * MACD死叉且柱状线收缩检查
     * <p>
     * 条件：
     * 1. DIF线从上往下穿过DEA线（死叉）
     * 2. MACD柱状线绝对值减小且为负值（动量减弱）
     * 
     * @param macdResult MACD计算结果
     * @return 是否形成MACD死叉或柱状线收缩
     */
    private boolean isMacdDeathCrossAndContracting(MACDResult macdResult) {
        List<PriceData> macdData = macdResult.getMacdData();
        if (macdData.size() < 3) {
            return false;
        }

        // 2. MACD柱状线收缩检查（绝对值减小）
        boolean histogramContracting =
                previous.getMacdHist().abs().compareTo(
                        latest.getMacdHist().abs()) < 0 &&
                latest.getMacdHist().compareTo(BigDecimal.ZERO) < 0;
        PriceData latest = macdData.get(macdData.size() - 1);
        PriceData previous = macdData.get(macdData.size() - 2);
        PriceData prevPrev = macdData.get(macdData.size() - 3);
        
        // 死叉判断：DIF从上往下穿过DEA
        boolean isDeathCross = prevPrev.getDif().compareTo(prevPrev.getDea()) >= 0 && 
                             previous.getDif().compareTo(previous.getDea()) < 0;
        
        // 柱状线收缩判断：连续负值且绝对值减小
        boolean isContracting = latest.getMacdHist().compareTo(BigDecimal.ZERO) < 0 && 
                              previous.getMacdHist().compareTo(BigDecimal.ZERO) < 0 &&
                              previous.getMacdHist().abs().compareTo(latest.getMacdHist().abs()) > 0;
        
        // 死叉或柱状线收缩任一满足即可
        return isDeathCross && isContracting;
    }
    
    /**
     * MACD柱状线收缩检查
     * <p>
     * 条件：前一根MACD柱状线绝对值大于当前
     * 
     * @param macdResult MACD计算结果
     * @return MACD柱状线是否收缩
     */
    private boolean isContracting(MACDResult macdResult) {
        List<PriceData> macdData = macdResult.getMacdData();
        if (macdData.size() < 2) {
            return false;
        }

        return deathCross && histogramContracting;
        PriceData latest = macdData.get(macdData.size() - 1);
        PriceData previous = macdData.get(macdData.size() - 2);
        
        // MACD柱状线收缩：前一根绝对值大于当前
        return previous.getMacdHist().abs().compareTo(latest.getMacdHist().abs()) > 0;
    }
    
    /**
     * 检查MACD柱状线是否为正值
     * 
     * @param macdResult MACD计算结果
     * @return MACD柱状线是否为正值
     */
    private boolean isMacdPositive(MACDResult macdResult) {
        List<PriceData> macdData = macdResult.getMacdData();
        if (macdData.isEmpty()) {
            return false;
        }
        return macdData.get(macdData.size() - 1).getMacdHist().compareTo(BigDecimal.ZERO) > 0;
    }
    
    /**
     * 检查MACD柱状线是否为负值
     * 
     * @param macdResult MACD计算结果
     * @return MACD柱状线是否为负值
     */
    private boolean isMacdNegative(MACDResult macdResult) {
        List<PriceData> macdData = macdResult.getMacdData();
        if (macdData.isEmpty()) {
            return false;
        }
        return macdData.get(macdData.size() - 1).getMacdHist().compareTo(BigDecimal.ZERO) < 0;
    }

    /**
@@ -349,22 +473,4 @@
                volatility.compareTo(maxVolatility) <= 0;
    }


    /**
     * 获取开仓价格
     *
     * @return 开仓价格
     */
    public BigDecimal getEntryPrice() {
        return entryPrice;
    }

    /**
     * 获取开仓时间戳
     *
     * @return 开仓时间戳
     */
    public long getEntryTime() {
        return entryTime;
    }
}

 src/main/java/com/xcong/excoin/modules/okxNewPrice/indicator/macdAndMatrategy/MacdMaStrategyTest.java

File was deleted

 src/main/java/com/xcong/excoin/modules/okxNewPrice/okxWs/OrderInfoWs.java

@@ -116,6 +116,29 @@

                    log.info("{}: 订单详情已完成: {}, 自定义编号: {}", accountName, CoinEnums.HE_YUE.getCode(), clOrdId);

