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策略研究2026-10-21 · 文件更新于 2026-10-21 15:22(UTC+8)
这是团队内部研究日志的原文,用于纸面(虚拟资金)实验。文中的方向判断和「预案」只针对模拟账户,不是投资建议或交易信号。内部文件路径和个人信息已隐去。

数据集 4h:4h(HTX U本位永续价格作现货代理,只做多不计资金费)

默认参数(事先固定,非优化)全区间,成本来回 0.6%

策略 参数 交易笔数 胜率 总收益 年化 最大回撤 最长水下(天) 最长连亏(笔) 盈亏比 持仓时间占比 来回1.2%总收益 脆弱?
MA趋势(均线交叉) fast_d=20,slow_d=100 12(样本不足) 50.0% 18.0% 3.1% -61.1% 1366 2 1.53 51.2% 10.1% 否
唐奇安突破+ATR跟踪 n_d=20,k=6 34 44.1% 173.4% 20.4% -46.4% 562 7 2.48 33.3% 122.8% 否
RSI均值回归(200日线过滤) n=14,lo=30,hi=60 33 48.5% -34.3% -7.5% -44.4% 1777 4 0.65 12.2% -46.2% 本身为负
附录A 波动率目标+趋势 slow_d=100,tv=0.6 98 7.1% 0.2% 0.0% -56.2% 847 22 16.43 51.7% -40.7% 脆弱
附录B 布林压缩突破 n_d=20,q=0.2 27(样本不足) 44.4% 31.0% 5.1% -31.9% 591 3 1.85 16.7% 11.4% 否
附录C 均线多空(永续,资金费UNKNOWN) fast_d=20,slow_d=100 23(样本不足) 39.1% -62.3% -16.5% -87.7% 1980 3 1.41 100.0% -67.1% 本身为负
买入持有 - 1 - -10.4% -2.0% -81.2% 1806 - - 100% -10.6% -

样本内 / 样本外(固定 60/40 拆分)

策略 默认参数 样本内 默认参数 样本外(笔数) 样本内最优参数(按Sharpe) 其样本内 其样本外(笔数) 最优参数邻域(±1档)样本外中位数 全网格样本外中位数 样本外为正的参数占比 买入持有 内/外
MA趋势(均线交叉) -38.3% 91.2%(4) fast_d=10,slow_d=50 48.6% 64.3%(9) 85.5%(6组) 15.6% 78.9% -4.6% / -6.3%
唐奇安突破+ATR跟踪 123.9% 22.1%(15) n_d=20,k=8 141.3% -6.4%(15) 20.8%(9组) 20.3% 80.0% -4.6% / -6.3%
RSI均值回归(200日线过滤) -24.4% -13.2%(9) n=7,lo=40,hi=70 -0.9% -47.8%(35) -27.3%(8组) -22.6% 8.3% -4.6% / -6.3%
附录A 波动率目标+趋势 -29.0% 41.1%(31) slow_d=200,tv=0.8 88.5% 5.2%(15) 24.1%(6组) 40.2% 100.0% -4.6% / -6.3%
附录B 布林压缩突破 5.5% 24.1%(15) n_d=10,q=0.1 141.1% 84.8%(18) 28.7%(4组) 33.2% 88.9% -4.6% / -6.3%
附录C 均线多空(永续,资金费UNKNOWN) -83.3% 124.6%(8) fast_d=10,slow_d=200 -10.5% -39.4%(6) -33.3%(4组) -33.1% 22.2% -4.6% / -6.3%

Walk-forward(滚动:训练 730 天按 Sharpe 选参 → 检验后 182 天,样本外拼接)

策略 WF 区间起点 笔数 胜率 总收益 年化 最大回撤 最长水下(天) 最长连亏 盈亏比 来回1.2% 总收益 同期买入持有 总收益/年化/回撤
MA趋势(均线交叉) 2023-05-19 12(样本不足) 41.7% 31.2% 8.2% -52.0% 953 3 2.63 22.4% 35.1% / 9.2% / -68.0%
唐奇安突破+ATR跟踪 2023-05-19 16(样本不足) 37.5% 14.1% 3.9% -41.4% 683 4 2.29 3.6% 35.1% / 9.2% / -68.0%
RSI均值回归(200日线过滤) 2023-05-19 51 49.0% -43.5% -15.3% -60.9% 950 9 0.69 -58.5% 35.1% / 9.2% / -68.0%
附录A 波动率目标+趋势 2023-05-19 33 18.2% 119.3% 25.8% -27.8% 522 9 15.17 85.5% 35.1% / 9.2% / -68.0%
附录B 布林压缩突破 2023-05-19 22(样本不足) 45.5% 92.6% 21.1% -19.4% 342 4 3.39 68.7% 35.1% / 9.2% / -68.0%
附录C 均线多空(永续,资金费UNKNOWN) 2023-05-19 15(样本不足) 40.0% 35.7% 9.3% -75.4% 953 4 2.40 24.3% 35.1% / 9.2% / -68.0%

