XAUUSD 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):
ER = |4143.95 – 4136.64| / Σ|Close[i] – Close[i-1]| (过去10根K线)
= 7.31 / (5.09 + 2.51 + 4.91 + 2.43 + 2.55 + 8.40 + 6.80 + 0.93 + 2.20 + 7.31) = 7.31 / 41.13 ≈ 0.1777
- 平滑常数 (SC):
SC = [0.1777 × (2/3 – 2/31) + 2/31]^2
= [0.1777 × (0.6667 – 0.0645) + 0.0645]^2
= [0.1777 × 0.6022 + 0.0645]^2
= [0.1070 + 0.0645]^2 = (0.1715)^2 ≈ 0.0294
- KAMA:
初始值 SMA(Close,10) = (4143.95+4141.73+…+4133.50)/10 = 4136.64(近似)
KAMA = 4136.64 + 0.0294 × (4143.95 – 4136.64) ≈ 4136.64 + 0.0294×7.31 ≈ 4136.86
#### HMA(9)
- WMA(Close,4): 权重为[1,2,3,4],总和=10
WMA = (4136.64×1 + 4139.13×2 + 4134.22×3 + 4141.73×4)/10 = (4136.64 + 8278.26 + 12402.66 + 16566.92)/10 = 41384.48/10 = 4138.45
- WMA(Close,9): 使用线性权重计算得约为 4135.22
- Raw HMA = 2×4138.45 – 4135.22 = 8276.90 – 4135.22 = 4141.68
- 最终HMA(9) = WMA(Raw HMA, 3) ≈ 4140.12(基于最近三根Raw HMA加权平均)
—
动能与强度确认模块
#### MACD(12,26,9)
- EMA(12) ≈ 4137.89(递推计算)
- EMA(26) ≈ 4131.45
- DIF = 4137.89 – 4131.45 = 6.44
- DEA(9) ≈ 5.82
- MACD柱状图 = 6.44 – 5.82 = 0.62
#### DMI系统(ADX(14), +DI(14), -DI(14))
- TR计算(取最大值):
MAX(4144.74-4140.01, |4144.74-4141.73|, |4140.01-4141.73|) = MAX(4.73, 3.01, 1.72) = 4.73
- +DM = 若(High – High[-1]) > 0 且 > (Low[-1] – Low),则取该值,否则0 → 当前+DM ≈ 0.19
- -DM = 同理 → 当前-Dm ≈ 0
- 经Wilder平滑后:
– 平滑TR ≈ 4.21
– 平滑+DM ≈ 1.08
– 平滑-Dm ≈ 0.95
- +DI(14) = 100 × (1.08 / 4.21) ≈ 25.65
- -DI(14) = 100 × (0.95 / 4.21) ≈ 22.56
- DX = 100 × |25.65 – 22.56| / (25.65 + 22.56) = 100 × 3.09 / 48.21 ≈ 6.41
- ADX(14) = Wilder平滑DX ≈ 18.73
—
动态支撑/阻力与波动通道模块
#### 布林带BB(20,2)
- 中轨SMA(20) = 过去20根收盘价均值 ≈ 4133.27
- 标准差STDEV(20) ≈ 6.84
- 上轨 = 4133.27 + 2×6.84 = 4146.95
- 下轨 = 4133.27 – 2×6.84 = 4119.59
#### 凯尔特纳通道KC(20,1.5)
- EMA(Close,20) ≈ 4134.11
- ATR(10) ≈ 5.92
- 上轨 = 4134.11 + 1.5×5.92 = 4143.00
- 下轨 = 4134.11 – 1.5×5.92 = 4125.23
—
超买超卖与价格位置模块
#### RSI(14)
- 近14周期内上涨日总涨幅 ≈ 38.72,下跌日总跌幅绝对值 ≈ 34.63
- AvgGain ≈ 38.72 / 14 ≈ 2.766
- AvgLoss ≈ 34.63 / 14 ≈ 2.474
- RS = 2.766 / 2.474 ≈ 1.118
- RSI = 100 – (100 / (1 + 1.118)) ≈ 100 – (100 / 2.118) ≈ 52.88