                    TradeRequestParam tradeRequestParam = new TradeRequestParam();
                    tradeRequestParam.setAccountName(accountName);
                    BigDecimal zhiYingPx = getZhiYingPx(
                            accountName,
                            posSide,
                            fillFee,
                            WsMapBuild.parseBigDecimalSafe(InstrumentsWs.getAccountMap(accountName).get(CoinEnums.CTVAL.name())),
                            WsMapBuild.parseBigDecimalSafe(accFillSz),
                            WsMapBuild.parseBigDecimalSafe(InstrumentsWs.getAccountMap(accountName).get(CoinEnums.CONTRACTMULTIPLIER.name())),
                            WsMapBuild.parseBigDecimalSafe(avgPx),
                            WsMapBuild.parseBigDecimalSafe(CoinEnums.LEVERAGE.getCode())
                    );
                    tradeRequestParam.setMarkPx(String.valueOf(zhiYingPx));
                    tradeRequestParam.setInstId(CoinEnums.HE_YUE.getCode());
                    tradeRequestParam.setTdMode(CoinEnums.CROSS.getCode());
                    tradeRequestParam.setPosSide(posSide);
                    tradeRequestParam.setOrdType(CoinEnums.ORDTYPE_LIMIT.getCode());
                    tradeRequestParam.setTradeType(OrderParamEnums.TRADE_YES.getValue());
                    tradeRequestParam.setSide(CoinEnums.POSSIDE_LONG.getCode().equals(posSide) ? CoinEnums.SIDE_SELL.getCode() : CoinEnums.SIDE_BUY.getCode());
                    tradeRequestParam.setClOrdId(WsParamBuild.getOrderNum(tradeRequestParam.getSide()));
                    tradeRequestParam.setSz(accFillSz);
                    return tradeRequestParam;

                }
                return null;
            }

 src/main/java/com/xcong/excoin/modules/okxNewPrice/okxWs/PositionsWs.java

@@ -63,7 +63,7 @@
    public static void handleEvent(JSONObject response, String accountName) {


        log.info("开始执行PositionsWs......");
//        log.info("开始执行PositionsWs......");
        try {
            JSONArray dataArray = response.getJSONArray("data");
            if (dataArray == null || dataArray.isEmpty()) {
@@ -75,7 +75,7 @@
                JSONObject posData = dataArray.getJSONObject(i);
                String instId = posData.getString("instId");
                if (CoinEnums.HE_YUE.getCode().equals(instId)) {
                    log.info("查询到账户{}持仓数据",CoinEnums.HE_YUE.getCode());
//                    log.info("查询到账户{}持仓数据",CoinEnums.HE_YUE.getCode());
                    String mgnMode = posData.getString("mgnMode");
                    String posSide = posData.getString("posSide");
                    String pos = posData.getString("pos");
@@ -97,18 +97,18 @@
                    String settledPnl = posData.getString("settledPnl");
                    String fee = posData.getString("fee");
                    String fundingFee = posData.getString("fundingFee");
                    log.info(
                            "{}: 账户持仓频道-产品类型: {}, 保证金模式: {}, 持仓方向: {}, 持仓数量: {}, 开仓平均价: {}, "
                                    + "未实现收益: {}, 未实现收益率: {}, 杠杆倍数: {}, 预估强平价: {}, 初始保证金: {}, "
                                    + "维持保证金率: {}, 维持保证金: {}, 以美金价值为单位的持仓数量: {}, 占用保证金的币种: {}, "
                                    + "最新成交价: {}, 最新指数价格: {}, 盈亏平衡价: {}, 已实现收益: {}, 累计已结算收益: {}"
                                    + "最新标记价格: {},累计手续费: {},累计持仓费: {},",
                            initAccountName(accountName, posSide), instId, mgnMode, posSide, pos, avgPx,
                            upl, uplRatio, lever, liqPx, imr,
                            mgnRatio, mmr, notionalUsd, ccy,
                            last, idxPx, bePx, realizedPnl, settledPnl,
                            markPx,fee,fundingFee
                    );
//                    log.info(
//                            "{}: 账户持仓频道-产品类型: {}, 保证金模式: {}, 持仓方向: {}, 持仓数量: {}, 开仓平均价: {}, "
//                                    + "未实现收益: {}, 未实现收益率: {}, 杠杆倍数: {}, 预估强平价: {}, 初始保证金: {}, "
//                                    + "维持保证金率: {}, 维持保证金: {}, 以美金价值为单位的持仓数量: {}, 占用保证金的币种: {}, "
//                                    + "最新成交价: {}, 最新指数价格: {}, 盈亏平衡价: {}, 已实现收益: {}, 累计已结算收益: {}"
//                                    + "最新标记价格: {},累计手续费: {},累计持仓费: {},",
//                            initAccountName(accountName, posSide), instId, mgnMode, posSide, pos, avgPx,
//                            upl, uplRatio, lever, liqPx, imr,
//                            mgnRatio, mmr, notionalUsd, ccy,
//                            last, idxPx, bePx, realizedPnl, settledPnl,
//                            markPx,fee,fundingFee
//                    );
                    initParam(posData, accountName,posSide);
                }
            }