WF 每段选中的参数: - MA趋势(均线交叉): 2023-05-19→fast_d=10,slow_d=50; 2023-11-17→fast_d=10,slow_d=200; 2024-05-17→fast_d=5,slow_d=200; 2024-11-15→fast_d=30,slow_d=50; 2025-05-16→fast_d=30,slow_d=50; 2025-11-14→fast_d=30,slow_d=50; 2026-05-15→fast_d=10,slow_d=100 - 唐奇安突破+ATR跟踪: 2023-05-19→n_d=20,k=6; 2023-11-17→n_d=20,k=6; 2024-05-17→n_d=80,k=8; 2024-11-15→n_d=80,k=8; 2025-05-16→n_d=30,k=8; 2025-11-14→n_d=55,k=10; 2026-05-15→n_d=55,k=10 - RSI均值回归(200日线过滤): 2023-05-19→n=7,lo=40,hi=70; 2023-11-17→n=7,lo=35,hi=70; 2024-05-17→n=7,lo=35,hi=70; 2024-11-15→n=14,lo=35,hi=70; 2025-05-16→n=14,lo=35,hi=60; 2025-11-14→n=14,lo=25,hi=60; 2026-05-15→n=14,lo=25,hi=50 - 附录A 波动率目标+趋势: 2023-05-19→slow_d=200,tv=0.8; 2023-11-17→slow_d=200,tv=0.4; 2024-05-17→slow_d=200,tv=0.4; 2024-11-15→slow_d=150,tv=0.4; 2025-05-16→slow_d=50,tv=0.4; 2025-11-14→slow_d=50,tv=0.4; 2026-05-15→slow_d=50,tv=0.6 - 附录B 布林压缩突破: 2023-05-19→n_d=30,q=0.3; 2023-11-17→n_d=30,q=0.3; 2024-05-17→n_d=10,q=0.1; 2024-11-15→n_d=10,q=0.1; 2025-05-16→n_d=10,q=0.1; 2025-11-14→n_d=10,q=0.1; 2026-05-15→n_d=10,q=0.1 - 附录C 均线多空(永续,资金费UNKNOWN): 2023-05-19→fast_d=10,slow_d=200; 2023-11-17→fast_d=10,slow_d=200; 2024-05-17→fast_d=10,slow_d=200; 2024-11-15→fast_d=20,slow_d=150; 2025-05-16→fast_d=10,slow_d=100; 2025-11-14→fast_d=10,slow_d=100; 2026-05-15→fast_d=10,slow_d=100

参数网格汇总(全区间,来回 0.6%)

策略 参数组数 全网格总收益中位数 年化中位数 回撤中位数 笔数中位数 总收益>0 的参数占比 来回1.2% 中位数 来回1.2% 仍>0 占比
MA趋势(均线交叉) 19 33.1% 5.4% -55.8% 12 68.4% 24.7% 68.4%
唐奇安突破+ATR跟踪 20 66.9% 9.9% -43.8% 28 100.0% 41.5% 95.0%
RSI均值回归(200日线过滤) 24 -46.4% -10.9% -60.8% 74 4.2% -66.8% 0.0%
附录A 波动率目标+趋势 16 69.6% 10.2% -45.4% 78 87.5% 31.3% 62.5%
附录B 布林压缩突破 9 71.3% 10.4% -36.6% 27 100.0% 53.7% 88.9%
附录C 均线多空(永续,资金费UNKNOWN) 9 -62.3% -16.5% -83.1% 15 0.0% -67.1% 0.0%

参数敏感性热力表(全区间总收益;若有第三个参数取其中位数)

MA趋势(均线交叉)(行=fast_d,列=slow_d)

fast_d \ slow_d 50 100 150 200
5 72.6% 62.5% 33.1% 32.8%
10 144.1% 68.5% 34.0% 39.7%
20 85.0% 18.0% 17.5% -3.4%
30 67.0% -36.5% 42.2% -32.3%
50 - -51.0% -8.2% -25.8%

唐奇安突破+ATR跟踪(行=n_d,列=k)

n_d \ k 4 6 8 10
10 13.3% 96.2% 65.8% 65.1%
20 99.5% 173.4% 125.9% 110.6%
30 121.3% 165.0% 149.6% 123.6%
55 49.8% 68.1% 56.0% 22.0%
80 29.7% 46.5% 51.9% 19.5%

RSI均值回归(200日线过滤)(行=lo,列=hi)

lo \ hi 50 60 70
25 -14.3% -30.1% -44.9%
30 -47.6% -40.6% -44.5%
35 -31.8% -34.5% -26.0%
40 -61.8% -64.3% -52.2%

附录A 波动率目标+趋势(行=slow_d,列=tv)

slow_d \ tv 0.4 0.6 0.8 1.0
50 165.0% 211.3% 198.4% 191.7%
100 15.1% 0.2% -14.1% -18.6%
150 68.2% 43.6% 36.2% 31.7%
200 83.4% 87.1% 98.3% 70.9%

附录B 布林压缩突破(行=n_d,列=q)

n_d \ q 0.1 0.2 0.3
10 345.6% 195.4% 180.1%
20 8.8% 31.0% 28.8%
30 35.9% 71.3% 116.0%

附录C 均线多空(永续,资金费UNKNOWN)(行=fast_d,列=slow_d)

fast_d \ slow_d 100 150 200
10 -21.2% -50.0% -45.6%
20 -62.3% -62.1% -73.4%
50 -93.1% -77.7% -83.1%

分市况(默认参数全区间 / WF 样本外,各段 bar 收益连乘;规则见正文)

