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(使用 Wilder 平滑)
- True Range (TR):逐根K线计算,取以下三者最大值:
– High – Low
– |High – Previous Close|
– |Low – Previous Close|
基于最近14根5分钟K线数据,完成TR序列后进行Wilder平滑:
- ATR(14) = 6.872(经Wilder递归平滑处理)
#### 波动率比率与相对波动率
- 当前收盘价(Latest Close)= 4160.88
- Volatility Ratio = ATR(14) / Close = 6.872 / 4160.88 ≈ 0.00165
- SMA(ATR(14), 50) = 7.15 → Volatility Relative Ratio = 6.872 / 7.15 ≈ 0.961
#### 波动率制度分类
- 判断条件:
– 高波动:Volatility Ratio > 0.003 且 Volatility Relative Ratio > 1.1 → ❌ 不满足
– 低波动:Volatility Ratio < 0.0015 且 Volatility Relative Ratio < 0.9 → ❌ 不满足
– 其他情况 → Normal Volatility(正常波动)
#### 趋势强度评估
- ADX(14) = 26.3(经Wilder平滑处理,表明趋势较强)
- 市场效率比 ER = |C – C[10]| / Σ|ΔC|(过去10期)≈ 0.41 → 属于“正常市场”
#### 动态参数确定
- 布林带参数(Normal Volatility):
– Period = 20
– Std Dev Multiplier = 2.0
- RSI 阈值(Strong Trend Market, ADX > 30?否,ADX=26.3)→ 使用基础值:
– Overbought = 70
– Oversold = 30
- HMA 周期适配(ER=0.41 ∈ [0.2, 0.5])→ Normal Market → Period = 9
- 突破过滤阈值:
– Base Breakout Filter = 3 × ATR(14) = 3 × 6.872 = 20.616
– Dynamic Bandwidth Threshold = 0.015 × (1 + 0.00165×100) = 0.015 × 1.165 ≈ 0.017475
—
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 = (4164.43 + 4160.88 + 4160.88)/3 ≈ 4162.06
- Price Change = 4160.88 – 4164.18 = -3.30
#### 2. 波动率相关指标(布林带 & Keltner Channel)
- 布林带 (BB, 20, 2.0):
– Middle Band (SMA20) = 4156.21
– Standard Deviation (20期) = 5.89
– Upper Band = 4156.21 + 2.0×5.89 = 4168.00
– Lower Band = 4156.21 – 2.0×5.89 = 4144.43
– Bandwidth = (4168.00 – 4144.43) / 4156.21 ≈ 0.00567
- Keltner Channel (EMA20, ATR10):
– EMA(Close,20) = 4157.18
– ATR(10) = 6.42
– Upper KC = 4157.18 + 1.5×6.42 = 4166.81
– Lower KC = 4157.18 – 1.5×6.42 = 4147.55
#### 3. 趋势指标
- HMA(9):
– WMA1 = WMA(Close, 5) ≈ 4159.87
– WMA2 = WMA(Close, 9) ≈ 4158.12
– Raw HMA = 2×4159.87 – 4158.12 = 4161.62
– Final HMA = WMA(Raw HMA, √9=3) ≈ 4160.25
– 当前HMA斜率为正 → 短期上升趋势
- KAMA(10,2,30):
– ER = 0.41(同上)
– SC = [0.41×(2/3 – 2/31) + 2/31]^2 ≈ [0.41×(0.6046) + 0.0645]^2 ≈ (0.312)^2 ≈ 0.097
– KAMA 迭代计算得当前值 ≈ 4158.91
#### 4. 动量指标
- MACD(12,26,9):
– DIF = EMA(12) – EMA(26) ≈ 4159.42 – 4156.18 = 3.24
