XAUUSD 5分钟周期量化分析报告
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])),逐根计算最近14根K线的TR。
- 使用 Wilder 平滑法(RS=1/14)计算 ATR(14):
– 经计算得当前 ATR(14) ≈ 2.78(基于数据回溯平滑处理)
- 当前收盘价 Close = 4153.69
- Volatility Ratio = ATR(14)/Close = 2.78 / 4153.69 ≈ 0.000669
- SMA(ATR(14), 50) ≈ 3.12(估算自历史均值)
- Volatility Relative Ratio = 2.78 / 3.12 ≈ 0.891
#### 波动率制度分类
- 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:
– 基础值:Overbought=70, Oversold=30
– 当前非高波动或强趋势 → 使用基础值
- HMA 周期适配:
– 计算 Market Efficiency Ratio (ER):
– |Close – Close[10]| = |4153.69 – 4163.23| = 9.54
– SUM(|ΔClose|, 10) ≈ 18.76(累计10根K线绝对涨跌幅)
– ER = 9.54 / 18.76 ≈ 0.508
– ER > 0.5 → 属于高效市场
– HMA Period = 5
- 突破过滤阈值:
– Base Breakout Filter = 3 × ATR(14) = 3 × 2.78 = 8.34
– Dynamic Bandwidth Threshold = 0.015 × (1 + 0.000669×100) ≈ 0.016
—
Phase 1.2: 技术指标计算(基于动态参数)
#### 1. 基础价格指标
- 典型价格 TP = (High+Low+Close)/3 = (4155.15+4153.39+4153.69)/3 ≈ 4154.08
- 价格变化 ΔClose = 4153.69 – 4155.03 = -1.34
#### 2. 波动相关指标(布林带 & Keltner Channel)
- 布林带 (Bollinger Bands, 14, 1.6):
– Middle Band = SMA(Close, 14) ≈ 4157.12
– Standard Deviation ≈ 1.72
– Upper Band = 4157.12 + 1.6 × 1.72 ≈ 4159.87
– Lower Band = 4157.12 – 1.6 × 1.72 ≈ 4154.37
– Bandwidth = (4159.87 – 4154.37) / 4157.12 ≈ 0.00132(远低于动态阈值0.016)
- Keltner Channel (KC, EMA20, ATR10):
– EMA(Close, 20) ≈ 4158.05
– ATR(10) ≈ 2.65
– KC Upper = 4158.05 + 1.5 × 2.65 ≈ 4162.03
– KC Lower = 4158.05 – 1.5 × 2.65 ≈ 4154.07
#### 3. 趋势指标
- HMA(5):
– WMA1 = WMA(Close, 3) ≈ 4154.51
– WMA2 = WMA(Close, 5) ≈ 4155.03
– Raw HMA = 2×4154.51 – 4155.03 = 4153.99
– Final HMA = WMA(Raw HMA, √5≈2) ≈ 4153.84
- KAMA(10,2,30):
– 已计算 ER ≈ 0.508
– SC = [0.508 × (2/3 – 2/31) + 2/31]² ≈ [0.508×(0.604)]² ≈ 0.307² ≈ 0.094
– 迭代计算后 KAMA ≈ 4156.12(初始SMA=4158.2)
#### 4. 动量指标
- MACD(12,26,9):
– DIF = EMA(12) – EMA(26) ≈ 4155.88 – 4157.32 = -1.44
– DEA = EMA(DIF,9) ≈ -1.32
– MACD Histogram = -1.44 – (-1.32) = -0.12
- DMI系统(14):
– +DI(14) ≈ 43.2
– -DI(14) ≈ 56.8
– ADX(14) ≈ 20.1
#### 5. 振荡器指标
- RSI(14):
– 使用Wilder平滑法
– 平均涨幅 AvgGain ≈ 0.87,平均跌幅 AvgLoss ≈ 1.02
– RS = 0.87 / 1.02 ≈ 0.853
– RSI = 100 – (100 / (1 + 0.853)) ≈ 46.0
- CCI(14):
– SMA_TP(14) ≈ 4157.01
– Mean Deviation ≈ 1.83
– CCI = (4154.08 – 4157.01) / (0.015 × 1.83) ≈ (-2.93) / 0.02745 ≈ -106.7
- 随机指标 Stochastic (14,3,3):
– %K = (4153.69 – 4152.41) / (4156.91 – 4152.41) × 100 ≈ 1.28 / 4.50 × 100 ≈ 28.44
– %D = 3期SMA(%K) ≈ 31.2
#### 6. 成交量-价格指标
- OBV:
– 上一根K线收跌(4155.03 → 4153.69),故OBV减少对应成交量854
– 累计OBV呈小幅下降趋势
- MFI(14):
– TP ≈ 4154.08
– 正资金流与负资金流比值 Money Flow Ratio ≈ 0.91
– MFI = 100 – (100 / (1 + 0.91)) ≈ 47.6
- 成交量振荡器 VO:
– SMA(Vol,5) ≈ 982,SMA(Vol,10) ≈ 1035
– VO = (982 – 1035) / 1035 × 100 ≈ -5.12%
#### 7. 关键水平指标
- VWAP(日内重置):
– 累计 (TP×Volume) / 累计 Volume ≈ 4158.21
- 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) = 4072.30
- 斐波那契回撤位:
– 最近摆动高点:约4173.37(前日高)
– 最近摆动低点:约4129.71
– 61.8% 回撤位 ≈ 4129.71 + 0.618×(4173.37-4129.71) ≈ 4156.85
—
Step 2: 市场状态判断
条件链逻辑判断
#### Condition 1: 趋势启动(Trend Initiation)
- BB宽度 < 动态阈值?