策略 牛市 默认 熊市 默认 震荡 默认 牛市 WF 熊市 WF 震荡 WF 持有ETH 牛/熊/震(全区间) 持有ETH 牛/熊/震(WF区间)
MA趋势(均线交叉) -11.4% -34.8% 104.5% 29.7% 7.8% -6.2% -0.5%/-19.3%/11.5% -4.0%/51.0%/-6.5%
唐奇安突破+ATR跟踪 17.5% 31.1% 77.5% -21.3% -12.3% 65.3% -0.5%/-19.3%/11.5% -4.0%/51.0%/-6.5%
RSI均值回归(200日线过滤) -47.2% 0.9% 23.4% -43.7% 1.7% -1.3% -0.5%/-19.3%/11.5% -4.0%/51.0%/-6.5%
附录A 波动率目标+趋势 -20.1% -25.4% 68.1% 39.8% -1.2% 58.8% -0.5%/-19.3%/11.5% -4.0%/51.0%/-6.5%
附录B 布林压缩突破 -3.9% -22.9% 76.8% 7.1% 23.2% 46.0% -0.5%/-19.3%/11.5% -4.0%/51.0%/-6.5%
附录C 均线多空(永续,资金费UNKNOWN) -36.2% -76.7% 152.7% 2.1% -53.9% 188.1% -0.5%/-19.3%/11.5% -4.0%/51.0%/-6.5%

分年度(默认参数,来回 0.6%)

策略 2021 2022 2023 2024 2025 2026
MA趋势(均线交叉) -15.6% -42.6% 24.0% 25.6% 39.3% 12.2%
唐奇安突破+ATR跟踪 51.4% 2.5% 23.7% 17.0% 11.0% 9.7%
RSI均值回归(200日线过滤) -10.6% -13.3% -7.2% 4.1% -5.1% -7.6%
附录A 波动率目标+趋势 -0.9% -43.4% 35.1% 9.1% 28.1% -5.4%
附录B 布林压缩突破 3.8% -11.7% 7.8% 28.5% 3.6% -0.3%
附录C 均线多空(永续,资金费UNKNOWN) -54.1% -43.0% -23.4% -7.9% 59.8% 27.9%
买入持有 34.6% -67.5% 91.1% 46.1% -11.0% -17.6%

仓位约束换算(名义仓位≤10%;单笔风险≤0.5%)

策略 10%名义 默认 总收益/年化/回撤 10%名义 最差单笔(账户) 单笔亏损>0.5%账户的笔数占比 风险预算版 平均仓位 风险预算版 总收益/年化/回撤 风险预算版 最差单笔(账户) WF 风险预算版 总收益/年化/回撤
MA趋势(均线交叉) 7.6%/1.4%/-8.0% -2.5% 50.0% 5.9% 7.1%/1.3%/-3.9% -1.4% 4.6%/1.3%/-4.3%
唐奇安突破+ATR跟踪 14.1%/2.5%/-5.9% -2.0% 38.2% 5.1% 7.1%/1.3%/-2.7% -0.9% 4.0%/1.1%/-2.7%
RSI均值回归(200日线过滤) -2.1%/-0.4%/-5.4% -1.7% 21.2% 5.7% -1.9%/-0.4%/-3.0% -1.0% -2.3%/-0.7%/-4.5%
附录A 波动率目标+趋势 4.0%/0.7%/-7.4% -1.2% 6.1% 6.2% 6.0%/1.1%/-4.5% -0.4% 6.5%/1.8%/-1.9%
附录B 布林压缩突破 4.2%/0.8%/-3.7% -1.0% 33.3% 6.3% 3.7%/0.7%/-1.9% -0.5% 4.2%/1.2%/-1.3%
附录C 均线多空(永续,资金费UNKNOWN) 2.3%/0.4%/-13.5% -5.5% 52.2% 5.4% 6.3%/1.1%/-6.2% -1.4% 6.9%/2.0%/-6.0%

数据集 1d:日线(HTX 现货)

默认参数(事先固定,非优化)全区间,成本来回 0.6%

策略 参数 交易笔数 胜率 总收益 年化 最大回撤 最长水下(天) 最长连亏(笔) 盈亏比 持仓时间占比 来回1.2%总收益 脆弱?
MA趋势(均线交叉) fast_d=20,slow_d=100 11(样本不足) 45.5% 33.9% 6.1% -56.4% 828 3 2.06 48.8% 25.7% 否
唐奇安突破+ATR跟踪 n_d=20,k=3 25(样本不足) 44.0% 69.2% 11.3% -49.0% 575 5 2.11 39.9% 45.7% 否
RSI均值回归(200日线过滤) n=14,lo=30,hi=60 1(样本不足) 100.0% 13.6% 2.6% -1.0% 1216 0 UNKNOWN 0.4% 12.9% 否
附录A 波动率目标+趋势 slow_d=100,tv=0.6 36 16.7% 18.4% 3.5% -50.7% 816 9 7.03 49.7% -3.5% 脆弱
附录B 布林压缩突破 n_d=20,q=0.2 18(样本不足) 33.3% 4.9% 1.0% -27.1% 682 6 2.44 14.7% -5.8% 脆弱
附录C 均线多空(永续,资金费UNKNOWN) fast_d=20,slow_d=100 21(样本不足) 42.9% -12.7% -2.7% -83.9% 1585 3 1.67 100.0% -22.8% 本身为负
买入持有 - 1 - -42.2% -10.6% -79.1% 1360 - - 100% -42.4% -

样本内 / 样本外(固定 60/40 拆分)

