多币种回测验证 v2 分析报告(Gate1+Gate2 + 4H 相关系数过滤)
1. 报告元信息
| 项目 |
说明 |
| 脚本 |
validate_multicoin_btc_base_v2 |
| 运行参数 |
--min-bars 1000 |
| 报告生成 |
基于 2026-02-17 单次运行终端输出整理 |
| 数据范围 |
94 个币种,4H 级别,与 BTC 配对 |
| 过滤链路 |
4H 相关系数 ≥ TARGET_CORR_THRESHOLD → Gate1 协整 → Gate2 健康监控,三者均通过才纳入回测 |
2. 执行概要
- Gate 预计算:94 币 × 时间桶,先做 4H/60d 相关系数过滤(|corr| ≥ 0.5),再执行 Gate1+Gate2;耗时约 597s。
- 有效币种:31 个币种至少有一次通过 Gate(通过率 > 0%);63 个币种 在所有时间桶上均未通过,被完全排除。
- 策略方案:A 耦合 / B 解耦 / C 仅调 threshold / D 全参数网格;解耦方案 B 的 E24S72(D) 被选为全局最优。
- 全局最优:17 个币种有交易,盈利率 70.6%,中位收益 +0.62%,中位胜率 100%(按币种),平均回撤 1.26%,Gate 过滤 426 次。
3. Gate 与 4H 相关系数过滤
3.1 过滤顺序
- 4H 相关系数:对每个时间桶的 4h/60d 窗口计算 BTC vs 币种收益率相关系数;若 |corr| < TARGET_CORR_THRESHOLD(默认 0.5),该桶直接记为未通过,不进入 Gate1/Gate2。
- Gate1:币种 vs BTC 的 Johansen 协整检验,6 个时间窗口中有 ≥3 个通过才放行。
- Gate2:4H/60D 短期健康监控,UNHEALTHY 时不放行。
3.2 通过率汇总
| 指标 |
数值 |
| 总币种数 |
94 |
| 有效(通过率>0) |
31 |
| 完全排除(通过率=0) |
63 |
| 通过率均值 |
3.9% |
| 通过率中位数 |
0.0% |
3.3 Gate1+Gate2 协整验证通过率(按币种,通过率>0 的 31 个)
| # |
币种 |
时间桶数 |
通过 |
失败 |
无数据 |
通过率 |
| 1 |
SOL |
60 |
42 |
18 |
0 |
70.0% |
| 2 |
BSV |
60 |
23 |
36 |
1 |
38.3% |
| 3 |
SNX |
70 |
20 |
50 |
0 |
28.6% |
| 4 |
XLM |
68 |
19 |
49 |
0 |
27.9% |
| 5 |
ARK |
59 |
16 |
42 |
1 |
27.1% |
| 6 |
REZ |
58 |
15 |
42 |
1 |
25.9% |
| 7 |
XRP |
52 |
10 |
42 |
0 |
19.2% |
| 8 |
UNI |
54 |
9 |
45 |
0 |
16.7% |
| 9 |
BIGTIME |
64 |
9 |
55 |
0 |
14.1% |
| 10 |
SUSHI |
61 |
7 |
54 |
0 |
11.5% |
| 11 |
ORDI |
59 |
6 |
53 |
0 |
10.2% |
| 12 |
COMP |
60 |
5 |
54 |
1 |
8.3% |
| 13 |
GOAT |
63 |
5 |
57 |
1 |
7.9% |
| 14 |
CELO |
69 |
5 |
63 |
1 |
7.2% |
| 15 |
DOT |
67 |
4 |
62 |
1 |
6.0% |
| 16 |
SCR |
56 |
3 |
51 |
2 |
5.4% |
| 17 |
AERO |
57 |
3 |
53 |
1 |
5.3% |
| 18 |
PENGU |
65 |
3 |
61 |
1 |
4.6% |
| 19 |
EIGEN |
58 |
2 |
56 |
0 |
3.4% |
| 20 |
ETC |
59 |
2 |
56 |
1 |
3.4% |
| 21 |
PNUT |
63 |
2 |
60 |
1 |
3.2% |
| 22 |
ONDO |
68 |
2 |
64 |
2 |
2.9% |
| 23 |
LINK |
69 |
2 |
66 |
1 |
2.9% |
| 24 |
CAKE |
57 |
1 |
56 |
0 |
1.8% |
| 25 |
OP |
58 |
1 |
57 |
0 |
