双均线交叉与布林带组合:90段中29段盈利,最深回撤40.7%
赌均线金叉后的趋势延续,并用价格跌破布林带下轨作为补充入场;震荡行情中交叉频繁会反复止损。
测试所用仓位均为固定仓位(每次投入固定金额),而非 all-in 复利仓位:盈利后不会自动加大投入,亏损后投入受可用资金限制。请据此解读上面的数字。
双均线交叉与布林带组合在 BTCUSDT 1h 的 90 次切法回测里,盈利段 29/90,段收益中位 -6.5%,最高 +46.4%,最低 -29.9%,90 段里最深回撤 40.7%。这组数字给出的第一结论是:它偶尔能抓住一段强趋势,但多数切法并不赚钱,而且极端亏损段的回撤很深。同期买入持有各段收益均值 +33.4%,把中位 -6.5% 和这个均值放在一起看,典型切法明显不如什么都不做。这里比较的是段收益,段长只有几十天,不能把段收益放大到更长时间维度来读。 从交易结构看,单笔平均盈利 $1,143、单笔平均亏损 $1,646,平均亏损大于平均盈利,意味着它必须靠少数趋势段的大盈利覆盖大量小亏损。最好段第 1 轮第 1 段 2023-09-01→2024-03-13,段收益 +46.4%,该段最深回撤 9.5%,这很像趋势顺畅、波动扩张的行情;最差段第 3 轮第 2 段 2024-03-07→2024-09-09,段收益 -29.9%,该段最深回撤 40.7%,说明一旦趋势不延续或反复切换,亏损和回撤会同时放大。爆仓 0 段只能说明这批切法没有触发强平,不能消除 40.7% 最深回撤带来的压力。 它赌的核心假设可以概括为:趋势一旦形成会延续,均线交叉给出方向,布林带帮助过滤或确认入场,当波动放大时顺势获取一段利润。弱点也由此而来:在震荡市、低波动或频繁假突破环境里,均线会反复交叉,布林带上下轨会反复被触碰,交易成本与止损会累积,单笔平均亏损 $1,646 的结构会持续消耗账户。盈利段 29/90 说明多数切法下这种消耗占了上风;中位 -6.5% 说明典型结果不是小赚,而是负收益。读者最该盯的两个数字是盈利段 29/90 和段收益中位 -6.5%:前者回答“多数时候赚不赚”,后者回答“典型一次切法结果如何”。最高 +46.4% 只代表尾部好情况,不能替代中位数。 参数来源需要慎重看待。资料中 interval、ma_period_fast、ma_period_slow、bb_period、bb_stddev、position.value、stopPercent、position_value:10000→100000(存量修正为满仓)没有给出,是按行业惯例填的,其余照搬。也就是说,这不是对原参数集的严格复现,结果对均线周期、布林带周期与标准差、止损设置都敏感;换一组行业常见参数,盈亏分布可能明显变化。切法方面,15 轮 × 6 段 = 90 次回测,是把同一份历史切成 6 个不重叠窗口并重复 15 轮,每轮随机抖动窗口边界,随机种子已落库,同 seed 可复现完全相同的 90 次切分。但 90 次不是 90 个独立样本,结论应看作对切法稳定性的压力测试,而非独立统计证据。 综合看,这套组合在趋势行情里有爆发力,最好段 +46.4%、该段最深回撤 9.5% 是它的亮点;但段收益中位 -6.5%、盈利段 29/90、最深回撤 40.7%,以及买入持有各段收益均值 +33.4% 的对比,说明它并没有证明自己比什么都不做更稳或更优。样本区间和市场状态有限,参数又非原始给定,任何结论都只适用于这次复现的范围。本内容为历史数据的复现验证,不构成投资建议,本平台不推荐、不评级、不排名。
两段对比
同一个策略的 90 个时间窗里,收益最高的那一段与回撤最大的那一段并排。两张图用同一刻度 —— 如果一条平滑、一条锯齿,那是策略本身不稳定,不是画法问题。
收益最高段
2023-09-01 → 2024-03-13
图上显示 1d(策略跑在 1h,每 24 根合并,原始 4658 根)。
回撤最大段
2024-03-07 → 2024-09-09
图上显示 1d(策略跑在 1h,每 24 根合并,原始 4473 根)。
汇总
- 段收益中位
- -6.5%
- 最高段收益
- 46.4%
- 最低段收益
- -29.9%
- 最深回撤(90 段里最深)
- 40.7%
- 盈利时段
- 29 / 90
- 是否出现过强平
- 无
- 单笔平均盈利($)
- $1,143
- 单笔平均亏损($)
- $1,646
分段明细
同一份数据切成若干个等长且互不重叠的时段,每段各跑一遍,按顺序连续编号(1–90)。没有任何一段是事后挑出来的。
| 段 | 起 | 止 | 年化收益 | 最大回撤 | 交易数 | 胜率 |
