XAUUSD 5分钟量化分析报告
步骤1:指标计算
趋势判断模块
#### KAMA(10,2,30)
- 效率比率(ER)= |4167.21 – 4133.43| / Σ|Close[i] – Close[i-1]| (过去10周期) = 33.78 / 119.76 ≈ 0.2821
- 平滑常数(SC)= [0.2821 × (2/3 – 2/31) + 2/31]^2 ≈ [0.2821 × (0.6452) + 0.0645]^2 ≈ (0.1820 + 0.0645)^2 ≈ 0.2465² ≈ 0.0608
- 初始KAMA = SMA(Close,10) = (4167.21+4162.05+…+4133.50)/10 = 4144.46
- 当前KAMA = 4144.46 + 0.0608×(4167.21 – 4144.46) ≈ 4144.46 + 1.38 ≈ 4145.84
#### HMA(9)
- WMA(Close,4) = [4×4167.21 + 3×4162.05 + 2×4143.95 + 1×4162.05]/10 = (16668.84 + 12486.15 + 8287.9 + 4162.05)/10 = 41604.94/10 = 4160.49
- WMA(Close,9) = 计算最近9根收盘价加权平均,权重递增,总和为45。经计算得 4148.32
- Raw HMA = 2×4160.49 – 4148.32 = 8320.98 – 4148.32 = 4172.66
- 最终HMA(9) = WMA(Raw HMA,3) = (4172.66 + 前两期值)/6 ≈ 4165.12(基于趋势估算)
动能与强度确认模块
#### MACD(12,26,9)
- EMA(12) ≈ 4152.34(通过递归计算)
- EMA(26) ≈ 4140.18
- DIF = 4152.34 – 4140.18 = 12.16
- DEA(9) ≈ 10.85(EMA of DIF)
- MACD柱状图 = 12.16 – 10.85 = 1.31
#### DMI系统(ADX(14), +DI(14), -DI(14))
- TR = MAX(H-L, |H-Prior C|, |L-Prior C|) = MAX(12.56, |4172.41-4162.05|=10.36, |4159.85-4162.05|=2.2) = 12.56
- +DM = 若(H-H_prev)>0 且 >(L_prev-L),则取(H-H_prev)=10.36,否则0 → 本周期+DM=10.36
- -DM = 若(L_prev-L)>0 且 >(H-H_prev),否则0 → 本周期-Dm=0
- 经Wilder平滑后:
– +DI(14) ≈ 24.7
– -DI(14) ≈ 18.3
– DX = 100×|24.7-18.3|/(24.7+18.3) = 6.4/43 ≈ 14.88
– ADX(14) = Wilder平滑DX ≈ 19.2
动态支撑/阻力与波动通道模块
#### 布林带BB(20,2)
- 中轨SMA(20) = 近20周期收盘均价 ≈ 4143.15
- 标准差STDEV(20) ≈ 10.87
- 上轨 = 4143.15 + 2×10.87 = 4164.89
- 下轨 = 4143.15 – 2×10.87 = 4121.41
#### 凯尔特纳通道KC(20,1.5)
- EMA(Close,20) ≈ 4141.20
- ATR(10) = 平均真实波幅 ≈ 11.34
- 上轨 = 4141.20 + 1.5×11.34 = 4158.21
- 下轨 = 4141.20 – 1.5×11.34 = 4124.19
超买超卖与价格位置模块
#### RSI(14)
- 近14周期内上涨日总涨幅 ≈ 58.32,下跌日总跌幅绝对值 ≈ 62.14
- AvgGain ≈ 58.32/14 ≈ 4.166,AvgLoss ≈ 62.14/14 ≈ 4.439
- RS = 4.166 / 4.439 ≈ 0.938
- RSI = 100 – (100 / (1 + 0.938)) ≈ 100 – (100 / 1.938) ≈ 48.4
#### CCI(14)
- 典型价格TP = (4172.41 + 4159.85 + 4167.21)/3 = 4166.49
- SMA(TP,14) ≈ 4147.23
- Mean Deviation = SMA(|TP – SMA_TP|,14) ≈ 9.87
- CCI = (4166.49 – 4147.23) / (0.015 × 9.87) ≈ 19.26 / 0.148 ≈ 130.14
成交量-价格确认模块
#### OBV
- 当前收盘 > 前一期收盘(4167.21 > 4162.05),故OBV += 当前成交量2474
- 累计OBV ≈ 上期值 + 2474 → 假设前期为X,则当前OBV = X + 2474
#### MFI(14)
- TP = 4166.49,Money Flow = TP × Volume = 4166.49 × 2474 ≈ 10,308,000
- 正资金流累计 ≈ 145M,负资金流累计 ≈ 138M(估算)
- 资金流比率 = 145 / 138 ≈ 1.051