1.7% |
| 26 |
BRETT |
59 |
1 |
57 |
1 |
1.7% |
| 27 |
NEAR |
59 |
1 |
57 |
1 |
1.7% |
| 28 |
ETH |
62 |
1 |
61 |
0 |
1.6% |
| 29 |
ALT |
62 |
1 |
60 |
1 |
1.6% |
| 30 |
TRB |
62 |
1 |
61 |
0 |
1.6% |
| 31 |
PEOPLE |
63 |
1 |
62 |
0 |
1.6% |
3.4 完全被 Gate 排除的币种(63 个)
INJ, YGG, WIF, LTC, CRV, APE, POPCAT, VINE, kPEPE, AVAX, BIO, SPX, LDO, AAVE, CFX, DOGE, HBAR, AR, SUI, ADA, ALGO, ATOM, APT, BNB, ARB, ENA, DYDX, KAS, FET, JUP, GMX, BLUR, ETHFI, IMX, GALA, ENS, IO, TAO, VIRTUAL, RSR, DYM, kSHIB, SEI, TON, TRUMP, kBONK, PENDLE, S, STRK, TIA, STX, kFLOKI, PYTH, kNEIRO, W, SUPER, MORPHO, RUNE, SAGA, NEO, TURBO, UMA, MINA.
4. 数据概况(部分代表币种)
| 币种 |
bars |
z4h μ |
z4h σ |
z4h 范围 |
Gate通过率 |
| SOL |
2243 |
+0.546 |
1.378 |
[-5.02, 3.45] |
70% |
| SNX |
1966 |
+0.278 |
1.015 |
[-3.11, 4.35] |
29% |
| XRP |
1947 |
+0.641 |
1.631 |
[-5.44, 4.82] |
19% |
| INJ |
1873 |
+1.001 |
1.149 |
[-3.27, 4.21] |
0% |
| LINK |
1843 |
+1.423 |
0.974 |
[-4.55, 3.91] |
3% |
| ETH |
1771 |
+0.314 |
1.706 |
[-4.72, 3.85] |
2% |
| LTC |
1689 |
+0.904 |
1.138 |
[-5.24, 5.28] |
0% |
| ALT |
1672 |
+0.852 |
0.978 |
[-2.42, 5.19] |
2% |
5. 策略方案对比
5.1 方案定义
| 方案 |
说明 |
配置数 |
币种数 |
总测试数 |
耗时 |
| A |
耦合 EMA=STD,扫描 span × 持仓时长 |
12 |
94 |
1,128 |
48.8s |
| B |
解耦 EMA≠STD |
12 |
94 |
1,128 |
47.7s |
| C |
仅调 threshold |
12 |
94 |
1,128 |
44.1s |
| D |
全参数网格搜索 |
270 |
94 |
25,380 |
1020.9s |
5.2 各方案最优配置对比
| 方案 |
最优配置 |
币数 |
盈利% |
中位PnL |
中位WR |
均DD |
中位Sh |
评分 |
| 耦合 最优 |
E72S72(C) Th2.5 SL5% RF0.18 CD15m H120m |
21 |
61.9% |
+0.38% |
50.0% |
1.88% |
0.01 |
20.5 |
| 解耦 最优 |
E24S72(D) Th2.5 SL5% RF0.18 CD15m H120m |
17 |
70.6% |
+0.62% |
100.0% |
1.26% |
0.01 |
27.8 |
| 仅Th 最优 |
E72S72(C) Th4.0 SL5% RF0.18 CD30m H120m |
9 |
55.6% |
+0.10% |
66.7% |
1.11% |
0.00 |
20.5 |
| 全网格 最优 |
E36S72(D) Th3.0 SL3% RF0.30 CD15m H120m |
16 |
68.8% |
+0.35% |
100.0% |
0.89% |
0.00 |
27.3 |
5.3 方案 A 综合排名 TOP 6(耦合)
| # |
配置 |
币数 |
盈利% |
交易 |
Gate过滤 |
中位PnL |
均PnL |
中位WR |
均DD |
评分 |
| 1 |
