BTC日线云带趋势跟随:90段中61段盈利,最深回撤50.2%
赌 MACD 金叉后的趋势延续:金叉入场、死叉清仓,只在单边行情里有效,震荡市会被反复打脸。
测试所用仓位为满仓复利(all-in):每次入场投入当时全部可用资金,盈利后会自动加大投入,亏损后会自动缩小。请据此解读上面的数字。
先说结论:BTC日线云带趋势跟随不是靠预测顶底赚钱,而是赌趋势一旦形成会延续,用云带与动量过滤方向,在单边行情里让盈利奔跑。90次切法中有61段盈利、0段爆仓,但最深回撤达到50.2%,最差段收益-44.9%——它是一套能抓到较大段收益、同时必须承受深度回撤的趋势策略,而不是低风险策略。 数据本身很直白。90段回测的段收益中位+12.3%,最高+358.1%,最低-44.9%;最好段是2020-01-01至2021-03-23,段收益+358.1%,该段最深回撤21.3%;最差段是2021-01-07至2022-06-30,段收益-44.9%,该段最深回撤50.2%。单笔平均盈利$22,401、平均亏损$5,175,金额口径下盈利远大于亏损,说明收益结构偏向“少数大盈利段覆盖较多小亏损段”。但盈利段61/90也意味着仍有相当部分切法不赚钱,不能只看最高段。 把它和“什么都不做”放在一起看,结论会冷静很多。同期买入持有各段收益均值是+107.4%,而策略段收益中位只有+12.3%;只有切到2020年初至2021年初那种单边上涨段,它才做出+358.1%的突出结果。换句话说,这套策略在趋势顺畅时可能明显领先,但在普通切法里,它的中位表现并不支持“比持有更好”的判断。读者最该盯的两个数字,一是段收益中位+12.3%,二是最深回撤50.2%:前者告诉你典型切法能拿到多少,后者告诉你为了这些收益要承受多大的账户波动。 它的弱点也很清楚。趋势跟随最怕震荡市和低波动:云带与MACD、CMF这类过滤条件在方向反复时容易给出滞后信号,等确认时价格已经走了一段,随后回撤又触发离场,于是形成连续小亏。最差段覆盖2021年初到2022年中,正好经历高位转折与下行趋势,段收益-44.9%、回撤50.2%,就是趋势转折和反复行情下的压力测试。参数敏感也是隐患:快慢均线、信号线、CMF周期、云带周期稍有变化,信号密度和离场时点都会变。 方法上还有两点必须说明。第一,这90次回测是同一份数据的90个不同切法,不是90个独立样本,切法之间共享行情,统计上不能当成90次独立实验。第二,macd_params_fast_12、macd_params_slow_26、macd_params_signal_9、cmf_period_20、ichimoku_periods_9_26_52这组参数原文没有给出,是按行业惯例填的,其余照搬原文;换句话说,参数来源本身就有不确定性,结论对参数取值是敏感的。随机种子已落库,同一seed可复现同样的90次切分,但这只保证切法可复现,不等于策略在未来有效。 本内容为历史数据的复现验证,不构成投资建议,本平台不推荐、不评级、不排名。
两段对比
同一个策略的 90 个时间窗里,收益最高的那一段与回撤最大的那一段并排。两张图用同一刻度 —— 如果一条平滑、一条锯齿,那是策略本身不稳定,不是画法问题。
收益最高段
2020-01-01 → 2021-03-23
图上显示 1d(策略跑在 1d,每 1 根合并,原始 448 根)。
回撤最大段
2021-01-07 → 2022-06-30
图上显示 1d(策略跑在 1d,每 1 根合并,原始 540 根)。
汇总
- 段收益中位
- 12.3%
- 最高段收益
- 358.1%
- 最低段收益
- -44.9%
- 最深回撤(90 段里最深)
- 50.2%
- 盈利时段
- 61 / 90
- 是否出现过强平
- 无
- 单笔平均盈利($)
- $22,401
- 单笔平均亏损($)
- $5,175
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 | 2020-01-01 | 2021-01-16 | 237.1% | 21.3% | 6 | 66.7% |
| 2 | 2021-01-17 | 2022-05-10 | -27.4% | 46.5% | 18 | 27.8% |
| 3 | 2022-05-11 | 2023-06-15 | 12.7% | 22.7% | 14 | 21.4% |
| 4 | 2023-06-16 | 2024-09-17 | 45.7% | 16.3% | 14 | 50.0% |
| 5 | 2024-09-18 | 2025-07-10 | 15.1% | 31.4% | 13 | 38.5% |
| 6 | 2025-07-11 | 2026-10-27 | -4.7% | 26.7% | 16 | 37.5% |
| 7 | 2020-01-01 | 2020-11-14 | 150.6% | 21.3% | 5 | 60.0% |
| 8 | 2020-11-15 | 2022-03-25 | -10.5% | 49.6% | 18 | 33.3% |
| 9 | 2022-03-26 | 2023-03-10 | -12.1% | 31.0% | 13 | 15.4% |
| 10 | 2023-03-11 | 2024-10-18 | 40.7% | 16.3% | 18 | 50.0% |
| 11 | 2024-10-19 | 2025-09-30 | -8.5% | 26.1% | 14 | 28.6% |
| 12 | 2025-10-01 | 2026-10-27 | 6.1% | 15.2% | 13 | 38.5% |
| 13 | 2020-01-01 | 2021-05-27 | 136.1% | 35.4% | 12 | 50.0% |