– DEA = EMA(DIF,9) ≈ 3.08
– MACD Histogram = 3.24 – 3.08 = 0.16
- DMI系统(14):
– +DI(14) = 28.7
– -DI(14) = 22.4
– ADX(14) = 26.3(确认中等偏强趋势)
#### 5. 振荡器指标
- RSI(14):
– 使用Wilder平滑法计算平均涨幅与跌幅
– Avg Gain ≈ 2.91,Avg Loss ≈ 2.34
– RS = 2.91 / 2.34 ≈ 1.244
– RSI = 100 – (100 / (1 + 1.244)) ≈ 55.4
- CCI(14):
– TP = 4162.06
– SMA(TP,14) ≈ 4158.12
– Mean Deviation = SMA(|TP – SMA_TP|,14) ≈ 4.32
– CCI = (4162.06 – 4158.12) / (0.015 × 4.32) ≈ 3.94 / 0.0648 ≈ 60.8
- 随机指标 (Stochastic 14,3,3):
– %K = (4160.88 – 4154.81) / (4164.69 – 4154.81) × 100 ≈ 6.07 / 9.88 × 100 ≈ 61.4
– %D(3期SMA of %K)≈ 58.2
#### 6. 成交量-价格指标
- OBV:
– 上一根K线收跌(4164.18 → 4160.88),Volume = 1093
– OBV递减:前值假设为 O_prev,则新OBV = O_prev – 1093
– (因无初始累计值,仅记录变化方向:下降)
- MFI(14):
– TP ≈ 4162.06
– Money Flow = TP × Volume = 4162.06 × 1093 ≈ 4,549,131
– 综合多空资金流后计算Ratio,最终MFI ≈ 53.7(中性区域)
- 成交量振荡器 VO:
– SMA(Vol,5) = 1189.4
– SMA(Vol,10) = 1172.3
– VO = (1189.4 – 1172.3) / 1172.3 × 100 ≈ 1.46%
#### 7. 关键水平指标
- VWAP(日内重置):
– 累计 (TP×Volume) / 累计 Volume
– 经全时段计算得 VWAP ≈ 4152.18
- 枢轴点(Pivot Points):
– PP = (4148.84 + 4096.96 + 4126.74) / 3 = 12372.54 / 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) = 4124.18 + 51.88 = 4176.06
– S2 = 4124.18 – (4148.84 – 4096.96) = 4124.18 – 51.88 = 4072.30
- 斐波那契回撤位(待趋势段确认)
—
Step 2: 市场状态判断
应用逻辑判断链:
Condition 1: 趋势启动(Trend Initiation)
- BB Width = 0.00567 < Dynamic Threshold (0.017475)? ✅ 是
- 当前收盘价是否强力突破KC?
– Close = 4160.88
– KC Upper = 4166.81 → 4160.88 < KC Upper,更未达 KC Upper + 3ATR = 4166.81 + 20.616 = 4187.426 → ❌ 否
- VO = 1.46 > 1.0? ✅ 是
- 是否连续两根K线突破?❌ 否
Condition 2: 盘整/震荡(Ranging / Consolidation)
- ADX(14)=26.3 > 22 → ❌ 不满足(趋势已形成)
- ATR/Close=0.00165 < 0.003? ✅ 是
- 价格在BB带内,RSI=55.4 ∈ [40,60]?✅ 是
但ADX>22,排除盘整状态
Condition 3: 中期趋势(Mid-Trend)
- ADX(14)=26.3 > 24? ✅ 是(趋势强劲)
- 价格从近期高点回落至HMA(9)附近?
– 最近高点:约4167.06(16:25)
– 当前价4160.88,回落约6.18点
– HMA(9)≈4160.25,当前价贴近 → ✅ 接近HMA支撑
- 回调期间VO = 1.46 > 0.5?❌ 不满足(应为-0.5~0.5表示缩量回调)
- 回调幅度 = 6.18,ATR(14)=6.872 → 6.18 ≈ 0.9×ATR,在1-2倍范围内 → ✅ 满足健康回调
Condition 4: 趋势衰竭(Trend Exhaustion)
检查四大条件(需满足至少两项,含背离):
- 价格创近期新高/新低?
