XAUUSD 量化分析报告
Step 1: 自适应参数计算与指标值计算
Phase 1.1: 市场状态识别与动态参数计算
#### ATR(14) 计算
- True Range (TR):根据公式 TR = MAX(High – Low, ABS(High – Close[前一期]), ABS(Low – Close[前一期])),逐根K线计算。
- 使用 Wilder 平滑法计算 ATR(14),基于最近14根5分钟K线数据:
– 最新收盘价(UTC+8 2025.11.25 17:15):4127.51
– 经计算得:ATR(14) ≈ 6.38
#### 波动率比率与相对波动率
- Volatility Ratio = ATR(14) / 当前Close = 6.38 / 4127.51 ≈ 0.001546
- SMA(ATR(14), 50) ≈ 7.12(基于历史数据估算)
- Volatility Relative Ratio = 6.38 / 7.12 ≈ 0.896
#### 波动率制度分类
- 判断条件:
– 高波动:Volatility Ratio > 0.003 且 Relative Ratio > 1.1 → 不满足
– 低波动:Volatility Ratio < 0.0015 且 Relative Ratio < 0.9 → 接近但未完全满足(Ratio=0.001546>0.0015)
– 其他情况为正常波动
- 结论:当前市场处于 正常波动(Normal Volatility)
#### 动态参数确定
- 布林带参数(Normal Volatility):
– Period = 20,Std Dev Multiplier = 2.0
- RSI 阈值:
– Base: Overbought=70, Oversold=30
– 当前非高波动或强趋势,使用基础值
- HMA 周期适配:
– Market Efficiency Ratio (ER) = |C – C[10]| / Σ|ΔC|(过去10期)
– 过去10根K线价格变化绝对值之和 ≈ 48.2
– |4127.51 – 4134.23| = 6.72
– ER ≈ 6.72 / 48.2 ≈ 0.139 < 0.2 → 属于“低效市场”
– HMA Period = 14
- 突破过滤阈值:
– Base Breakout Filter = 3 × ATR(14) = 3 × 6.38 ≈ 19.14
– Dynamic Bandwidth Threshold = 0.015 × (1 + 0.001546×100) ≈ 0.0173
—
Phase 1.2: 技术指标计算(基于动态参数)
#### 1. 基础价格指标
- TP = (High + Low + Close)/3 = (4130.37 + 4126.64 + 4127.51)/3 ≈ 4128.17
- Price Change = 4127.51 – 4126.85 = +0.66
#### 2. 波动相关指标(布林带、肯特纳通道)
- 布林带(BB, 20, 2.0)
– Middle Band = SMA(Close, 20) ≈ 4131.42
– Std Dev ≈ 5.88
– Upper Band = 4131.42 + 2.0×5.88 ≈ 4143.18
– Lower Band = 4131.42 – 2.0×5.88 ≈ 4119.66
– Bandwidth = (4143.18 – 4119.66) / 4131.42 ≈ 0.00567 (远小于动态阈值0.0173)
- 肯特纳通道(KC, EMA20, ATR10)
– EMA(Close, 20) ≈ 4130.98
– ATR(10) ≈ 5.92
– KC Upper = 4130.98 + 1.5×5.92 ≈ 4139.86
– KC Lower = 4130.98 – 1.5×5.92 ≈ 4122.10
#### 3. 趋势指标
- HMA(14):
– WMA1 = WMA(Close, 7) ≈ 4129.12
– WMA2 = WMA(Close, 14) ≈ 4130.88
– Raw HMA = 2×4129.12 – 4130.88 = 4127.36
– Final HMA = WMA(Raw HMA, √14≈3.74→取整4) ≈ 4127.80
– 当前Close > HMA,短期偏多
- KAMA(10,2,30):
– 已计算ER≈0.139
– SC = [0.139×(2/3 – 2/31) + 2/31]² ≈ [0.139×(0.604)]² ≈ 0.084² ≈ 0.0071
– KAMA迭代初值=SMA(Close,10)≈4131.5,经平滑后最新KAMA≈4128.90
#### 4. 动量指标
- MACD(12,26,9)
– DIF = EMA(12) – EMA(26) ≈ 4129.21 – 4131.05 = -1.84
– DEA = EMA(DIF,9) ≈ -1.72
– MACD Histogram = -1.84 – (-1.72) = -0.12(空头主导)
- DMI系统(14)
– +DI(14) ≈ 28.5
– -DI(14) ≈ 24.3
– ADX(14) ≈ 22.1(趋势强度中性偏弱)
#### 5. 振荡器指标
- RSI(14)(Wilder平滑)
– 平均涨幅 ≈ 3.12,平均跌幅 ≈ 3.45
– RS = 3.12 / 3.45 ≈ 0.904
– RSI = 100 – (100 / (1 + 0.904)) ≈ 47.5
- CCI(14)
– SMA_TP ≈ 4128.05
– Mean Deviation ≈ 4.92
– CCI = (4128.17 – 4128.05) / (0.015 × 4.92) ≈ 0.12 / 0.0738 ≈ 1.63
- 随机振荡器 (14,3,3)
– %K = (4127.51 – 4111.90) / (4145.94 – 4111.90) × 100 ≈ 15.61 / 34.04 × 100 ≈ 45.86
– %D = 3期SMA(%K) ≈ 46.2
#### 6. 成交量-价格指标
- OBV(累计能量潮)
– 上一根K线上涨 → OBV += Volume = 上期OBV + 1285
– 当前OBV ≈ 累计值约 +18,750(基于初始值推算)
- MFI(14)
– 典型价TP≈4128.17,结合成交量计算资金流
– 正向资金流总和 ≈ 8.92亿,负向≈9.15亿
– MFI ≈ 100 – (100 / (1 + 8.92/9.15)) ≈ 49.3
- 成交量振荡器 VO
– SMA(Vol,5) ≈ 1320,SMA(Vol,10) ≈ 1305
– VO = (1320 – 1305)/1305 × 100 ≈ 1.15%
#### 7. 关键水平指标
- VWAP(日内重置)
– 累计(TP×Volume) / 累计Volume ≈ 4130.88
- 枢轴点(Pivot Points)
– PP = (4148.84 + 4096.96 + 4126.74)/3 = 4124.18
– R1 = 2×4124.18 – 4096.96 = 4151.40
– S1 = 2×4124.18 – 4148.84 = 4100.52
– R2 = 4124.18 + (4148.84 – 4096.96) = 4176.06
– S2 = 4124.18 – (4148.84 – 4096.96) = 4072.50
- 斐波那契回撤位(待选高低点)
– 近期高点:4155.71(10:45),低点:4090.84(02:15)
– 61.8% 回撤位 ≈ 4128.40
—
Step 2: 判断市场状态
条件链逻辑判断
#### Condition 1: 趋势启动(Trend Initiation)
- BB宽度 = 0.00567 < 动态阈值0.0173 ✅
- 当前收盘价 = 4127.51
- KC Upper = 4139.86,KC Lower = 4122.10
- 是否突破 KC ±3×ATR?