| 14 | 2021-05-28 | 2022-03-29 | 20.4% | 33.2% | 11 | 36.4% |
| 15 | 2022-03-30 | 2023-04-13 | 1.4% | 32.6% | 14 | 28.6% |
| 16 | 2023-04-14 | 2024-05-06 | 37.0% | 16.3% | 12 | 41.7% |
| 17 | 2024-05-07 | 2025-08-19 | 19.4% | 31.4% | 19 | 36.8% |
| 18 | 2025-08-20 | 2026-10-27 | -5.9% | 26.7% | 15 | 33.3% |
| 19 | 2020-01-01 | 2021-03-23 | 245.5% | 21.3% | 8 | 75.0% |
| 20 | 2021-03-24 | 2022-05-24 | -22.6% | 34.9% | 15 | 33.3% |
| 21 | 2022-05-25 | 2023-06-13 | 5.0% | 21.6% | 13 | 15.4% |
| 22 | 2023-06-14 | 2024-07-01 | 37.6% | 16.3% | 11 | 45.5% |
| 23 | 2024-07-02 | 2025-05-31 | 11.4% | 31.4% | 14 | 35.7% |
| 24 | 2025-06-01 | 2026-10-27 | -6.0% | 26.7% | 18 | 33.3% |
| 25 | 2020-01-01 | 2021-05-30 | 134.9% | 35.4% | 12 | 50.0% |
| 26 | 2021-05-31 | 2022-04-27 | 17.2% | 33.2% | 10 | 40.0% |
| 27 | 2022-04-28 | 2023-02-18 | 20.3% | 22.7% | 10 | 30.0% |
| 28 | 2023-02-19 | 2024-09-22 | 40.0% | 16.3% | 18 | 44.4% |
| 29 | 2024-09-23 | 2025-09-28 | 8.7% | 31.4% | 16 | 31.3% |
| 30 | 2025-09-29 | 2026-10-27 | 5.1% | 15.2% | 13 | 38.5% |
| 31 | 2020-01-01 | 2021-02-14 | 277.4% | 21.3% | 7 | 71.4% |
| 32 | 2021-02-15 | 2022-03-16 | -35.9% | 43.5% | 15 | 21.4% |
| 33 | 2022-03-17 | 2023-08-10 | 2.3% | 28.9% | 18 | 22.2% |
| 34 | 2023-08-11 | 2024-08-01 | 69.0% | 16.3% | 10 | 60.0% |
| 35 | 2024-08-02 | 2025-08-04 | 14.7% | 31.4% | 16 | 37.5% |
| 36 | 2025-08-05 | 2026-10-27 | -5.7% | 26.7% | 15 | 33.3% |
| 37 | 2020-01-01 | 2020-12-05 | 150.1% | 21.3% | 5 | 60.0% |
| 38 | 2020-12-06 | 2022-01-31 | -11.5% | 49.6% | 16 | 31.3% |
| 39 | 2022-02-01 | 2023-03-05 | 0.2% | 32.0% | 13 | 23.1% |
| 40 | 2023-03-06 | 2024-08-11 | 36.9% | 16.3% | 16 | 43.8% |
| 41 | 2024-08-12 | 2025-11-19 | -2.3% | 31.4% | 19 | 31.6% |
| 42 | 2025-11-20 | 2026-10-27 | 12.9% | 15.2% | 12 | 33.3% |
| 43 | 2020-01-01 | 2020-11-24 | 193.8% | 21.3% | 5 | 60.0% |
| 44 | 2020-11-25 | 2022-06-02 | -10.6% | 49.6% | 20 | 35.0% |
| 45 | 2022-06-03 | 2023-08-23 | 11.0% | 21.6% | 15 | 20.0% |
| 46 | 2023-08-24 | 2024-07-01 | 61.0% | 16.3% | 10 | 50.0% |
| 47 | 2024-07-02 | 2025-08-27 | 11.0% | 31.4% | 18 | 33.3% |
| 48 | 2025-08-28 | 2026-10-27 | -6.0% | 26.7% | 15 | 33.3% |
| 49 | 2020-01-01 | 2021-04-16 | 212.5% | 21.3% | 11 | 63.6% |
| 50 | 2021-04-17 | 2022-07-17 | -20.0% | 44.8% | 15 | 26.7% |
| 51 | 2022-07-18 | 2023-08-25 | 14.4% | 21.6% | 14 | 21.4% |
| 52 | 2023-08-26 | 2024-09-12 | 62.1% | 16.3% | 13 | 50.0% |
| 53 | 2024-09-13 | 2025-10-30 | -2.1% | 31.4% | 18 | 27.8% |