E72S72(C) Th2.5 SL5% RF0.18 CD15m H120m |
21 |
61.9% |
86 |
890 |
+0.38% |
+0.14% |
50.0% |
1.88% |
20.5 ★ |
| 2 |
E72S72(C) Th2.5 SL5% RF0.18 CD15m H72h |
21 |
57.1% |
61 |
827 |
+0.76% |
+1.33% |
50.0% |
3.60% |
19.5 |
| 3 |
E96S96(C) Th2.5 SL5% RF0.18 CD15m H30m |
22 |
54.5% |
115 |
1129 |
+0.52% |
+0.20% |
55.0% |
1.38% |
19.3 |
| 4 |
E96S96(C) Th2.5 SL5% RF0.18 CD15m H120m |
22 |
54.5% |
87 |
1115 |
+0.64% |
+0.59% |
50.0% |
2.00% |
18.8 |
| 5 |
E48S48(C) Th2.5 SL5% RF0.18 CD15m H30m |
22 |
50.0% |
107 |
943 |
-0.00% |
-0.30% |
55.1% |
1.33% |
17.9 |
| 6 |
E96S96(C) Th2.5 SL5% RF0.18 CD15m H72h |
22 |
50.0% |
60 |
1058 |
+0.25% |
+2.36% |
55.0% |
3.12% |
17.8 |
5.4 方案 B 综合排名 TOP 6(解耦)
| # |
配置 |
币数 |
盈利% |
交易 |
Gate过滤 |
中位PnL |
均PnL |
中位WR |
均DD |
评分 |
| 1 |
E24S72(D) Th2.5 SL5% RF0.18 CD15m H120m |
17 |
70.6% |
42 |
426 |
+0.62% |
+0.23% |
100.0% |
1.26% |
27.8 ★ |
| 2 |
E36S96(D) Th2.5 SL5% RF0.18 CD15m H120m |
20 |
65.0% |
51 |
641 |
+0.64% |
+0.27% |
58.3% |
1.31% |
22.4 |
| 3 |
E48S96(D) Th2.5 SL5% RF0.18 CD15m H120m |
20 |
65.0% |
61 |
715 |
+0.64% |
+0.39% |
50.0% |
1.47% |
21.6 |
| 4 |
E36S72(D) Th2.5 SL5% RF0.18 CD15m H120m |
21 |
61.9% |
62 |
635 |
+0.38% |
+0.14% |
60.0% |
1.35% |
21.6 |
| 5 |
E24S96(D) Th2.5 SL5% RF0.18 CD15m H120m |
17 |
64.7% |
41 |
472 |
+0.76% |
+0.19% |
50.0% |
1.37% |
21.5 |
| 6 |
E24S96(D) Th2.5 SL5% RF0.18 CD15m H30m |
17 |
58.8% |
44 |
475 |
+0.12% |
+0.11% |
60.0% |
0.96% |
20.7 |
5.5 方案 D 全网格 TOP 6
| # |
配置 |
币数 |
盈利% |
交易 |
Gate过滤 |
中位PnL |
均PnL |
中位WR |
均DD |
评分 |
| 1 |
E36S72(D) Th3.0 SL3% RF0.30 CD15m H120m |
16 |
68.8% |
31 |
319 |
+0.35% |
+0.37% |
100.0% |
0.89% |
27.3 ★ |
| 2 |
E36S72(D) Th3.0 SL3% RF0.10 CD15m H120m |
16 |
68.8% |
31 |
319 |
+0.35% |
+0.31% |
100.0% |
0.95% |
27.2 |
| 3 |
E36S72(D) Th3.0 SL3% RF0.18 CD15m H120m |
16 |
68.8% |
31 |
319 |
+0.35% |
+0.31% |
100.0% |
0.95% |
27.2 |
| 4 |
E36S72(D) Th3.0 SL5% RF0.30 CD15m H120m |
16 |
68.8% |
31 |
319 |
+0.35% |
+0.23% |
100.0% |
1.03% |
27.2 |
| 5 |
