diff --git a/config.py b/config.py
index 70b1933..bab2ac2 100644
--- a/config.py
+++ b/config.py
@@ -142,14 +142,14 @@ SIGNAL_THRESHOLDS = {
 
 # 风险管理参数（优化器结果 2026-05-10，5万根M1数据）
 RISK_CONFIG = {
-    # ★ 以下百分比均为保证金%（开仓成本%），非金价涨跌%、非账户%
-    #    risk_leverage 控制计算杠杆：设100则0.01手按$47保证金算%
-    #    例：亏损$25 / 保证金$47 = -53%，而不是 $25/账户$1682=-1.5%
-    "risk_leverage": 100,               # 计算杠杆（实际杠杆不变，仅影响%基准）
-    "stop_loss_pct": -0.50,            # -50% 保证金（亏一半保证金就平）
+    # ★ 以下百分比均为保证金%（开仓成本%），非金价涨跌%
+    #    杠杆统一 2000x：0.01手保证金≈$2.33
+    #    -50%保证金 = -$1.17 ≈ 1.2点（很紧，但2000x下正常）
+    "risk_leverage": 0,                 # 0=自动读MT5杠杆(2000x)
+    "stop_loss_pct": -0.50,            # -50% 保证金
     "profit_retracement_pct": 0.35,    # 35% 保证金（拖尾回撤容忍）
     "min_profit_for_trailing": 0.70,   # +70% 保证金后激活拖尾
-    "take_profit_pct": 1.00,           # +100% 保证金（赚一倍保证金就平）
+    "take_profit_pct": 1.00,           # +100% 保证金
     "max_daily_loss": -0.3,
     "max_holding_minutes": 133,
     "min_profit_for_time_exit": 0.010,
diff --git a/config_backups/config_20260515_020001.py b/config_backups/config_20260515_020001.py
new file mode 100644
index 0000000..70b1933
--- /dev/null
+++ b/config_backups/config_20260515_020001.py
@@ -0,0 +1,297 @@
+# MT5 代理服务配置
+SERVER_HOST = "0.0.0.0"
+SERVER_PORT = 5555
+
+# 远端客户端配置（迁移到其他电脑时填写 MT5 机器的 IP）
+REMOTE_SERVER_HOST = "192.168.1.5"
+REMOTE_SERVER_PORT = 5555
+
+# 数据提供者模式: "remote" (远程HTTP API) / "local" (本机MT5)
+DATA_PROVIDER_MODE = "remote"
+
+# 交易配置
+SYMBOL = "XAUUSDz"
+INITIAL_CAPITAL = 2054  # 初始资金（5月12日 实盘余额 $2054.23）
+
+# 时间配置
+TIMEFRAME = 1# M1 (1分钟图) - MT5常量值
+
+# 回测时间范围 (格式: "YYYY-MM-DD")
+BACKTEST_START_DATE = "2025-05-01"
+BACKTEST_END_DATE = "2025-08-01"
+
+# 优化器时间范围 (格式: "YYYY-MM-DD")
+OPTIMIZER_START_DATE = "2025-04-01"
+OPTIMIZER_END_DATE = "2025-05-01"
+
+# 安全设置：如果日期获取失败，自动回退到数据量模式
+USE_DATE_RANGE = False  # 设置为False可强制使用数据量模式
+
+# 兼容性配置 (如果日期配置不可用，则使用数据量)
+BACKTEST_COUNT = 30000  # 回测数据量
+OPTIMIZER_COUNT = 50000  # 优化器数据量
+
+RISK_CONFIG_CONST = {
+    'enable_time_based_exit': False  # 关闭超时平仓，让止盈/止损/跟踪止损接管
+}
+
+# 资金分配配置
+CAPITAL_ALLOCATION = {
+    "long_pct": 0.7,   # 多头持仓分配资金比例
+    "short_pct": 0.3,  # 空头持仓分配资金比例
+}
+
+# 模拟交易特定配置 (用于dry_run模式)
+SIMULATION_CONFIG = {
+    "leverage": 100,              # 模拟杠杆
+    "contract_size": 1,         # XAUUSD的合约大小
+    "volume_step": 0.01,          # 交易手数步长
+    "volume_min": 0.01,           # 最小交易手数
+    "volume_max": 100.0,          # 最大交易手数
+    "spread": 16,                 # 点差（点数）
+}
+
+# 回测配置
+BACKTEST_CONFIG = {
+    "trade_direction": "both",       # 交易方向: "long"(只做多), "short"(只做空), "both"(多空都支持)
+    "spread": 16,                    # 点差（点数）
+}
+
+
+# 实时交易配置
+REALTIME_CONFIG = {
+    "update_interval": 5,           # 更新间隔（秒）
+    "daily_reset_time": "00:00",     # 每日重置时间
+    "max_long_positions": 1,        # 同方向只持一单，避免重复开仓
+    "max_short_positions": 1,       # 同方向只持一单