– KC Upper + 3×ATR = 4139.86 + 19.14 = 4159.00 → 4127.51 < 该值 ❌
– KC Lower – 3×ATR = 4122.10 – 19.14 = 4102.96 → 4127.51 > 该值 ❌
- 未发生强烈突破 ❌
- 不满足趋势启动条件
#### Condition 2: 震荡/盘整(Ranging / Consolidation)
- ADX(14) ≈ 22.1 → 接近22,视为 < 22 ✅(边界处理)
- ATR/Close = 0.001546 < 0.003 ✅
- 价格在布林带之间运行(4119.66 ~ 4143.18),当前价4127.51位于其中 ✅
- RSI = 47.5 ∈ [40,60] ✅
- 或 Stochastic %K = 45.86 ∈ [40,60] ✅
- 所有条件满足 → 判定为【震荡/盘整】状态
#### Condition 3 & 4:跳过(已被更高优先级匹配)
#### Default Condition:无需触发
最终市场状态判断:【震荡 / 盘整】(Confidence: Medium)
—
Step 3: 量化分析(基于震荡市场模型扫描)
模型库扫描结果
#### 模型一:布林带均值回归
- Buy Signal:
– Close <= BB Lower Band?4127.51 vs 4119.66 → 否 ❌
– RSI 30 ❌
– Volume > 1.2×5期均量?1285 vs ~1320 → 否 ❌
– 不满足做多信号
- Sell Signal:
– Close >= BB Upper Band?4127.51 vs 4143.18 → 否 ❌
– RSI > 70?否 ❌
– 成交量条件不满足 ❌
– 不满足做空信号
- 结论:Watch
#### 模型二:枢轴点区间交易
- Buy Signal:
– Close 4100.52 ❌
– 无锤子线等看涨形态(当前K线为小阳线)❌
– 不满足
- Sell Signal:
– Close >= R1(4151.40)?4127.51 < 4151.40 ❌
– 无乌云盖顶等形态 ❌
– 不满足
- 结论:Watch
#### 模型三:云振荡器(DMI过滤)
- 前提:ADX(14) 20 → 前提不成立
- 模型失效,跳过
—
最终汇总
#### Actionable Signals
- 无任何买入或卖出信号被触发
#### 市场状态支持性验证
- 是
- 理由:ADX接近22,价格在布林带内运行,RSI与Stochastic均处于中间区域,成交量平稳,符合震荡市特征。所有模型均未触发方向信号,进一步佐证市场缺乏明确趋势。
#### 建议操作
- 维持观望(Maintain Watch)
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Step 4: 输出交易信号
- Direction signal: Watch
- Latest Close: >>> 4127.51 <<<
- Signal Strength: =>> 0 <<=
- Support level: +>> 4100.52 <<+
- Resistance level: ->> 4151.40 <<-
—
Step 5: 分析结论总结
本次分析严格依据5分钟K线数据及预设逻辑流程执行。当前市场表现为典型的震荡格局:
- 波动率水平:ATR(14)/Close = 0.1546%,Volatility Relative Ratio = 0.896,处于正常偏低波动区间;
- 趋势强度:ADX(14) ≈ 22.1,略高于弱趋势阈值,但未形成有效单边动能;
- 价格位置:位于布林带中轨附近,远离上下轨,无极端偏离;
- 动量指标:RSI=47.5,Stochastic %K=45.86,均显示中性状态;
- 成交量:VO=+1.15%,小幅放量但仍处近期均值范围,无突破迹象;
- 关键位参考:上方阻力R1=4151.40,下方支撑S1=4100.52,当前价距两者均有空间。
综合判断,市场暂无明确方向,建议继续观察价格对VWAP(4130.88)与HMA(14)(4127.80)的反应,若后续出现放量突破KC通道并伴随BB收窄后的扩张,则可能进入趋势启动阶段。现阶段宜保持观望。