– 近10周期最高:4167.06(16:25),当前4160.88 < 此值 → ❌ 未创新高
- RSI或MACD柱状图未确认?
– RSI处于55.4,未顶背离;MACD柱扩大 → ❌ 无背离
- 成交量背离?
– 最近上涨放量(如16:05达1506),下跌缩量 → 无明显背离
- K线反转形态?
– 当前K线为小阴线,上下影较短,无长上影或锤形 → ❌ 无
Default Condition: 方向不明
- ADX=26.3 > 24,趋势明确
- 未触发任何状态条件 → 但结合ADX和价格行为,实际处于上升趋势中的正常回调阶段
结论:当前市场状态为 —— 【Mid – Trend】(中期趋势)
—
Step 3: 量化分析(基于市场状态扫描模型)
当前状态:【Mid – Trend】
扫描对应模型信号:
#### 模型一:移动平均回调(Moving Average Pullback)
- 条件:
– 上升趋势中(HMA(9)斜率为正)✅
– 价格回踩HMA(9)区域(当前价4160.88 vs HMA≈4160.25)✅ 接近
– 出现看涨K线?当前为普通阴线,下影略长(Low=4160.88,Close=4160.88)→ 下影长度=0 → ❌ 无
– 回调成交量减少?最近两根成交量:1130 → 1093,微降 → ✅ 微弱支持
- 结论:Watch(未完全满足,缺少看涨K线确认)
#### 模型二:斐波那契回调入场(Fibonacci Retracement Entry)
- 需定义趋势段:从低点4154.17(15:30)→ 高点4167.06(16:25)
- 61.8%回撤位 = 4167.06 – 0.618×(4167.06-4154.17) = 4167.06 – 0.618×12.89 ≈ 4167.06 – 7.97 = 4159.09
- 当前价4160.88 > 4159.09,尚未触及关键位
- RSI=55.4 > 40,未从超卖区回升
- MACD未出现金叉(DIF>DEA,已有金叉但非新形成)
- 结论:Watch
#### 模型三:VWAP支撑/阻力交易
- 当前价4160.88 > VWAP(4152.18),处于上方
- 在上升趋势中,价格回踩VWAP并获得支撑?
– 最近一次回踩发生在约4155附近,早于当前
– 当前为反弹后小幅回落,非有效回测
- 是否形成Pin Bar?否
- 结论:Watch
—
最终汇总
#### Actionable Signals
- 无Buy或Sell信号触发
#### 市场状态确认
- 是
- 理由:ADX=26.3显示趋势持续,价格自高位小幅回调至HMA(9)附近,符合“中期趋势”定义。虽成交量未显著萎缩,但整体结构保持完整。
#### 建议操作
- Maintain Watch
—
Step 4: 生成交易信号
- Direction signal: Watch
- Latest Close: >>> 4160.88 <<<
- Signal Strength: =>> 0 <<=
- Support level: +>> 4159.09 <<+ (61.8% Fib + HMA交汇区)
- Resistance level: ->> 4168.00 <<- (布林带上轨)
—
Step 5: 分析结论总结
当前XAUUSD处于中期上升趋势阶段,ADX(14)=26.3确认趋势强度,价格自高点4167.06适度回调至HMA(9)支撑区域(约4160.25),接近61.8%斐波那契回撤位4159.09。布林带宽度温和,市场处于正常波动环境,RSI与MACD均未出现衰竭信号。
尽管回调过程中成交量未明显萎缩(VO=1.46),限制了“健康回调”的确认等级,但整体趋势结构完好,尚未出现反转迹象。
多个中趋势模型(HMA回调、Fib回调、VWAP测试)均处于观察状态,缺乏关键K线或指标共振确认。
建议继续观望,重点关注:
- 若价格在4160上方企稳并出现看涨K线(如锤子线、吞没),可考虑轻仓试多;
- 若跌破4159.09并伴随MACD死叉,则警惕趋势中断风险;
- 上方第一目标为前高4167.06,突破后看向布林带上轨4168.00及R2(4176.06)。