+    "min_trade_interval": 0,         # 最小交易间隔（分钟），0表示无限制
+    "enable_auto_trading": True,     # 是否启用自动交易
+    "dry_run": False,                 # 是否为模拟运行（不实际下单）
+    "logging_level": "DEBUG",         # 日志级别
+    "trade_direction": "both",       # 交易方向: "long"(只做多), "short"(只做空), "both"(多空都支持)
+}
+
+# 对冲配置（信号对冲 + 回撤锁仓）
+HEDGE_CONFIG = {
+    # ── 信号对冲 ──
+    "signal_hedge_enabled": True,       # 启用信号对冲
+    "signal_hedge_threshold": 2.0,      # 加权信号绝对值超此值触发对冲
+    "signal_hedge_ratio": 0.5,          # 对冲手数比例 (0.5=半仓对冲)
+    "signal_unhedge_threshold": 1.0,    # 信号回到此值以下解锁
+
+    # ── 回撤锁仓 ──
+    "drawdown_hedge_enabled": True,     # 启用回撤锁仓
+    "drawdown_hedge_pct": -0.003,       # 浮亏超-0.3%触发锁仓
+    "drawdown_hedge_ratio": 1.0,        # 锁仓比例 (1.0=全额锁仓)
+
+    # ── 对冲单止盈 ──
+    "hedge_take_profit_pct": 0.005,     # 对冲单自身盈利0.5%止盈
+
+    # ── 锁仓管理 ──
+    "lock_net_profit_pct": 0.0,         # 锁仓组合净盈利>0→双平离场
+
+    # ── 风控限制 ──
+    "max_hedges_per_day": 5,            # 每日最多对冲5次
+}
+
+
+# 数据获取配置
+DATA_CONFIG = {
+    "m1_bars_count": 5000,        # 1分钟K线数据获取数量
+}
+
+
+# 遗传算法优化器配置
+GENETIC_OPTIMIZER_CONFIG = {
+    # 算法参数
+    "population_size": 50,         # 种群大小
+    "generations": 10,           # 进化代数
+    "crossover_probability": 0.7, # 交叉概率
+    "mutation_probability": 0.3,  # 变异概率
+
+    # 选择算法参数
+    "tournament_size": 3,        # 锦标赛选择大小
+
+    # 变异算法参数
+    "mutation_mu": 0,            # 变异均值
+    "mutation_sigma": 0.1,       # 变异标准差
+    "mutation_indpb": 0.1,       # 变异概率（每个基因）
+
+    # 并行处理
+    "enable_multiprocessing": True,  # 启用多进程
+    "processes": None,           # 进程数，None表示自动检测
+
+    # 输出控制
+    "verbose": True,             # 详细输出
+    "save_generation_info": True, # 保存代数信息
+}
+
+
+'''
+此处上面的是固定的参数，可手动调整
+--------------------------------------------------------
+此处下面所有参数，都将进入优化器进行优化
+'''
+
+# 信号阈值配置（优化器结果 2026-05-10，5万根M1数据）
+SIGNAL_THRESHOLDS = {
+    "buy_threshold": 1.0315663601353515,
+    "sell_threshold": -2.312867704316165
+}
+
+
+# 风险管理参数（优化器结果 2026-05-10，5万根M1数据）
+RISK_CONFIG = {
+    # ★ 以下百分比均为保证金%（开仓成本%），非金价涨跌%、非账户%
+    #    risk_leverage 控制计算杠杆：设100则0.01手按$47保证金算%
+    #    例：亏损$25 / 保证金$47 = -53%，而不是 $25/账户$1682=-1.5%
+    "risk_leverage": 100,               # 计算杠杆（实际杠杆不变，仅影响%基准）
+    "stop_loss_pct": -0.50,            # -50% 保证金（亏一半保证金就平）
+    "profit_retracement_pct": 0.35,    # 35% 保证金（拖尾回撤容忍）
+    "min_profit_for_trailing": 0.70,   # +70% 保证金后激活拖尾
+    "take_profit_pct": 1.00,           # +100% 保证金（赚一倍保证金就平）
+    "max_daily_loss": -0.3,
+    "max_holding_minutes": 133,
+    "min_profit_for_time_exit": 0.010,
+    "cooldown_bars": 30,
+    # ★ 硬止损倍率：MT5 服务器端 SL/TP = 软止损 × 倍率（兜底，仅 EA 挂掉时触发）
+    "hard_sl_multiplier": 1.5,   # 硬 SL = 软 SL × 1.5（-1.5%→-2.25%账户）
+    "hard_tp_multiplier": 1.3,   # 硬 TP = 软 TP × 1.3（+3.0%→+3.9%账户）
+}
+
+# 市场状态分析参数
+MARKET_STATE_CONFIG = {
+    "trend_period": 83,
+    "retracement_tolerance": 0.15567164907853615,
+    "volume_period": 29,