策略 默认参数 样本内 默认参数 样本外(笔数) 样本内最优参数(按Sharpe) 其样本内 其样本外(笔数) 最优参数邻域(±1档)样本外中位数 全网格样本外中位数 样本外为正的参数占比 买入持有 内/外
MA趋势(均线交叉) -31.8% 96.4%(4) fast_d=5,slow_d=150 19.4% 16.5%(3) 14.0%(6组) 12.5% 73.7% -41.1% / -2.2%
唐奇安突破+ATR跟踪 -6.5% 80.4%(10) n_d=30,k=2 49.3% 95.3%(8) 87.7%(6组) 67.7% 100.0% -41.1% / -2.2%
RSI均值回归(200日线过滤) 13.6% 0.0%(0) n=14,lo=35,hi=60 50.0% 16.8%(5) -0.1%(18组) 0.0% 37.5% -41.1% / -2.2%
附录A 波动率目标+趋势 -26.8% 61.7%(11) slow_d=200,tv=0.4 58.0% 18.5%(6) 18.5%(4组) 36.2% 100.0% -41.1% / -2.2%
附录B 布林压缩突破 -10.2% 16.8%(9) n_d=10,q=0.1 67.3% 59.1%(6) 37.9%(4组) 54.3% 100.0% -41.1% / -2.2%
附录C 均线多空(永续,资金费UNKNOWN) -65.8% 154.3%(8) fast_d=50,slow_d=150 3.2% -45.3%(6) -39.0%(6组) -28.3% 22.2% -41.1% / -2.2%

Walk-forward(滚动:训练 730 天按 Sharpe 选参 → 检验后 182 天,样本外拼接)

策略 WF 区间起点 笔数 胜率 总收益 年化 最大回撤 最长水下(天) 最长连亏 盈亏比 来回1.2% 总收益 同期买入持有 总收益/年化/回撤
MA趋势(均线交叉) 2023-11-27 12(样本不足) 41.7% -4.1% -1.4% -58.0% 953 3 1.68 -10.5% 19.2% / 6.2% / -67.4%
唐奇安突破+ATR跟踪 2023-11-27 12(样本不足) 50.0% 94.1% 25.7% -32.2% 433 3 3.34 80.8% 19.2% / 6.2% / -67.4%
RSI均值回归(200日线过滤) 2023-11-27 8(样本不足) 75.0% 18.9% 6.2% -13.4% 372 2 0.85 13.4% 19.2% / 6.2% / -67.4%
附录A 波动率目标+趋势 2023-11-27 15(样本不足) 33.3% 107.2% 28.6% -34.8% 519 6 7.64 91.9% 19.2% / 6.2% / -67.4%
附录B 布林压缩突破 2023-11-27 19(样本不足) 52.6% 144.0% 36.0% -21.1% 450 2 2.96 117.8% 19.2% / 6.2% / -67.4%
附录C 均线多空(永续,资金费UNKNOWN) 2023-11-27 11(样本不足) 45.5% 44.0% 13.4% -68.0% 953 5 2.17 35.2% 19.2% / 6.2% / -67.4%

WF 每段选中的参数: - MA趋势(均线交叉): 2023-11-27→fast_d=5,slow_d=50; 2024-05-27→fast_d=5,slow_d=200; 2024-11-25→fast_d=30,slow_d=50; 2025-05-26→fast_d=30,slow_d=50; 2025-11-24→fast_d=20,slow_d=50; 2026-05-25→fast_d=20,slow_d=100 - 唐奇安突破+ATR跟踪: 2023-11-27→n_d=30,k=2; 2024-05-27→n_d=30,k=2; 2024-11-25→n_d=55,k=2; 2025-05-26→n_d=30,k=2; 2025-11-24→n_d=30,k=2; 2026-05-25→n_d=55,k=2 - RSI均值回归(200日线过滤): 2023-11-27→n=7,lo=25,hi=70; 2024-05-27→n=14,lo=35,hi=60; 2024-11-25→n=14,lo=35,hi=60; 2025-05-26→n=14,lo=35,hi=50; 2025-11-24→n=7,lo=30,hi=50; 2026-05-25→n=14,lo=35,hi=60 - 附录A 波动率目标+趋势: 2023-11-27→slow_d=200,tv=0.4; 2024-05-27→slow_d=200,tv=0.4; 2024-11-25→slow_d=150,tv=0.4; 2025-05-26→slow_d=50,tv=0.4; 2025-11-24→slow_d=50,tv=0.4; 2026-05-25→slow_d=50,tv=0.8 - 附录B 布林压缩突破: 2023-11-27→n_d=10,q=0.1; 2024-05-27→n_d=10,q=0.3; 2024-11-25→n_d=10,q=0.3; 2025-05-26→n_d=10,q=0.3; 2025-11-24→n_d=10,q=0.3; 2026-05-25→n_d=10,q=0.2 - 附录C 均线多空(永续,资金费UNKNOWN): 2023-11-27→fast_d=10,slow_d=200; 2024-05-27→fast_d=10,slow_d=200; 2024-11-25→fast_d=20,slow_d=150; 2025-05-26→fast_d=20,slow_d=150; 2025-11-24→fast_d=20,slow_d=100; 2026-05-25→fast_d=20,slow_d=100

参数网格汇总(全区间,来回 0.6%)