|---|---|---|---|---|---|---|
| 1 | 2023-09-01 | 2024-03-13 | 104.8% | 9.5% | 108 | 67.6% |
| 2 | 2024-03-13 | 2024-08-22 | -48.3% | 38.2% | 92 | 53.3% |
| 3 | 2024-08-22 | 2025-05-02 | -17.1% | 34.4% | 138 | 56.5% |
| 4 | 2025-05-02 | 2025-10-06 | 14.8% | 10.8% | 84 | 57.1% |
| 5 | 2025-10-06 | 2026-03-21 | -17.8% | 26.4% | 83 | 61.4% |
| 6 | 2026-03-21 | 2026-10-04 | -10.5% | 21.5% | 109 | 61.5% |
| 7 | 2023-09-01 | 2024-04-17 | 42.5% | 17.1% | 128 | 64.1% |
| 8 | 2024-04-17 | 2024-08-03 | -25.7% | 22.3% | 60 | 53.3% |
| 9 | 2024-08-03 | 2025-04-14 | -20.1% | 34.1% | 139 | 55.4% |
| 10 | 2025-04-14 | 2025-09-20 | 33.7% | 10.3% | 90 | 61.1% |
| 11 | 2025-09-20 | 2026-04-28 | -20.2% | 27.4% | 111 | 59.5% |
| 12 | 2026-04-28 | 2026-10-04 | -15.3% | 21.8% | 86 | 62.8% |
| 13 | 2023-09-01 | 2024-03-07 | 88.4% | 9.5% | 106 | 67.0% |
| 14 | 2024-03-07 | 2024-09-09 | -50.1% | 40.7% | 104 | 53.8% |
| 15 | 2024-09-09 | 2025-03-07 | 6.1% | 24.0% | 98 | 56.1% |
| 16 | 2025-03-07 | 2025-10-20 | -25.4% | 22.0% | 122 | 56.6% |
| 17 | 2025-10-20 | 2026-04-05 | 0.9% | 17.7% | 86 | 61.6% |
| 18 | 2026-04-05 | 2026-10-04 | -4.3% | 20.9% | 99 | 62.6% |
| 19 | 2023-09-01 | 2024-03-25 | 68.6% | 13.4% | 115 | 65.2% |
| 20 | 2024-03-25 | 2024-08-09 | -45.7% | 34.3% | 76 | 53.9% |
| 21 | 2024-08-09 | 2025-04-08 | -11.5% | 31.4% | 133 | 56.4% |
| 22 | 2025-04-08 | 2025-09-13 | 25.3% | 10.4% | 88 | 59.1% |
| 23 | 2025-09-13 | 2026-02-22 | -27.2% | 28.1% | 81 | 58.0% |
| 24 | 2026-02-22 | 2026-10-04 | -4.9% | 21.0% | 120 | 63.3% |
| 25 | 2023-09-01 | 2024-04-01 | 64.6% | 13.4% | 120 | 65.0% |
| 26 | 2024-04-01 | 2024-10-02 | -35.7% | 29.7% | 102 | 54.9% |
| 27 | 2024-10-02 | 2025-03-19 | -1.3% | 26.8% | 93 | 54.8% |
| 28 | 2025-03-19 | 2025-10-12 | -20.4% | 17.0% | 111 | 56.8% |
| 29 | 2025-10-12 | 2026-03-27 | -14.1% | 19.6% | 83 | 61.4% |
| 30 | 2026-03-27 | 2026-10-04 | -0.3% | 20.5% | 104 | 63.5% |
| 31 | 2023-09-01 | 2024-01-28 | 50.8% | 9.5% | 81 | 65.4% |