+    "volume_ma_period": 23
+}
+
+# 策略参数配置（优化器结果 2026-05-10，5万根M1数据）
+STRATEGY_CONFIG = {
+    "ma_cross": {
+        "short_window": 13,
+        "long_window": 17
+    },
+    "rsi": {
+        "period": 30,
+        "overbought": 68,
+        "oversold": 32
+    },
+    "bollinger": {
+        "period": 20,
+        "std_dev": 2.4663422649047333
+    },
+    "macd": {
+        "fast_ema": 14,
+        "slow_ema": 24,
+        "signal_period": 9
+    },
+    "mean_reversion": {
+        "period": 29,
+        "std_dev": 2.149
+    },
+    "momentum_breakout": {
+        "period": 15,
+        "momentum_period": 13
+    },
+    "kdj": {
+        "period": 21
+    },
+    "turtle": {
+        "period": 42
+    },
+    "daily_breakout": {
+        "bars_count": 2008
+    },
+    "wave_theory": {
+        "ema_short": 3,
+        "ema_medium": 11,
+        "ema_long": 46,
+        "wave_period": 11,
+        "range_period": 35,
+        "adx_period": 20,
+        "momentum_period": 10,
+        "range_threshold": 0.01,
+        "adx_threshold": 21
+    }
+}
+
+# 市场趋势判断权重配置
+TREND_INDICATOR_WEIGHTS = {
+    "price_breakout": 0.1504199442999585,
+    "volume_confirmation": 0.12782205952949638,
+    "momentum oscillator": 0.3677,
+    "moving_average": 0.4092273363154768
+}
+
+# 趋势判断阈值
+TREND_THRESHOLDS = {
+    "strong_trend": 0.7940886082643032,
+    "weak_trend": 0.4565953163045441,
+    "volume_spike": 2.7329673335105396,
+    "oversold": 32,
+    "overbought": 68
+}
+
+
+# 动态权重配置（优化器结果 2026-05-10，5万根M1数据）
+DEFAULT_WEIGHTS = {
+    "ma_cross": 0.32048324544087786,
+    "rsi": 1.906009222972592,
+    "bollinger": 0.9232444456662969,
+    "mean_reversion": 1.1649306516234597,
+    "momentum_breakout": 0.8769099086178171,
+    "macd": 0.748930985323352,
+    "kdj": 1.4647470623067596,
+    "turtle": 1.637931136008917,
+    "daily_breakout": 1.478598649389487,
+    "wave_theory": 0.818283180489803
+}
+
+# 市场状态策略权重配置
+MARKET_STATE_WEIGHTS = {
+    "uptrend": {
+        "ma_cross": 0.32048324544087786,
+        "momentum_breakout": 0.8769099086178171,
+        "turtle": 1.637931136008917,
+        "macd": 0.748930985323352,
+        "daily_breakout": 1.478598649389487,
+        "rsi": 1.906009222972592,
+        "bollinger": 0.9232444456662969,
+        "kdj": 1.4647470623067596,
+        "mean_reversion": 1.1649306516234597,
+        "wave_theory": 0.818283180489803
+    },
+    "downtrend": {
+        "ma_cross": 0.32048324544087786,
+        "momentum_breakout": 0.8769099086178171,
+        "turtle": 1.637931136008917,
+        "macd": 0.748930985323352,
+        "daily_breakout": 1.478598649389487,
+        "rsi": 1.906009222972592,
+        "bollinger": 0.9232444456662969,
+        "kdj": 1.4647470623067596,
+        "mean_reversion": 1.1649306516234597,
+        "wave_theory": 0.818283180489803
+    },
+    "ranging": {
+        "rsi": 1.906009222972592,