策略 参数组数 全网格总收益中位数 年化中位数 回撤中位数 笔数中位数 总收益>0 的参数占比 来回1.2% 中位数 来回1.2% 仍>0 占比
MA趋势(均线交叉) 19 17.5% 3.4% -54.8% 10 73.7% 10.6% 68.4%
唐奇安突破+ATR跟踪 20 69.8% 11.4% -44.5% 18 95.0% 44.1% 90.0%
RSI均值回归(200日线过滤) 24 17.5% 3.3% -13.7% 16 83.3% 6.8% 54.2%
附录A 波动率目标+趋势 16 60.4% 10.1% -49.8% 27 100.0% 27.4% 81.2%
附录B 布林压缩突破 9 28.2% 5.2% -30.1% 18 88.9% 16.6% 66.7%
附录C 均线多空(永续,资金费UNKNOWN) 9 -43.4% -11.0% -82.3% 13 0.0% -46.9% 0.0%

参数敏感性热力表(全区间总收益;若有第三个参数取其中位数)

MA趋势(均线交叉)(行=fast_d,列=slow_d)

fast_d \ slow_d 50 100 150 200
5 41.9% 17.5% 39.1% 16.4%
10 102.1% 21.4% 5.1% 29.9%
20 47.5% 33.9% 11.4% -16.1%
30 28.8% -24.6% 25.3% -43.1%
50 - -51.9% 10.5% -48.5%

唐奇安突破+ATR跟踪(行=n_d,列=k)

n_d \ k 2 3 4 5
10 85.0% 70.3% 70.3% 70.3%
20 86.5% 69.2% 67.2% 67.2%
30 191.6% 108.0% 21.0% 49.6%
55 99.3% 68.1% -13.7% 1.7%
80 77.3% 77.0% 24.1% 50.1%

RSI均值回归(200日线过滤)(行=lo,列=hi)

lo \ hi 50 60 70
25 37.5% 32.4% 43.1%
30 43.3% 20.6% 26.5%
35 39.4% 39.1% 42.8%
40 6.6% 13.9% 5.1%

附录A 波动率目标+趋势(行=slow_d,列=tv)

slow_d \ tv 0.4 0.6 0.8 1.0
50 92.8% 69.6% 77.2% 69.9%
100 31.9% 18.4% 21.4% 20.9%
150 51.2% 31.5% 27.3% 29.9%
200 87.2% 69.6% 70.0% 70.0%

附录B 布林压缩突破(行=n_d,列=q)

n_d \ q 0.1 0.2 0.3
10 166.1% 190.3% 177.9%
20 26.0% 4.9% 30.3%
30 -29.1% 28.2% 11.1%

附录C 均线多空(永续,资金费UNKNOWN)(行=fast_d,列=slow_d)

fast_d \ slow_d 100 150 200
10 -22.1% -43.4% -22.0%
20 -12.7% -36.8% -66.8%
50 -88.3% -43.4% -86.8%

分市况(默认参数全区间 / WF 样本外,各段 bar 收益连乘;规则见正文)

策略 牛市 默认 熊市 默认 震荡 默认 牛市 WF 熊市 WF 震荡 WF 持有ETH 牛/熊/震(全区间) 持有ETH 牛/熊/震(WF区间)
MA趋势(均线交叉) -10.1% -31.7% 117.9% 1.6% 7.9% -12.5% -20.0%/-19.2%/-10.6% -4.2%/39.4%/-10.6%
唐奇安突破+ATR跟踪 -15.4% 17.6% 70.1% 23.5% 5.5% 49.0% -20.0%/-19.2%/-10.6% -4.2%/39.4%/-10.6%
RSI均值回归(200日线过滤) 13.6% 0.0% 0.0% 7.9% 0.0% 10.2% -20.0%/-19.2%/-10.6% -4.2%/39.4%/-10.6%
附录A 波动率目标+趋势 -25.2% -15.2% 86.5% 31.3% 5.8% 49.1% -20.0%/-19.2%/-10.6% -4.2%/39.4%/-10.6%
附录B 布林压缩突破 -21.7% -1.4% 35.9% 55.5% 15.2% 36.2% -20.0%/-19.2%/-10.6% -4.2%/39.4%/-10.6%
附录C 均线多空(永续,资金费UNKNOWN) -12.1% -74.5% 288.9% -20.1% -51.6% 272.2% -20.0%/-19.2%/-10.6% -4.2%/39.4%/-10.6%

分年度(默认参数,来回 0.6%)

策略 2021 2022 2023 2024 2025 2026
MA趋势(均线交叉) -6.2% -41.8% 23.6% 28.4% 40.5% 10.2%
唐奇安突破+ATR跟踪 0.0% -12.3% 8.8% 34.9% 16.6% 12.7%
RSI均值回归(200日线过滤) 0.0% 0.0% 13.6% 0.0% 0.0% 0.0%
附录A 波动率目标+趋势 -14.5% -34.8% 50.4% 12.2% 22.1% 3.1%
附录B 布林压缩突破 0.0% -7.7% 8.6% 11.6% -5.4% -1.0%
附录C 均线多空(永续,资金费UNKNOWN) -2.4% -43.7% -24.4% -3.9% 75.0% 25.0%
买入持有 -10.1% -67.9% 93.4% 44.9% -10.8% -19.9%

仓位约束换算(名义仓位≤10%;单笔风险≤0.5%)

