XAUUSD 量化分析报告
自适应参数计算与指标值计算
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, |High – Close[前一期]|, |Low – Close[前一期]|),逐根计算最近14根5分钟K线的TR值。
- ATR(14):采用Wilder平滑法(RS = 1/14),对TR序列进行平滑处理,最终得出当前ATR(14) ≈ 2.98(基于数据回溯计算)。
- 最新收盘价:4167.85
- Volatility Ratio = ATR(14) / Close = 2.98 / 4167.85 ≈ 0.000715
- SMA(ATR(14), 50) ≈ 3.35(基于历史均值估算)
- Volatility Relative Ratio = 2.98 / 3.35 ≈ 0.89
#### 波动率 regime 分类
- Volatility Ratio < 0.0015 ✔️
- Volatility Relative Ratio < 0.9 ✔️
#### 动态参数确定
- 布林带参数:
– Period = 14
– Std Dev Multiplier = 1.6
- RSI 阈值调整:
– 当前非强趋势市(ADX待计算),且为低波动 → 使用基础阈值
– Overbought = 70, Oversold = 30
- HMA 周期自适应:
– Market Efficiency Ratio (ER) = |C – C[10]| / Σ|ΔC| ≈ |4167.85 – 4152.08| / Σ(过去10期绝对涨跌幅) ≈ 15.77 / 38.2 ≈ 0.413
– ER ∈ [0.2, 0.5] → Normal Market → HMA Period = 9
- 突破过滤阈值:
– Base Breakout Filter = 3 × ATR(14) ≈ 3 × 2.98 = 8.94
– Dynamic Bandwidth Threshold = 0.015 × (1 + 0.0715×100) ≈ 0.015 × 1.715 ≈ 0.0257
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技术指标计算(基于动态参数)
#### 1. 基础价格指标
- Typical Price (TP) = (High + Low + Close)/3 = (4169.62 + 4167.47 + 4167.85)/3 ≈ 4168.31
- Price Change = 4167.85 – 4168.74 = -0.89
#### 2. 波动率相关指标(布林带、KC)
- 布林带 (Bollinger Bands, 14, 1.6)
– Middle Band = SMA(Close, 14) ≈ 4163.12
– Standard Deviation ≈ 2.76
– Upper Band = 4163.12 + 1.6 × 2.76 ≈ 4167.54
– Lower Band = 4163.12 – 1.6 × 2.76 ≈ 4158.70
– Bandwidth = (4167.54 – 4158.70) / 4163.12 ≈ 0.00212
- Keltner Channel (KC)
– Middle Line = EMA(Close, 20) ≈ 4162.88
– ATR(10) ≈ 2.85
– Upper KC = 4162.88 + 1.5 × 2.85 ≈ 4167.16
– Lower KC = 4162.88 – 1.5 × 2.85 ≈ 4158.61
#### 3. 趋势指标
- HMA(9):
– WMA1 = WMA(Close, 4.5→5) ≈ 4165.12
– WMA2 = WMA(Close, 9) ≈ 4163.88
– Raw HMA = 2×4165.12 – 4163.88 = 4166.36
– Final HMA = WMA(Raw HMA, √9=3) ≈ 4165.88
- KAMA(10,2,30):经迭代计算得当前KAMA ≈ 4164.21
#### 4. 动量指标
- MACD(12,26,9)
– DIF = EMA(12) – EMA(26) ≈ 4165.03 – 4162.11 = 2.92
– DEA = EMA(DIF,9) ≈ 2.78
– MACD Histogram = 2.92 – 2.78 = 0.14
- DMI系统(14)
– +DI(14) ≈ 51.2
– -DI(14) ≈ 48.7
– ADX(14) ≈ 23.1
#### 5. 振荡器指标
- RSI(14):
– 平均涨幅 ≈ 1.83,平均跌幅 ≈ 1.67
– RS = 1.83 / 1.67 ≈ 1.096
– RSI = 100 – (100 / (1 + 1.096)) ≈ 52.3
- CCI(14):
– TP = 4168.31
– SMA_TP(14) ≈ 4163.45
– Mean Deviation ≈ 2.12
– CCI = (4168.31 – 4163.45) / (0.015 × 2.12) ≈ 4.86 / 0.0318 ≈ 152.8
- Stochastic Oscillator (14,3,3)
– %K = (4167.85 – 4152.08) / (4169.62 – 4152.08) × 100 ≈ 15.77 / 17.54 × 100 ≈ 89.9%
– %D = SMA(%K, 3) ≈ 84.2%
#### 6. 成交量-价格指标
- OBV:累计能量潮,基于收盘变化方向加减成交量,当前OBV呈上升趋势。
- MFI(14):
– 典型价格与成交量结合计算,正向资金流占优,MFI ≈ 58.6
- Volume Oscillator (VO):
– SMA(Vol,5) ≈ 1180,SMA(Vol,10) ≈ 1240
– VO = (1180 – 1240) / 1240 × 100 ≈ -4.84%
#### 7. 关键水平指标
- VWAP(日内重置)≈ 4161.34
- Pivot Points(基于前一日):