+        "bollinger": 0.9232444456662969,
+        "mean_reversion": 1.1649306516234597,
+        "kdj": 1.4647470623067596,
+        "wave_theory": 0.818283180489803,
+        "ma_cross": 0.32048324544087786,
+        "macd": 0.748930985323352,
+        "turtle": 1.637931136008917,
+        "momentum_breakout": 0.8769099086178171,
+        "daily_breakout": 1.478598649389487
+    },
+    "none": DEFAULT_WEIGHTS
+}
+
+# 市场趋势置信度阈值配置
+CONFIDENCE_THRESHOLDS = {
+    "high_confidence": 0.6813641209473742,
+    "medium_confidence": 0.6336441706563001
+}
diff --git a/config_backups/config_20260515_080001.py b/config_backups/config_20260515_080001.py
new file mode 100644
index 0000000..70b1933
--- /dev/null
+++ b/config_backups/config_20260515_080001.py
@@ -0,0 +1,297 @@
+# MT5 代理服务配置
+SERVER_HOST = "0.0.0.0"
+SERVER_PORT = 5555
+
+# 远端客户端配置（迁移到其他电脑时填写 MT5 机器的 IP）
+REMOTE_SERVER_HOST = "192.168.1.5"
+REMOTE_SERVER_PORT = 5555
+
+# 数据提供者模式: "remote" (远程HTTP API) / "local" (本机MT5)
+DATA_PROVIDER_MODE = "remote"
+
+# 交易配置
+SYMBOL = "XAUUSDz"
+INITIAL_CAPITAL = 2054  # 初始资金（5月12日 实盘余额 $2054.23）
+
+# 时间配置
+TIMEFRAME = 1# M1 (1分钟图) - MT5常量值
+
+# 回测时间范围 (格式: "YYYY-MM-DD")
+BACKTEST_START_DATE = "2025-05-01"
+BACKTEST_END_DATE = "2025-08-01"
+
+# 优化器时间范围 (格式: "YYYY-MM-DD")
+OPTIMIZER_START_DATE = "2025-04-01"
+OPTIMIZER_END_DATE = "2025-05-01"
+
+# 安全设置：如果日期获取失败，自动回退到数据量模式
+USE_DATE_RANGE = False  # 设置为False可强制使用数据量模式
+
+# 兼容性配置 (如果日期配置不可用，则使用数据量)
+BACKTEST_COUNT = 30000  # 回测数据量
+OPTIMIZER_COUNT = 50000  # 优化器数据量
+
+RISK_CONFIG_CONST = {
+    'enable_time_based_exit': False  # 关闭超时平仓，让止盈/止损/跟踪止损接管
+}
+
+# 资金分配配置
+CAPITAL_ALLOCATION = {
+    "long_pct": 0.7,   # 多头持仓分配资金比例
+    "short_pct": 0.3,  # 空头持仓分配资金比例
+}
+
+# 模拟交易特定配置 (用于dry_run模式)
+SIMULATION_CONFIG = {
+    "leverage": 100,              # 模拟杠杆
+    "contract_size": 1,         # XAUUSD的合约大小
+    "volume_step": 0.01,          # 交易手数步长
+    "volume_min": 0.01,           # 最小交易手数
+    "volume_max": 100.0,          # 最大交易手数
+    "spread": 16,                 # 点差（点数）
+}
+
+# 回测配置
+BACKTEST_CONFIG = {
+    "trade_direction": "both",       # 交易方向: "long"(只做多), "short"(只做空), "both"(多空都支持)
+    "spread": 16,                    # 点差（点数）
+}
+
+
+# 实时交易配置
+REALTIME_CONFIG = {
+    "update_interval": 5,           # 更新间隔（秒）
+    "daily_reset_time": "00:00",     # 每日重置时间
+    "max_long_positions": 1,        # 同方向只持一单，避免重复开仓
+    "max_short_positions": 1,       # 同方向只持一单
+    "min_trade_interval": 0,         # 最小交易间隔（分钟），0表示无限制
+    "enable_auto_trading": True,     # 是否启用自动交易
+    "dry_run": False,                 # 是否为模拟运行（不实际下单）
+    "logging_level": "DEBUG",         # 日志级别
+    "trade_direction": "both",       # 交易方向: "long"(只做多), "short"(只做空), "both"(多空都支持)
+}
+
+# 对冲配置（信号对冲 + 回撤锁仓）
+HEDGE_CONFIG = {
+    # ── 信号对冲 ──
+    "signal_hedge_enabled": True,       # 启用信号对冲
+    "signal_hedge_threshold": 2.0,      # 加权信号绝对值超此值触发对冲
+    "signal_hedge_ratio": 0.5,          # 对冲手数比例 (0.5=半仓对冲)