策略 10%名义 默认 总收益/年化/回撤 10%名义 最差单笔(账户) 单笔亏损>0.5%账户的笔数占比 风险预算版 平均仓位 风险预算版 总收益/年化/回撤 风险预算版 最差单笔(账户) WF 风险预算版 总收益/年化/回撤
MA趋势(均线交叉) 6.6%/1.3%/-7.2% -2.7% 54.5% 6.3% 5.9%/1.2%/-3.4% -1.3% 2.1%/0.7%/-4.6%
唐奇安突破+ATR跟踪 8.5%/1.7%/-6.1% -2.0% 44.0% 4.2% 4.0%/0.8%/-2.4% -0.9% 5.7%/1.9%/-2.2%
RSI均值回归(200日线过滤) 1.3%/0.3%/-0.1% 1.3% 0.0% 6.8% 0.9%/0.2%/-0.1% 0.9% 0.9%/0.3%/-0.6%
附录A 波动率目标+趋势 4.9%/1.0%/-6.4% -1.4% 25.0% 6.4% 5.6%/1.1%/-4.3% -0.7% 5.5%/1.9%/-2.1%
附录B 布林压缩突破 1.5%/0.3%/-2.9% -1.1% 27.8% 6.6% 1.9%/0.4%/-2.2% -0.7% 6.8%/2.3%/-1.3%
附录C 均线多空(永续,资金费UNKNOWN) 8.1%/1.6%/-13.7% -2.6% 42.9% 5.6% 6.4%/1.3%/-6.4% -1.2% 5.6%/1.9%/-4.7%

数据集 1d_swap:日线(HTX 永续价格,稳健性对照,更长样本)

默认参数(事先固定,非优化)全区间,成本来回 0.6%

策略 参数 交易笔数 胜率 总收益 年化 最大回撤 最长水下(天) 最长连亏(笔) 盈亏比 持仓时间占比 来回1.2%总收益 脆弱?
MA趋势(均线交叉) fast_d=20,slow_d=100 12(样本不足) 50.0% 22.4% 3.8% -57.5% 851 2 1.56 51.2% 14.2% 否
唐奇安突破+ATR跟踪 n_d=20,k=3 27(样本不足) 48.1% 153.0% 18.7% -49.4% 569 5 2.18 40.3% 115.2% 否
RSI均值回归(200日线过滤) n=14,lo=30,hi=60 1(样本不足) 100.0% 13.6% 2.4% -1.0% 1216 0 UNKNOWN 0.4% 12.9% 否
附录A 波动率目标+趋势 slow_d=100,tv=0.6 41 17.1% 22.9% 3.9% -52.9% 953 8 6.87 52.0% -1.5% 脆弱
附录B 布林压缩突破 n_d=20,q=0.2 20(样本不足) 40.0% 9.9% 1.8% -26.8% 682 6 1.96 15.0% -2.5% 脆弱
附录C 均线多空(永续,资金费UNKNOWN) fast_d=20,slow_d=100 23(样本不足) 43.5% -56.7% -14.3% -87.7% 1979 3 1.27 100.0% -62.2% 本身为负
买入持有 - 1 - -13.0% -2.5% -79.6% 1805 - - 100% -13.2% -

样本内 / 样本外(固定 60/40 拆分)

策略 默认参数 样本内 默认参数 样本外(笔数) 样本内最优参数(按Sharpe) 其样本内 其样本外(笔数) 最优参数邻域(±1档)样本外中位数 全网格样本外中位数 样本外为正的参数占比 买入持有 内/外
MA趋势(均线交叉) -37.7% 96.6%(4) fast_d=10,slow_d=50 48.2% 79.5%(9) 84.8%(6组) 12.2% 73.7% -6.1% / -7.6%
唐奇安突破+ATR跟踪 71.1% 47.8%(11) n_d=10,k=3 115.4% 58.3%(19) 60.1%(6组) 61.9% 100.0% -6.1% / -7.6%
RSI均值回归(200日线过滤) 13.6% 0.0%(0) n=7,lo=25,hi=70 185.8% 9.4%(6) 0.0%(8组) 0.0% 37.5% -6.1% / -7.6%
附录A 波动率目标+趋势 -16.0% 46.2%(13) slow_d=200,tv=0.6 110.4% 13.3%(6) 16.1%(6组) 30.5% 100.0% -6.1% / -7.6%
附录B 布林压缩突破 -1.5% 11.6%(10) n_d=10,q=0.3 80.5% 39.5%(15) 39.1%(4组) 39.5% 100.0% -6.1% / -7.6%
附录C 均线多空(永续,资金费UNKNOWN) -83.1% 154.8%(8) fast_d=10,slow_d=200 -4.5% -23.0%(6) -25.8%(4组) -28.5% 22.2% -6.1% / -7.6%

Walk-forward(滚动:训练 730 天按 Sharpe 选参 → 检验后 182 天,样本外拼接)

策略 WF 区间起点 笔数 胜率 总收益 年化 最大回撤 最长水下(天) 最长连亏 盈亏比 来回1.2% 总收益 同期买入持有 总收益/年化/回撤
MA趋势(均线交叉) 2023-05-19 14(样本不足) 35.7% 18.7% 5.1% -47.1% 953 3 2.74 9.5% 31.5% / 8.3% / -67.5%
唐奇安突破+ATR跟踪 2023-05-19 18(样本不足) 33.3% 67.9% 16.3% -38.3% 422 4 3.86 50.8% 31.5% / 8.3% / -67.5%
RSI均值回归(200日线过滤) 2023-05-19 9(样本不足) 77.8% 27.5% 7.4% -13.4% 372 2 0.89 20.8% 31.5% / 8.3% / -67.5%
附录A 波动率目标+趋势 2023-05-19 15(样本不足) 33.3% 86.7% 20.0% -41.2% 923 5 5.61 72.0% 31.5% / 8.3% / -67.5%
附录B 布林压缩突破 2023-05-19 17(样本不足) 41.2% 51.1% 12.8% -21.5% 450 3 2.92 36.5% 31.5% / 8.3% / -67.5%
附录C 均线多空(永续,资金费UNKNOWN) 2023-05-19 15(样本不足) 33.3% 21.1% 5.7% -71.0% 953 7 2.86 10.9% 31.5% / 8.3% / -67.5%