| 54 | 2025-10-31 | 2026-10-27 | 12.1% | 15.2% | 12 | 41.7% |
| 55 | 2020-01-01 | 2021-04-22 | 186.0% | 23.5% | 11 | 54.5% |
| 56 | 2021-04-23 | 2022-04-29 | -5.9% | 33.2% | 12 | 33.3% |
| 57 | 2022-04-30 | 2023-05-24 | 19.3% | 22.7% | 12 | 25.0% |
| 58 | 2023-05-25 | 2024-09-21 | 48.2% | 16.3% | 14 | 50.0% |
| 59 | 2024-09-22 | 2025-06-30 | 1.0% | 31.4% | 13 | 30.8% |
| 60 | 2025-07-01 | 2026-10-27 | -5.6% | 26.7% | 17 | 35.3% |
| 61 | 2020-01-01 | 2021-03-03 | 254.1% | 21.3% | 7 | 71.4% |
| 62 | 2021-03-04 | 2022-03-31 | -25.7% | 42.8% | 14 | 28.6% |
| 63 | 2022-04-01 | 2023-05-25 | -0.7% | 30.0% | 14 | 21.4% |
| 64 | 2023-05-26 | 2024-08-31 | 41.1% | 16.3% | 13 | 46.2% |
| 65 | 2024-09-01 | 2025-05-28 | 9.1% | 31.4% | 12 | 33.3% |
| 66 | 2025-05-29 | 2026-10-27 | -6.0% | 26.7% | 18 | 33.3% |
| 67 | 2020-01-01 | 2021-04-11 | 214.6% | 21.3% | 11 | 60.0% |
| 68 | 2021-04-12 | 2022-03-09 | -16.0% | 32.9% | 11 | 27.3% |
| 69 | 2022-03-10 | 2023-04-03 | 3.2% | 28.9% | 13 | 23.1% |
| 70 | 2023-04-04 | 2024-08-30 | 36.6% | 16.3% | 17 | 41.2% |
| 71 | 2024-08-31 | 2025-07-15 | 12.8% | 31.4% | 14 | 35.7% |
| 72 | 2025-07-16 | 2026-10-27 | -4.8% | 26.7% | 16 | 37.5% |
| 73 | 2020-01-01 | 2021-03-07 | 250.0% | 21.3% | 7 | 71.4% |
| 74 | 2021-03-08 | 2022-06-29 | -35.2% | 46.3% | 17 | 23.5% |
| 75 | 2022-06-30 | 2023-07-13 | 17.1% | 21.6% | 14 | 21.4% |
| 76 | 2023-07-14 | 2024-09-17 | 54.2% | 16.3% | 13 | 53.8% |
| 77 | 2024-09-18 | 2025-05-26 | 11.9% | 31.4% | 11 | 36.4% |
| 78 | 2025-05-27 | 2026-10-27 | -5.2% | 26.7% | 17 | 35.3% |
| 79 | 2020-01-01 | 2021-01-02 | 245.9% | 21.3% | 6 | 66.7% |
| 80 | 2021-01-03 | 2022-04-26 | -22.7% | 46.5% | 17 | 29.4% |
| 81 | 2022-04-27 | 2023-02-16 | 20.1% | 22.7% | 9 | 22.2% |
| 82 | 2023-02-17 | 2024-10-25 | 34.1% | 16.3% | 19 | 47.4% |
| 83 | 2024-10-26 | 2025-12-08 | -17.7% | 26.1% | 17 | 23.5% |
| 84 | 2025-12-09 | 2026-10-27 | 14.2% | 12.6% | 11 | 36.4% |
| 85 | 2020-01-01 | 2021-01-06 | 285.7% | 21.3% | 6 | 66.7% |
| 86 | 2021-01-07 | 2022-06-30 | -33.1% | 50.2% | 20 | 25.0% |
| 87 | 2022-07-01 | 2023-05-14 | 15.8% | 21.6% | 11 | 18.2% |
| 88 | 2023-05-15 | 2024-05-18 | 58.9% | 16.3% | 11 | 54.5% |
| 89 | 2024-05-19 | 2025-09-09 | 17.2% | 31.4% | 21 | 38.1% |
| 90 | 2025-09-10 | 2026-10-27 | -1.7% | 18.9% | 14 | 35.7% |
可复现性
- 数据区间
- 2020-01-01 → 2026-10-27
- 轮数 × 段数
- 15 轮 × 6 段 = 90 次回测
- 随机种子
- c52a6bd14705
- 数据版本
- 546f@202610290241
- 引擎版本
- 2026.10.02-contract-v2
- 发布时间
- 2026-10-29
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。