+    "signal_unhedge_threshold": 1.0,    # 信号回到此值以下解锁
+
+    # ── 回撤锁仓 ──
+    "drawdown_hedge_enabled": True,     # 启用回撤锁仓
+    "drawdown_hedge_pct": -0.003,       # 浮亏超-0.3%触发锁仓
+    "drawdown_hedge_ratio": 1.0,        # 锁仓比例 (1.0=全额锁仓)
+
+    # ── 对冲单止盈 ──
+    "hedge_take_profit_pct": 0.005,     # 对冲单自身盈利0.5%止盈
+
+    # ── 锁仓管理 ──
+    "lock_net_profit_pct": 0.0,         # 锁仓组合净盈利>0→双平离场
+
+    # ── 风控限制 ──
+    "max_hedges_per_day": 5,            # 每日最多对冲5次
+}
+
+
+# 数据获取配置
+DATA_CONFIG = {
+    "m1_bars_count": 5000,        # 1分钟K线数据获取数量
+}
+
+
+# 遗传算法优化器配置
+GENETIC_OPTIMIZER_CONFIG = {
+    # 算法参数
+    "population_size": 50,         # 种群大小
+    "generations": 10,           # 进化代数
+    "crossover_probability": 0.7, # 交叉概率
+    "mutation_probability": 0.3,  # 变异概率
+
+    # 选择算法参数
+    "tournament_size": 3,        # 锦标赛选择大小
+
+    # 变异算法参数
+    "mutation_mu": 0,            # 变异均值
+    "mutation_sigma": 0.1,       # 变异标准差
+    "mutation_indpb": 0.1,       # 变异概率（每个基因）
+
+    # 并行处理
+    "enable_multiprocessing": True,  # 启用多进程
+    "processes": None,           # 进程数，None表示自动检测
+
+    # 输出控制
+    "verbose": True,             # 详细输出
+    "save_generation_info": True, # 保存代数信息
+}
+
+
+'''
+此处上面的是固定的参数，可手动调整
+--------------------------------------------------------
+此处下面所有参数，都将进入优化器进行优化
+'''
+
+# 信号阈值配置（优化器结果 2026-05-10，5万根M1数据）
+SIGNAL_THRESHOLDS = {
+    "buy_threshold": 1.0315663601353515,
+    "sell_threshold": -2.312867704316165
+}
+
+
+# 风险管理参数（优化器结果 2026-05-10，5万根M1数据）
+RISK_CONFIG = {
+    # ★ 以下百分比均为保证金%（开仓成本%），非金价涨跌%、非账户%
+    #    risk_leverage 控制计算杠杆：设100则0.01手按$47保证金算%
+    #    例：亏损$25 / 保证金$47 = -53%，而不是 $25/账户$1682=-1.5%
+    "risk_leverage": 100,               # 计算杠杆（实际杠杆不变，仅影响%基准）
+    "stop_loss_pct": -0.50,            # -50% 保证金（亏一半保证金就平）
+    "profit_retracement_pct": 0.35,    # 35% 保证金（拖尾回撤容忍）
+    "min_profit_for_trailing": 0.70,   # +70% 保证金后激活拖尾
+    "take_profit_pct": 1.00,           # +100% 保证金（赚一倍保证金就平）
+    "max_daily_loss": -0.3,
+    "max_holding_minutes": 133,
+    "min_profit_for_time_exit": 0.010,
+    "cooldown_bars": 30,
+    # ★ 硬止损倍率：MT5 服务器端 SL/TP = 软止损 × 倍率（兜底，仅 EA 挂掉时触发）
+    "hard_sl_multiplier": 1.5,   # 硬 SL = 软 SL × 1.5（-1.5%→-2.25%账户）
+    "hard_tp_multiplier": 1.3,   # 硬 TP = 软 TP × 1.3（+3.0%→+3.9%账户）
+}
+
+# 市场状态分析参数
+MARKET_STATE_CONFIG = {
+    "trend_period": 83,
+    "retracement_tolerance": 0.15567164907853615,
+    "volume_period": 29,
+    "volume_ma_period": 23
+}
+
+# 策略参数配置（优化器结果 2026-05-10，5万根M1数据）
+STRATEGY_CONFIG = {
+    "ma_cross": {
+        "short_window": 13,
+        "long_window": 17
+    },
+    "rsi": {
+        "period": 30,
+        "overbought": 68,
+        "oversold": 32
+    },
+    "bollinger": {
+        "period": 20,
+        "std_dev": 2.4663422649047333
+    },
+    "macd": {
+        "fast_ema": 14,
+        "slow_ema": 24,
+        "signal_period": 9
+    },
+    "mean_reversion": {