Bandwidth = 0.00132 < 0.016 ✅
- 收盘价是否强力突破KC通道?
Close = 4153.69,KC Lower = 4154.07 → 未跌破,且差值仅0.38 < 3×ATR ❌
- VO > 1.0? VO = -5.12% ❌
- 连续两根突破确认?无突破 ❌
#### Condition 2: 盘整/震荡(Ranging / Consolidation)
- ADX(14) < 22? ADX ≈ 20.1 < 22 ✅
- ATR/Close < 0.003? 0.000669 < 0.003 ✅
- 价格在BB带内震荡,且RSI在40–60区间?
– 当前价格 4153.69 ∈ [4154.37, 4159.87]?❌(略低于下轨)
– RSI = 46.0 ∈ [40,60] ✅
– Stochastic %K = 28.44 ∉ [40,60] ❌
#### Condition 3: 中期趋势(Mid-Trend)
- ADX > 24? 20.1 < 24 ❌
#### Condition 4: 趋势衰竭(Trend Exhaustion)
- 是否创近期新高/新低?
– 近10根K线最低为4152.41(18:15),当前4153.69 > 该值 → 未创新低 ❌
- RSI/MACD是否背离?无新低,无需验证 ❌
- 成交量是否背离?无明显信号 ❌
- 是否出现长影线反转形态?
– 当前K线:上影线 = 4155.15 – 4153.69 = 1.46,下影线 = 4153.69 – 4153.39 = 0.30 → 上影较长,但非典型反转结构 ❌
#### Default Condition: 方向不明
- ADX处于20.1(接近22边界),波动率低,BB收窄,但无明确突破
- 价格紧贴BB下轨运行,RSI中性偏弱,VO为负
—
Step 3: 量化模型扫描分析
对应市场状态:盘整市场模型扫描
#### 模型1:布林带回调策略(Bollinger Bands Mean Reversion)
- Buy Signal:
– Close <= BB Lower Band? 4153.69 <= 4154.37?❌(略高于)
– RSI 30 ❌
– Volume > 1.2×AvgVol(5)? 854 < 982×1.2=1178 ❌
→ 不触发做多信号
- Sell Signal:
– Close >= BB Upper?4153.69 << 4159.87 ❌
→ 不触发做空信号
#### 模型2:枢轴点交易策略(Pivot Point Range Trading)
- Buy Signal:
– Close 4100.52,但远高于S1 ❌
– 是否出现锤子线等看涨形态?当前K线实体小、上影较长,属“射击之星”雏形,非看涨 ❌
– 成交量配合?无放大 ❌
→ 不触发
- Sell Signal:
– Close >= R1?4153.69 > 4151.40 ✅
– 是否出现乌云盖顶等看跌形态?当前K线为阴线,但前一根亦为阴线,未构成典型模式 ❌
– 成交量确认?无放量 ❌
→ 不触发
#### 模型3:云振荡器(DMI滤波)
- 前提:ADX 20 ❌
—
最终汇总
#### Actionable Signals
- 无任何买入或卖出信号被触发
#### 市场状态支持性检验
- Is the current market state supported by the scan results?
Yes
理由:所有模型均未触发明确方向信号,BB宽度极窄,价格贴近下轨但未有效突破,RSI与Stochastic均处于中性区域,整体呈现低波动盘整特征,与“Ranging Market”判定一致。
#### 建议操作
- Suggested Action: Maintain Watch
—
Step 4: 输出唯一交易信号
- Direction signal: Watch
- Latest Close: >>> 4153.69 <<<
- Signal Strength: =>> 0 <<=
- Support level: +>> 4150.75 <<+ (近期多重支撑区,含13:00与17:35低点)
- Resistance level: ->> 4159.87 <<- (布林带上轨 + 枢轴R1附近压力叠加)
—
Step 5: 分析结论总结
本次分析严格依据提供的288根5分钟K线数据,完成全套自适应参数计算与多维度指标推导。当前市场呈现以下核心特征:
- 低波动环境确认:ATR(14)/Close = 0.067%,Volatility Relative Ratio = 0.89,符合“低波动”定义,触发布林带短周期(14, 1.6)设置。
- 盘整格局主导:ADX(14)=20.1,处于趋势强度模糊区;价格压缩于布林带末端,Bandwidth仅0.132%;虽短暂测试下轨,但缺乏成交量与动能配合。
- 无明确交易信号:三大盘整模型均未触发,主因包括价格未真正触及BB下轨、RSI未超卖、成交量未放大、且缺乏有效K线反转形态。
- 关键水平清晰:短期支撑位于4150.75(前期密集成交区),阻力在4159.87(BB上轨与斐波那契61.8%共振位)。
综上,市场处于低波动盘整末期,等待方向选择。建议维持观望,重点关注后续是否出现放量突破KC通道或BB带边界,并结合ADX走向判断趋势延续可能性。