| 32 | 2024-01-28 | 2024-09-29 | -5.8% | 36.7% | 140 | 57.1% |
| 33 | 2024-09-30 | 2025-04-16 | -18.2% | 33.3% | 109 | 56.0% |
| 34 | 2025-04-16 | 2025-08-24 | 27.6% | 6.5% | 69 | 60.9% |
| 35 | 2025-08-24 | 2026-03-22 | -14.8% | 27.9% | 108 | 59.3% |
| 36 | 2026-03-22 | 2026-10-04 | -12.8% | 21.8% | 108 | 62.0% |
| 37 | 2023-09-01 | 2024-02-20 | 81.5% | 9.5% | 95 | 68.4% |
| 38 | 2024-02-20 | 2024-09-25 | -28.5% | 39.8% | 123 | 55.3% |
| 39 | 2024-09-25 | 2025-02-27 | -1.4% | 21.1% | 84 | 56.0% |
| 40 | 2025-02-27 | 2025-09-28 | -18.3% | 25.5% | 116 | 56.9% |
| 41 | 2025-09-28 | 2026-04-27 | -15.1% | 27.0% | 107 | 60.7% |
| 42 | 2026-04-27 | 2026-10-04 | -18.0% | 22.0% | 86 | 62.8% |
| 43 | 2023-09-01 | 2024-03-06 | 88.1% | 9.5% | 105 | 66.7% |
| 44 | 2024-03-06 | 2024-10-06 | -43.7% | 40.7% | 117 | 54.7% |
| 45 | 2024-10-06 | 2025-03-03 | 19.9% | 24.8% | 82 | 56.1% |
| 46 | 2025-03-03 | 2025-08-19 | -3.5% | 17.9% | 92 | 59.8% |
| 47 | 2025-08-19 | 2026-04-30 | -18.0% | 28.2% | 133 | 57.9% |
| 48 | 2026-04-30 | 2026-10-04 | -19.9% | 22.2% | 84 | 61.9% |
| 49 | 2023-09-01 | 2024-03-20 | 64.7% | 13.3% | 112 | 65.2% |
| 50 | 2024-03-20 | 2024-09-12 | -38.7% | 34.2% | 99 | 54.5% |
| 51 | 2024-09-12 | 2025-03-04 | 3.6% | 24.4% | 94 | 55.3% |
| 52 | 2025-03-04 | 2025-09-05 | -13.7% | 17.9% | 101 | 57.4% |
| 53 | 2025-09-05 | 2026-02-21 | -22.6% | 28.0% | 86 | 59.3% |
| 54 | 2026-02-21 | 2026-10-04 | -9.7% | 21.6% | 121 | 62.8% |
| 55 | 2023-09-01 | 2024-04-13 | 45.3% | 17.1% | 126 | 64.3% |
| 56 | 2024-04-13 | 2024-07-26 | -9.0% | 22.1% | 60 | 55.0% |
| 57 | 2024-07-26 | 2025-02-02 | 12.1% | 23.8% | 105 | 60.0% |
| 58 | 2025-02-02 | 2025-09-21 | -23.5% | 28.4% | 128 | 56.3% |
| 59 | 2025-09-21 | 2026-03-19 | -16.7% | 27.0% | 89 | 60.7% |
| 60 | 2026-03-19 | 2026-10-04 | -16.0% | 22.2% | 110 | 60.9% |
| 61 | 2023-09-01 | 2024-03-24 | 63.3% | 13.4% | 115 | 65.2% |
| 62 | 2024-03-24 | 2024-08-10 | -43.6% | 34.3% | 77 | 54.5% |