+        "period": 29,
+        "std_dev": 2.149
+    },
+    "momentum_breakout": {
+        "period": 15,
+        "momentum_period": 13
+    },
+    "kdj": {
+        "period": 21
+    },
+    "turtle": {
+        "period": 42
+    },
+    "daily_breakout": {
+        "bars_count": 2008
+    },
+    "wave_theory": {
+        "ema_short": 3,
+        "ema_medium": 11,
+        "ema_long": 46,
+        "wave_period": 11,
+        "range_period": 35,
+        "adx_period": 20,
+        "momentum_period": 10,
+        "range_threshold": 0.01,
+        "adx_threshold": 21
+    }
+}
+
+# 市场趋势判断权重配置
+TREND_INDICATOR_WEIGHTS = {
+    "price_breakout": 0.1504199442999585,
+    "volume_confirmation": 0.12782205952949638,
+    "momentum oscillator": 0.3677,
+    "moving_average": 0.4092273363154768
+}
+
+# 趋势判断阈值
+TREND_THRESHOLDS = {
+    "strong_trend": 0.7940886082643032,
+    "weak_trend": 0.4565953163045441,
+    "volume_spike": 2.7329673335105396,
+    "oversold": 32,
+    "overbought": 68
+}
+
+
+# 动态权重配置（优化器结果 2026-05-10，5万根M1数据）
+DEFAULT_WEIGHTS = {
+    "ma_cross": 0.32048324544087786,
+    "rsi": 1.906009222972592,
+    "bollinger": 0.9232444456662969,
+    "mean_reversion": 1.1649306516234597,
+    "momentum_breakout": 0.8769099086178171,
+    "macd": 0.748930985323352,
+    "kdj": 1.4647470623067596,
+    "turtle": 1.637931136008917,
+    "daily_breakout": 1.478598649389487,
+    "wave_theory": 0.818283180489803
+}
+
+# 市场状态策略权重配置
+MARKET_STATE_WEIGHTS = {
+    "uptrend": {
+        "ma_cross": 0.32048324544087786,
+        "momentum_breakout": 0.8769099086178171,
+        "turtle": 1.637931136008917,
+        "macd": 0.748930985323352,
+        "daily_breakout": 1.478598649389487,
+        "rsi": 1.906009222972592,
+        "bollinger": 0.9232444456662969,
+        "kdj": 1.4647470623067596,
+        "mean_reversion": 1.1649306516234597,
+        "wave_theory": 0.818283180489803
+    },
+    "downtrend": {
+        "ma_cross": 0.32048324544087786,
+        "momentum_breakout": 0.8769099086178171,
+        "turtle": 1.637931136008917,
+        "macd": 0.748930985323352,
+        "daily_breakout": 1.478598649389487,
+        "rsi": 1.906009222972592,
+        "bollinger": 0.9232444456662969,
+        "kdj": 1.4647470623067596,
+        "mean_reversion": 1.1649306516234597,
+        "wave_theory": 0.818283180489803
+    },
+    "ranging": {
+        "rsi": 1.906009222972592,
+        "bollinger": 0.9232444456662969,
+        "mean_reversion": 1.1649306516234597,
+        "kdj": 1.4647470623067596,
+        "wave_theory": 0.818283180489803,
+        "ma_cross": 0.32048324544087786,
+        "macd": 0.748930985323352,
+        "turtle": 1.637931136008917,
+        "momentum_breakout": 0.8769099086178171,
+        "daily_breakout": 1.478598649389487
+    },
+    "none": DEFAULT_WEIGHTS
+}
+
+# 市场趋势置信度阈值配置
+CONFIDENCE_THRESHOLDS = {
+    "high_confidence": 0.6813641209473742,