E36S72(D) Th3.0 SL5% RF0.10 CD15m H120m |
16 |
68.8% |
31 |
319 |
+0.35% |
+0.20% |
100.0% |
1.07% |
27.2 |
| 6 |
E36S72(D) Th3.0 SL5% RF0.18 CD15m H120m |
16 |
68.8% |
31 |
319 |
+0.35% |
+0.20% |
100.0% |
1.07% |
27.2 |
6. 全局最优配置与参数
脚本选取的全局最优为解耦方案 B 的最优配置:
TRADING_STRATEGY_EMA_SPAN = 24
TRADING_STRATEGY_STD_WINDOW = 72 # 解耦
TRADING_STRATEGY_ADAPTIVE_THRESHOLD = 2.5
TRADING_MAX_HOLD_HOURS = 2.0
TRADING_STOP_LOSS_PCT = 0.05
TRADING_STRATEGY_REVERSION_FACTOR = 0.18
TRADING_STRATEGY_COOLDOWN_MINUTES = 15
配置简写:E24S72(D) Th2.5 SL5% RF0.18 CD15m H120m
汇总指标:
| 指标 |
数值 |
| 通用性(有交易币数) |
17 |
| 盈利率(盈利币比例) |
70.6% |
| 中位收益 |
+0.62% |
| 中位胜率 |
100.0%(按币种) |
| 中位 Sharpe |
0.01 |
| 平均回撤 |
1.26% |
| Gate 过滤次数 |
426 |
7. 全局最优配置下各币种明细(按收益排序)
| # |
币种 |
交易 |
Gate过滤 |
胜率 |
收益 |
盈亏比 |
回撤 |
持仓 |
Sharpe |
| 1 |
SOL |
9 |
11 |
44.4% |
+4.94% |
3.99 |
0.96% |
1.4h |
0.46 |
| 2 |
BIGTIME |
1 |
27 |
100.0% |
+3.25% |
INF |
0.00% |
2.0h |
0.03 |
| 3 |
GOAT |
1 |
29 |
100.0% |
+2.69% |
INF |
0.00% |
2.1h |
0.03 |
| 4 |
ARK |
4 |
23 |
75.0% |
+2.37% |
0.90 |
1.40% |
2.0h |
0.37 |
| 5 |
EIGEN |
1 |
25 |
100.0% |
+1.71% |
INF |
0.00% |
2.0h |
0.02 |
| 6 |
PENGU |
1 |
30 |
100.0% |
+1.25% |
INF |
0.00% |
2.0h |
0.01 |
| 7 |
SCR |
1 |
28 |
100.0% |
+0.89% |
INF |
0.00% |
4.0h |
0.01 |
| 8 |
UNI |
2 |
27 |
100.0% |
+0.76% |
INF |
0.00% |
3.0h |
1.74 |
| 9 |
REZ |
4 |
23 |
25.0% |
+0.62% |
4.08 |
1.07% |
2.7h |
0.12 |
| 10 |
SNX |
1 |
29 |
100.0% |
+0.10% |
INF |
0.00% |
5m |
0.00 |
| 11 |
PNUT |
1 |
27 |
100.0% |
+0.07% |
INF |
0.00% |
2.0h |
0.00 |
| 12 |
ONDO |
1 |
32 |
100.0% |
+0.03% |
INF |
0.00% |
2.0h |
0.00 |
| 13 |
ALT |
1 |
36 |
0.0% |
-0.61% |
0.00 |
0.61% |
5m |
-0.01 |
| 14 |
XRP |
4 |
25 |
25.0% |
-0.99% |
1.89 |
1.69% |
3.0h |
-0.21 |
| 15 |
XLM |
4 |
15 |
50.0% |
-2.77% |
0.21 |
3.18% |
2.5h |
-0.56 |
| 16 |
ORDI |
3 |
24 |
0.0% |
-3.62% |
0.00 |
3.62% |
4.0h |
-1.25 |
| 17 |
BSV |
3 |
15 |
33.3% |
-6.85% |
0.47 |
8.95% |
2.5h |
-0.71 |
- 盈利 12 币,亏损 5 币;总 Gate 过滤 426 次。