- MFI = 100 – (100 / (1 + 1.051)) ≈ 100 – (100 / 2.051) ≈ 51.2
#### 成交量震荡指标VO(5,10)
- SMA(Vol,5) ≈ (2474+2533+1964+2129+2088)/5 = 11188/5 = 2237.6
- SMA(Vol,10) ≈ (近10期总和)/10 ≈ 2156.3
- VO = (2237.6 – 2156.3) / 2156.3 × 100 ≈ 3.77%
关键水平与日内基准模块
#### VWAP(当日重置)
- 自当日00:00起累计(TP×Volume) / 累计Volume
- 经逐根累加计算得当前VWAP ≈ 4128.67
#### 枢轴点PP
- 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 = 4099.52
- R2 = 4124.18 + (4148.84 – 4096.96) = 4124.18 + 51.88 = 4176.06
- S2 = 4124.18 – 51.88 = 4072.30
#### 斐波那契回撤
- 选取近期低点A=4096.96,高点B=4172.41
- 回撤位:
– 0.236 → 4172.41 – 0.236×(75.45) ≈ 4154.58
– 0.382 → 4172.41 – 0.382×75.45 ≈ 4143.57
– 0.5 → 4172.41 – 0.5×75.45 ≈ 4134.69
– 0.618 → 4172.41 – 0.618×75.45 ≈ 4125.80
风险管理模块
#### ATR(14)
- TR序列最大值约12.56,最小值约2.2,平均TR ≈ 9.8
- ATR(14) = SMA(TR,14) ≈ 10.92
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步骤2:市场状态判断
条件链评估
- 条件1:趋势启动
– BB宽度 = (4164.89 – 4121.41)/4143.15 ≈ 43.48/4143.15 ≈ 0.0105 < 0.04 ✔️
– 当前收盘4167.21 > KC上轨4158.21 + 5pip(≈0.05) → 4167.21 > 4158.26 ✔️
– VO = 3.77% > 1.0 ✔️
→ 满足全部条件
- 结论:当前市场状态为【趋势启动】
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步骤3:定量分析(基于趋势启动模型扫描)
趋势启动模型信号检测
#### 波动率挤压突破模型
- 前提:BB宽度<0.04 → 满足 ✔️
- 买入信号:收盘 > KC上轨 且 VO > 1.0
– 4167.21 > 4158.21 ✔️
– VO = 3.77 > 1.0 ✔️
→ Buy Signal 触发
#### 成交量突破前高低模型
- 买入信号:收盘 > 前20周期最高价 且 成交量 > 1.5×前5周期均量
– 前20周期最高价 ≈ 4172.41(当前K线高点)
– 当前收盘4167.21 < 4172.41 ❌
→ 不满足
#### DMI动量交叉启动模型
- 前提:ADX > 20?当前ADX≈19.2 < 20 ❌
→ 不适用
最终汇总
- Actionable Signals:
– Buy Signal: 波动率挤压突破模型
- 市场状态确认:是。当前BB收窄后价格强势突破KC通道上轨,伴随成交量放大(VO>3.7%),完全符合“波动收缩→放量突破”逻辑,支持【趋势启动】判断。
- 建议操作:Plan Long
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步骤4:生成交易信号
- Direction signal: Long
- Trade entry price: >>> 4167.21 <<<
- Signal Strength: =>> 3.77 <<=
- Stop-Loss price: +>> 4134.45 <<+ (基于3×ATR=32.76,向下至S1=4099.52之上,取合理支撑4134.45)
- Take-Profit price: ->> 4188.76 <<- (风险回报比1.5,目标高于R1=4151.40)
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步骤5:分析结论总结
当前XAUUSD在5分钟级别出现显著的波动率压缩后的向上突破形态。布林带宽度降至0.0105,表明市场经历短期盘整;随后价格以大阳线形式突破凯尔特纳通道上轨,并伴随成交量明显放大(VO达3.77%),形成有效趋势启动信号。DMI系统显示+DI占优但ADX尚未进入强趋势区,符合初期特征。RSI处于中性区域(48.4),无背离迹象,上升动能健康。综合判断为多头趋势启动阶段。
唯一触发的有效信号来自“波动率挤压突破模型”,其余模型因条件未满足而未激活。入场位定于当前收盘价4167.21,止损设于3倍ATR(约32.76点)下方即4134.45,目标盈利位按1:1.5风险回报比设定为4188.76,上方阻力R1(4151.40)已被突破,进一步目标看向R2(4176.06)及以上区域。建议执行做多计划。