– PP = (4148.84 + 4096.96 + 4126.74) / 3 = 4124.18
– R1 = 2×4124.18 – 4096.96 = 4151.40
– S1 = 2×4124.18 – 4148.84 = 4099.52
– R2 = 4124.18 + (4148.84 – 4096.96) = 4176.06
– S2 = 4124.18 – (4148.84 – 4096.96) = 4072.30
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市场状态判断
条件链逻辑判断
#### Condition 1: 趋势启动?
- BB Width = 0.00212 < Dynamic Threshold (0.0257) ✔️
- 当前Close = 4167.85 > KC Upper Band (4167.16) + 3×ATR(14)=8.94 → 4167.16+8.94=4176.1 ❌ 不满足
- Volume Oscillator = -4.84 < 1.0 ❌
- 无连续两根突破K线 ❌
#### Condition 2: 震荡/盘整?
- ADX(14) ≈ 23.1 > 22 ❌(接近但略高于阈值)
- ATR/Close = 0.000715 < 0.003 ✔️
- 价格在布林带内运行?当前Close=4167.85 > Upper Band=4167.54 → 略微超上轨
- RSI=52.3 ∈ [40,60] ✔️
- Stochastic %K=89.9 > 60 ❌
#### Condition 3: 中期趋势?
- ADX(14)=23.1 > 24?❌(仅23.1,未达强趋势标准)
- 价格是否回踩HMA(9)?当前价格4167.85 > HMA(9)=4165.88,处于上方,但未明显回调
- 回调期间成交量?近期上涨放量,回调缩量特征不显著
- 回撤幅度:未出现明显回调波段
#### Condition 4: 趋势衰竭?
- 是否创近期新高?近10根K线最高为4169.62,当前为4167.85,未创新高 ❌
- RSI未背离(同步走高)❌
- 成交量未现顶背离 ❌
- K线形态:当前K线为小阴线,上下影线一般,无明确反转信号
#### Default Condition: 方向不明
- ADX处于22~24之间(23.1),属趋势模糊区
- 波动率偏低,但价格已触及并略破布林带上轨
- 成交量温和,VO为负,显示短期动能减弱
- 综合来看,趋势强度不足,方向暂不明朗
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量化分析(模型扫描)
对应“震荡市场”模型库扫描
#### 1. 布林带均值回归模型
- Buy Signal:
– Close ≤ BB Lower Band?4167.85 vs 4158.70 → ❌
– RSI 30 → ❌
– Volume > 1.2×AvgVol?当前Vol=1072,5期均约1180 → 1072<1416 → ❌
→ 不触发买入信号
- Sell Signal:
– Close ≥ BB Upper Band?4167.85 > 4167.54 → ✔️
– RSI > 70?52.3 < 70 → ❌
– Volume > 1.2×AvgVol?1072 < 1416 → ❌
→ 不触发卖出信号
#### 2. 枢轴点交易模型
- Buy Signal:
– Close ≤ S1?4167.85 vs 4099.52 → ❌
– 无需进一步判断
→ 不触发
- Sell Signal:
– Close ≥ R1?4167.85 > 4151.40 → ✔️
– 是否出现看跌K线?当前为小阴线,实体较小,无长上影或乌云盖顶等明确形态 → ❌
– 成交量确认?当前成交量低于5日均量 → ❌
→ 不触发卖出信号
#### 3. 云振荡器(DMI过滤)
- 前提:ADX 20 → ❌ 不适用该模型
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最终汇总
- Actionable Signals:无Buy/Sell信号触发
- Market State Confirmation:Yes。尽管ADX略高于22,但整体价格波动受限、成交量低迷、缺乏持续动量,符合低信心震荡市判断。
- Suggested Action:Maintain Watch
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生成交易信号
- Direction signal: Watch
- Latest Close: >>> 4167.85 <<<
- Signal Strength: =>> 0 <<=
- Support level: +>> 4099.52 <<+
- Resistance level: ->> 4176.06 <<-
—
分析结论总结
当前XAUUSD 5分钟周期呈现低波动震荡市特征,虽ADX(14)=23.1略高于22,显示潜在趋势萌芽,但价格尚未有效突破关键通道,且Stochastic已进入超买区(%K=89.9),而成交量未能配合放大(VO=-4.84%),表明上涨动能不足。
布林带收窄至Bandwidth=0.00212,叠加价格轻微越上轨,存在短期回调压力。关键阻力位于前高4169.62及R2=4176.06,支撑参考S1=4099.52与布林下轨4158.70。
多空模型均未触发有效信号,尤其布林带卖空需RSI超买与放量配合,目前均不成立;枢轴点卖空亦缺乏K线反转形态支持。
建议维持观望,等待价格回踩布林中轨或HMA(9)后观察是否形成支撑性K线结构,再评估多头机会;若跌破中轨且放量,则可能开启下行修正。