- SOL 贡献最大;BSV、ORDI、XLM 亏损与回撤突出,实盘可考虑单独禁用或降仓位。
8. Gate 通过率与回测收益关系(最优配置下)
| 币种 |
Gate通过率 |
交易数 |
Gate过滤 |
收益 |
胜率 |
| SOL |
70.0% |
9 |
11 |
+4.94% |
44.4% |
| BSV |
38.3% |
3 |
15 |
-6.85% |
33.3% |
| SNX |
28.6% |
1 |
29 |
+0.10% |
100.0% |
| XLM |
27.9% |
4 |
15 |
-2.77% |
50.0% |
| ARK |
27.1% |
4 |
23 |
+2.37% |
75.0% |
| REZ |
25.9% |
4 |
23 |
+0.62% |
25.0% |
| XRP |
19.2% |
4 |
25 |
-0.99% |
25.0% |
| UNI |
16.7% |
2 |
27 |
+0.76% |
100.0% |
| BIGTIME |
14.1% |
1 |
27 |
+3.25% |
100.0% |
| SUSHI |
11.5% |
0 |
32 |
+0.00% |
0.0% |
| ORDI |
10.2% |
3 |
24 |
-3.62% |
0.0% |
| COMP |
8.3% |
0 |
27 |
+0.00% |
0.0% |
| GOAT |
7.9% |
1 |
29 |
+2.69% |
100.0% |
| CELO |
7.2% |
0 |
33 |
+0.00% |
0.0% |
| DOT |
6.0% |
0 |
28 |
+0.00% |
0.0% |
| SCR |
5.4% |
1 |
28 |
+0.89% |
100.0% |
| AERO |
5.3% |
0 |
30 |
+0.00% |
0.0% |
| PENGU |
4.6% |
1 |
30 |
+1.25% |
100.0% |
| EIGEN |
3.4% |
1 |
25 |
+1.71% |
100.0% |
| ETC |
3.4% |
0 |
23 |
+0.00% |
0.0% |
结论:Gate 通过率与回测收益无简单正相关。高通过率(如 BSV 38.3%)可能对应大亏(-6.85%),低通过率币种偶尔通过也可能亏损(如 XRP、ORDI)。Gate 仅做「是否适合做均值回归」的过滤,通过后仍需结合策略参数与币种特性评估。
9. 结论与建议
9.1 主要结论
- 解耦 (E24S72) 优于耦合,被选为全局最优,适合作为主用配置。
- 全网格最优 (E36S72 Th3.0 SL3%) 更保守、回撤更小,若优先考虑稳定性可作备选。
- Gate 过滤较严:94 币中仅 31 个有通过、17 个在最优配置下有交易;63 个币被完全排除属预期。
- 4H 相关系数前置过滤已启用(|corr_4h_60d| ≥ TARGET_CORR_THRESHOLD),与实盘及 pairwise 回测逻辑一致。
- 单币风险:BSV、ORDI、XLM 在最优配置下亏损与回撤明显,实盘可考虑禁用或降仓。
9.2 配置建议
- 主推:E24S72(D) Th2.5 SL5% RF0.18 CD15m H120m(即报告中的全局最优)。
- 偏保守:E36S72(D) Th3.0 SL3% RF0.18 CD15m H120m(全网格最优之一)。
- 实盘:可对 BSV/ORDI/XLM 单独禁用或降低仓位,其余按 Gate 与策略信号执行。
9.3 后续可做
- 延长样本或外推区间做稳健性检验。
- 按币种或按时间段做收益分解,识别驱动因子。
- 若需更多交易频次,可评估适度放宽 Gate 或增加币种池的利弊。
10. 附录:配置符号说明
| 符号 |
含义 |
| E24S72(D) |
EMA span=24, STD window=72,解耦 (Decouple) |
| E72S72(C) |
EMA=STD=72,耦合 (Couple) |
| Th2.5 / Th3.0 |
自适应阈值 |
| SL5% / SL3% |
止损 5% / 3% |
| RF0.18 |
回归因子 |
| CD15m / CD30m |
冷却 15/30 分钟 |
| H30m / H120m / H72h |
最大持仓 0.5h / 2h / 72h |
| TARGET_CORR_THRESHOLD |
4H 相关系数阈值(默认 0.5),低于此值不进入 Gate1/Gate2 |