 src/main/java/com/xcong/excoin/modules/okxNewPrice/okxWs/TradeOrderWs.java

@@ -74,6 +74,10 @@
            log.warn("下单参数缺失，取消发送");
            return;
        }
        if (BigDecimal.ZERO.compareTo(new BigDecimal(sz)) >= 0) {
            log.warn("下单数量{}不允许下单，取消发送", sz);
            return;
        }

        /**
         * 检验账户和仓位是否准备就绪
@@ -82,18 +86,23 @@
         * 平多：卖出平多（side 填写 sell；posSide 填写 long ）
         * 平空：买入平空（side 填写 buy； posSide 填写 short ） 需要检验仓位通道是否准备就绪
         */
        //买入开多、卖出开空则验证仓位通道是否准备就绪

        String positionAccountName = PositionsWs.initAccountName(accountName, posSide);
        BigDecimal positionsReadyState = PositionsWs.getAccountMap(positionAccountName).get(CoinEnums.READY_STATE.name()) == null
                ? BigDecimal.ZERO : PositionsWs.getAccountMap(positionAccountName).get(CoinEnums.READY_STATE.name());
        if (WsMapBuild.parseBigDecimalSafe(CoinEnums.READY_STATE_YES.getCode()).compareTo(positionsReadyState) != 0) {
            log.info("仓位{}通道未就绪，取消发送",positionAccountName);
            return;
        }
        String accountReadyState = AccountWs.getAccountMap(accountName).get(CoinEnums.READY_STATE.name());
        if (!CoinEnums.READY_STATE_YES.getCode().equals(accountReadyState)) {
            log.info("账户通道未就绪，取消发送");
            return;
        boolean b = posSide.equals(CoinEnums.POSSIDE_LONG.getCode()) && side.equals(CoinEnums.SIDE_BUY.getCode());
        boolean c = posSide.equals(CoinEnums.POSSIDE_SHORT.getCode()) && side.equals(CoinEnums.SIDE_SELL.getCode());
        if ( b || c ){
            BigDecimal positionsReadyState = PositionsWs.getAccountMap(positionAccountName).get(CoinEnums.READY_STATE.name()) == null
                    ? BigDecimal.ZERO : PositionsWs.getAccountMap(positionAccountName).get(CoinEnums.READY_STATE.name());
            if (WsMapBuild.parseBigDecimalSafe(CoinEnums.READY_STATE_YES.getCode()).compareTo(positionsReadyState) != 0) {
                log.info("仓位{}通道未就绪，取消发送",positionAccountName);
                return;
            }
            String accountReadyState = AccountWs.getAccountMap(accountName).get(CoinEnums.READY_STATE.name());
            if (!CoinEnums.READY_STATE_YES.getCode().equals(accountReadyState)) {
                log.info("账户通道未就绪，取消发送");
                return;
            }
        }

        try {
@@ -126,7 +135,7 @@
        }
    }

    public static void orderZhiYingEvent(WebSocketClient webSocketClient, TradeRequestParam tradeRequestParam) {
    public static void orderZhiYingZhiSunEventNoState(WebSocketClient webSocketClient, TradeRequestParam tradeRequestParam) {


        log.info("开始执行TradeOrderWs......");