+    "medium_confidence": 0.6336441706563001
+}
diff --git a/optimization_report_20260514_221508.txt b/optimization_report_20260514_221508.txt
new file mode 100644
index 0000000..c809317
--- /dev/null
+++ b/optimization_report_20260514_221508.txt
@@ -0,0 +1,68 @@
+优化完成时间: 2026-05-14 22:15:08.950831
+最佳适应度: 3.33
+
+最佳参数:
+  ma_cross_short_window: 11
+  ma_cross_long_window: 55
+  rsi_period: 11
+  rsi_overbought: 65
+  rsi_oversold: 29
+  bollinger_period: 16
+  bollinger_std_dev: 2.9083950058906556
+  macd_fast_ema: 10
+  macd_slow_ema: 28
+  macd_signal_period: 6
+  mean_reversion_period: 16
+  mean_reversion_std_dev: 2.613625025971498
+  momentum_breakout_period: 19
+  momentum_breakout_momentum_period: 13
+  kdj_period: 14
+  turtle_period: 48
+  wave_ema_short: 6
+  wave_ema_medium: 19
+  wave_ema_long: 30
+  wave_period: 16
+  wave_range_period: 31
+  wave_adx_period: 18
+  wave_momentum_period: 15
+  wave_range_threshold: 0.005908254817195013
+  wave_adx_threshold: 16
+  daily_breakout_bars_count: 1098
+  buy_threshold: 2.0857111182729855
+  sell_threshold: -0.926629776569452
+  stop_loss_pct: -0.960321914380855
+  profit_retracement_pct: 0.33348957702356175
+  min_profit_for_trailing: 0.5223934231928938
+  take_profit_pct: 2.94949488457209
+  max_holding_minutes: 71
+  min_profit_for_time_exit: 0.15342156350262756
+  weight_MACrossStrategy: 1.1033608422527825
+  weight_RSIStrategy: 0.8568676545891594
+  weight_BollingerStrategy: 1.1670658498913125
+  weight_MeanReversionStrategy: 0.7239928874272219
+  weight_MomentumBreakoutStrategy: 1.994651555978322
+  weight_MACDStrategy: 0.27666348978171174
+  weight_KDJStrategy: 0.987031669779262
+  weight_TurtleStrategy: 1.3089542157420992
+  weight_DailyBreakoutStrategy: 1.7222058193333316
+  weight_WaveTheoryStrategy: 0.3056826386965221
+  market_trend_period: 40
+  market_retracement_tolerance: 0.41683174574518567
+  market_volume_period: 37
+  market_volume_ma_period: 24
+  trend_price_breakout_weight: 0.12541108246078286
+  trend_volume_confirmation_weight: 0.2526477146026147
+  trend_momentum_oscillator_weight: 0.4984485520960388
+  trend_moving_average_weight: 0.3116457380396548
+  trend_strong_threshold: 0.6667733642542173
+  trend_weak_threshold: 0.3061035903843855
+  trend_volume_spike: 2.1197670382877396
+  trend_oversold: 33
+  trend_overbought: 79
+  confidence_high: 0.7997910444574157
+  confidence_medium: 0.6703055290278226
+
+代数统计:
+  代数 1: 最佳=3.62, 平均=-0.68
+  代数 2: 最佳=3.62, 平均=1.34
+  代数 3: 最佳=3.33, 平均=1.94
diff --git a/scripts/cron_optimize.sh b/scripts/cron_optimize.sh
new file mode 100755
index 0000000..1d5513c
--- /dev/null
+++ b/scripts/cron_optimize.sh
@@ -0,0 +1,5 @@
+#!/bin/bash
+# cron 环境修复：设置正确的 PYTHONPATH 后运行优化器
+export PYTHONPATH="/home/songkl/.hermes/profiles/bot1/home/.local/lib/python3.13/site-packages:$PYTHONPATH"
+cd /home/songkl/mt5_python_ea_suite
+exec /usr/bin/python3 scripts/daily_optimize.py "$@"