WF 每段选中的参数: - MA趋势(均线交叉): 2023-05-19→fast_d=10,slow_d=50; 2023-11-17→fast_d=5,slow_d=50; 2024-05-17→fast_d=5,slow_d=200; 2024-11-15→fast_d=30,slow_d=50; 2025-05-16→fast_d=30,slow_d=50; 2025-11-14→fast_d=20,slow_d=50; 2026-05-15→fast_d=20,slow_d=100 - 唐奇安突破+ATR跟踪: 2023-05-19→n_d=30,k=2; 2023-11-17→n_d=30,k=2; 2024-05-17→n_d=10,k=3; 2024-11-15→n_d=10,k=3; 2025-05-16→n_d=30,k=5; 2025-11-14→n_d=30,k=3; 2026-05-15→n_d=80,k=2 - RSI均值回归(200日线过滤): 2023-05-19→n=7,lo=25,hi=70; 2023-11-17→n=7,lo=25,hi=70; 2024-05-17→n=7,lo=25,hi=70; 2024-11-15→n=14,lo=35,hi=60; 2025-05-16→n=14,lo=35,hi=50; 2025-11-14→n=7,lo=30,hi=50; 2026-05-15→n=14,lo=35,hi=60 - 附录A 波动率目标+趋势: 2023-05-19→slow_d=200,tv=0.6; 2023-11-17→slow_d=200,tv=0.6; 2024-05-17→slow_d=200,tv=0.4; 2024-11-15→slow_d=150,tv=0.4; 2025-05-16→slow_d=150,tv=0.4; 2025-11-14→slow_d=50,tv=0.8; 2026-05-15→slow_d=50,tv=0.8 - 附录B 布林压缩突破: 2023-05-19→n_d=20,q=0.3; 2023-11-17→n_d=20,q=0.1; 2024-05-17→n_d=10,q=0.1; 2024-11-15→n_d=10,q=0.3; 2025-05-16→n_d=10,q=0.2; 2025-11-14→n_d=10,q=0.3; 2026-05-15→n_d=10,q=0.2 - 附录C 均线多空(永续,资金费UNKNOWN): 2023-05-19→fast_d=10,slow_d=200; 2023-11-17→fast_d=10,slow_d=200; 2024-05-17→fast_d=10,slow_d=200; 2024-11-15→fast_d=20,slow_d=150; 2025-05-16→fast_d=20,slow_d=150; 2025-11-14→fast_d=20,slow_d=100; 2026-05-15→fast_d=20,slow_d=100

参数网格汇总(全区间,来回 0.6%)

策略 参数组数 全网格总收益中位数 年化中位数 回撤中位数 笔数中位数 总收益>0 的参数占比 来回1.2% 中位数 来回1.2% 仍>0 占比
MA趋势(均线交叉) 19 22.4% 3.8% -54.7% 12 68.4% 14.2% 63.2%
唐奇安突破+ATR跟踪 20 158.2% 19.1% -45.2% 20 90.0% 123.0% 90.0%
RSI均值回归(200日线过滤) 24 14.6% 2.5% -24.8% 19 66.7% 7.4% 58.3%
附录A 波动率目标+趋势 16 100.8% 13.7% -51.7% 31 100.0% 65.9% 93.8%
附录B 布林压缩突破 9 63.3% 9.5% -30.0% 20 88.9% 43.1% 77.8%
附录C 均线多空(永续,资金费UNKNOWN) 9 -68.4% -19.1% -82.6% 15 0.0% -71.0% 0.0%

参数敏感性热力表(全区间总收益;若有第三个参数取其中位数)

MA趋势(均线交叉)(行=fast_d,列=slow_d)

fast_d \ slow_d 50 100 150 200
5 94.0% 54.9% 54.6% 19.1%
10 166.1% 50.1% 19.8% 56.9%
20 91.6% 22.4% 1.4% -2.0%
30 59.2% -30.8% 36.6% -39.9%
50 - -52.1% -4.0% -34.5%

唐奇安突破+ATR跟踪(行=n_d,列=k)

n_d \ k 2 3 4 5
10 236.5% 241.0% 241.0% 241.0%
20 176.1% 153.0% 170.5% 170.5%
30 281.4% 163.4% 63.3% 163.8%
55 116.8% 77.1% -37.6% 27.1%
80 93.8% 80.8% -26.0% 54.7%

RSI均值回归(200日线过滤)(行=lo,列=hi)

lo \ hi 50 60 70
25 84.5% 88.5% 106.4%
30 32.8% 14.3% 22.6%
35 68.5% 70.8% 75.5%
40 29.0% 12.6% 4.9%

附录A 波动率目标+趋势(行=slow_d,列=tv)

slow_d \ tv 0.4 0.6 0.8 1.0
50 123.9% 121.0% 145.3% 133.3%
100 37.2% 22.9% 38.0% 27.4%
150 85.6% 71.0% 76.1% 68.7%
200 116.0% 138.3% 145.7% 121.7%