| 63 | 2024-08-10 | 2025-03-06 | 2.4% | 24.6% | 114 | 57.0% |
| 64 | 2025-03-06 | 2025-09-03 | -11.3% | 17.0% | 98 | 58.2% |
| 65 | 2025-09-03 | 2026-03-11 | -10.8% | 27.7% | 95 | 61.1% |
| 66 | 2026-03-11 | 2026-10-04 | -17.7% | 22.3% | 111 | 61.3% |
| 67 | 2023-09-01 | 2024-03-28 | 72.0% | 13.4% | 118 | 65.3% |
| 68 | 2024-03-29 | 2024-07-27 | -35.0% | 28.6% | 68 | 52.9% |
| 69 | 2024-07-27 | 2025-03-14 | -22.8% | 29.1% | 124 | 54.8% |
| 70 | 2025-03-15 | 2025-08-12 | 16.2% | 16.7% | 82 | 63.4% |
| 71 | 2025-08-12 | 2026-04-06 | -31.4% | 30.6% | 122 | 56.6% |
| 72 | 2026-04-06 | 2026-10-04 | -4.5% | 20.9% | 97 | 62.9% |
| 73 | 2023-09-01 | 2024-03-16 | 82.2% | 9.5% | 110 | 66.4% |
| 74 | 2024-03-16 | 2024-08-16 | -43.4% | 34.4% | 87 | 54.0% |
| 75 | 2024-08-16 | 2025-03-11 | -21.1% | 28.1% | 111 | 55.0% |
| 76 | 2025-03-11 | 2025-10-16 | -25.9% | 19.2% | 119 | 56.3% |
| 77 | 2025-10-16 | 2026-02-16 | 6.4% | 18.1% | 65 | 63.1% |
| 78 | 2026-02-16 | 2026-10-04 | -7.6% | 21.4% | 123 | 63.4% |
| 79 | 2023-09-01 | 2024-04-06 | 55.2% | 13.4% | 122 | 64.8% |
| 80 | 2024-04-06 | 2024-09-16 | -40.3% | 29.7% | 92 | 54.3% |
| 81 | 2024-09-16 | 2025-04-18 | -15.7% | 33.2% | 117 | 55.6% |
| 82 | 2025-04-18 | 2025-10-05 | 27.2% | 10.3% | 92 | 59.8% |
| 83 | 2025-10-05 | 2026-04-28 | -19.8% | 26.7% | 106 | 59.4% |
| 84 | 2026-04-28 | 2026-10-04 | -15.4% | 21.8% | 86 | 62.8% |
| 85 | 2023-09-01 | 2024-01-26 | 52.5% | 9.5% | 80 | 66.3% |
| 86 | 2024-01-26 | 2024-08-20 | -6.7% | 36.7% | 120 | 57.5% |
| 87 | 2024-08-20 | 2025-01-31 | 35.8% | 11.3% | 89 | 58.4% |
| 88 | 2025-01-31 | 2025-08-20 | -33.3% | 30.7% | 109 | 56.0% |
| 89 | 2025-08-20 | 2026-02-12 | -27.5% | 28.0% | 92 | 56.5% |
| 90 | 2026-02-12 | 2026-10-04 | -9.6% | 21.6% | 124 | 62.1% |
可复现性
- 数据区间
- 2023-09-01 → 2026-10-04
- 轮数 × 段数
- 15 轮 × 6 段 = 90 次回测
- 随机种子
- 1d5810729ff5
- 数据版本
- 438f@202610060239
- 引擎版本
- 2026.10.02-contract-v2
- 发布时间
- 2026-10-04
基于历史数据的模拟。它描述的是这套规则过去会怎么做,而不是将来会怎么做。不构成投资建议 —— 本站不推荐、不评级、不排名任何策略。