附录B 布林压缩突破(行=n_d,列=q)

n_d \ q 0.1 0.2 0.3
10 130.8% 168.4% 151.9%
20 32.1% 9.9% 63.3%
30 -8.8% 64.8% 42.8%

附录C 均线多空(永续,资金费UNKNOWN)(行=fast_d,列=slow_d)

fast_d \ slow_d 100 150 200
10 -30.3% -55.0% -26.2%
20 -56.7% -68.4% -70.7%
50 -92.9% -73.5% -86.1%

分市况(默认参数全区间 / WF 样本外,各段 bar 收益连乘;规则见正文)

策略 牛市 默认 熊市 默认 震荡 默认 牛市 WF 熊市 WF 震荡 WF 持有ETH 牛/熊/震(全区间) 持有ETH 牛/熊/震(WF区间)
MA趋势(均线交叉) -12.2% -31.5% 103.5% 16.1% 4.2% -1.9% -2.7%/-19.3%/10.8% -6.5%/51.0%/-6.5%
唐奇安突破+ATR跟踪 26.7% 16.5% 71.3% 17.5% -2.6% 46.8% -2.7%/-19.3%/10.8% -6.5%/51.0%/-6.5%
RSI均值回归(200日线过滤) 13.6% 0.0% 0.0% 20.8% 0.0% 5.5% -2.7%/-19.3%/10.8% -6.5%/51.0%/-6.5%
附录A 波动率目标+趋势 -9.1% -16.6% 62.1% 19.0% -3.8% 63.0% -2.7%/-19.3%/10.8% -6.5%/51.0%/-6.5%
附录B 布林压缩突破 -18.2% -1.3% 36.1% 0.0% 11.0% 36.1% -2.7%/-19.3%/10.8% -6.5%/51.0%/-6.5%
附录C 均线多空(永续,资金费UNKNOWN) -35.7% -74.3% 162.4% -22.7% -55.5% 252.3% -2.7%/-19.3%/10.8% -6.5%/51.0%/-6.5%

分年度(默认参数,来回 0.6%)

策略 2021 2022 2023 2024 2025 2026
MA趋势(均线交叉) -14.1% -41.8% 23.6% 28.1% 40.5% 10.2%
唐奇安突破+ATR跟踪 39.6% -12.2% 9.4% 44.7% 16.9% 11.5%
RSI均值回归(200日线过滤) 0.0% 0.0% 13.6% 0.0% 0.0% 0.0%
附录A 波动率目标+趋势 -6.0% -35.8% 51.2% 6.8% 22.5% 3.0%
附录B 布林压缩突破 4.6% -7.8% 8.9% 11.9% -5.3% -1.1%
附录C 均线多空(永续,资金费UNKNOWN) -51.4% -43.7% -24.4% -4.3% 75.3% 24.9%
买入持有 35.5% -67.9% 93.6% 44.8% -10.9% -19.9%

仓位约束换算(名义仓位≤10%;单笔风险≤0.5%)

策略 10%名义 默认 总收益/年化/回撤 10%名义 最差单笔(账户) 单笔亏损>0.5%账户的笔数占比 风险预算版 平均仓位 风险预算版 总收益/年化/回撤 风险预算版 最差单笔(账户) WF 风险预算版 总收益/年化/回撤
MA趋势(均线交叉) 7.7%/1.4%/-7.3% -2.7% 50.0% 5.9% 7.3%/1.3%/-3.5% -1.3% 3.8%/1.1%/-3.7%
唐奇安突破+ATR跟踪 13.7%/2.4%/-6.2% -2.0% 44.4% 4.0% 5.5%/1.0%/-2.4% -0.9% 5.2%/1.5%/-2.6%
RSI均值回归(200日线过滤) 1.3%/0.2%/-0.1% 1.3% 0.0% 6.9% 0.9%/0.2%/-0.1% 0.9% 1.5%/0.4%/-0.6%
附录A 波动率目标+趋势 6.0%/1.1%/-6.6% -1.6% 22.0% 5.9% 6.3%/1.1%/-4.2% -0.7% 5.9%/1.7%/-2.7%
附录B 布林压缩突破 2.2%/0.4%/-2.9% -1.1% 25.0% 6.3% 2.2%/0.4%/-2.1% -0.6% 2.7%/0.8%/-1.3%
附录C 均线多空(永续,资金费UNKNOWN) 3.3%/0.6%/-13.8% -6.1% 47.8% 5.4% 6.6%/1.2%/-6.4% -1.3% 5.9%/1.7%/-5.5%

总计测试参数组数:291(明细:4h|MA趋势(均线交叉) 19,4h|唐奇安突破+ATR跟踪 20,4h|RSI均值回归(200日线过滤) 24,4h|附录A 波动率目标+趋势 16,4h|附录B 布林压缩突破 9,4h|附录C 均线多空(永续,资金费UNKNOWN) 9,1d|MA趋势(均线交叉) 19,1d|唐奇安突破+ATR跟踪 20,1d|RSI均值回归(200日线过滤) 24,1d|附录A 波动率目标+趋势 16,1d|附录B 布林压缩突破 9,1d|附录C 均线多空(永续,资金费UNKNOWN) 9,1d_swap|MA趋势(均线交叉) 19,1d_swap|唐奇安突破+ATR跟踪 20,1d_swap|RSI均值回归(200日线过滤) 24,1d_swap|附录A 波动率目标+趋势 16,1d_swap|附录B 布林压缩突破 9,1d_swap|附录C 均线多空(永续,资金费UNKNOWN) 9)