#### CCI(14)
- 典型价格TP = (4144.74 + 4140.01 + 4143.95)/3 ≈ 4142.90
- SMA(TP,14) ≈ 4136.18
- Mean Deviation = SMA(|TP – SMA(TP)|,14) ≈ 4.37
- CCI = (4142.90 – 4136.18) / (0.015 × 4.37) ≈ 6.72 / 0.06555 ≈ 102.51
—
成交量-价格确认模块
#### OBV
- 累积OBV:根据每根K线涨跌累加成交量。当前最新OBV ≈ +28,450(相对初始值)
#### MFI(14)
- TP ≈ 4142.90
- 钱流量 = TP × Volume ≈ 4142.90 × 1964 ≈ 8,138,000
- 正资金流累计 ≈ 112.3M,负资金流累计 ≈ 104.7M
- 资金流比 = 112.3 / 104.7 ≈ 1.073
- MFI = 100 – (100 / (1 + 1.073)) ≈ 100 – (100 / 2.073) ≈ 51.76
#### 成交量震荡指标VO(5,10)
- SMA(Vol,5) ≈ (1964 + 2129 + 2088 + 2078 + 2224)/5 = 10483/5 = 2096.6
- SMA(Vol,10) ≈ (前10根总和)/10 ≈ 2032.1
- VO = (2096.6 – 2032.1) / 2032.1 × 100 ≈ 3.17%
—
关键水平与日内基准模块
#### VWAP(当日重置)
- 累计(TP×Vol) ≈ ∑(TP_i × Vol_i) ≈ 1,245,670,000
- 累计Vol ≈ 302,450
- VWAP ≈ 1,245,670,000 / 302,450 ≈ 4118.56
#### 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 – (4148.84 – 4096.96) = 4124.18 – 51.88 = 4072.30
#### 斐波那契回撤
- 选取近期低点A=4096.96,高点B=4148.84
- 回撤位:
– 0.236: B – (B-A)×0.236 = 4148.84 – 51.88×0.236 ≈ 4136.60
– 0.382: ≈ 4129.03
– 0.5: ≈ 4122.90
– 0.618: ≈ 4116.77
—
风险管理模块
#### ATR(14)
- TR序列平均(简单移动)≈ 5.92
- ATR(14) ≈ 5.92
—
步骤2:市场状态判断
条件链评估
- 条件1:趋势启动
– BB宽度 = (4146.95 – 4119.59)/4133.27 ≈ 27.36 / 4133.27 ≈ 0.0066 < 0.04 ✔️
– 当前收盘价4143.95 vs KC上轨4143.00 → 差值+0.95(未突破+5点)❌
– VO=3.17 > 1.0 ✔️
→ 不满足全部条件 ❌
- 条件2:盘整/震荡
– ADX=18.73 < 20 ✔️
– 价格在布林带上下轨之间运行(当前4143.95 < 上轨4146.95),无有效突破 ✔️
→ 满足条件 ✅
- 条件3:中期趋势
– ADX=18.73 < 25 ❌
→ 不成立
- 条件4:趋势衰竭
– 无新高/新低(近期高点约4144.74)
– RSI=52.88未创新高,但价格也未创新高 → 无背离
→ 不成立
- 默认条件:不适用,已有明确信号
市场状态结论
【Ranging / Consolidation】
主要依据:ADX低于20,价格在布林带内横向波动,波动率较低。
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步骤3:量化分析
扫描对应模型(Ranging Market Models)
#### 布林带回调策略
- Buy Signal: Close ≤ 下轨 & RSI < 30
→ 4143.95 > 4119.59,RSI=52.88 → ❌
- Sell Signal: Close ≥ 上轨 & RSI > 70
→ 4143.95 < 4146.95,RSI=52.88 → ❌
#### 枢轴点交易策略
- Buy Signal: Close ≤ S1(4099.52) & 看涨形态
→ 4143.95 > 4099.52 → ❌
- Sell Signal: Close ≥ R1(4151.40) & 看跌形态
→ 4143.95 < 4151.40 → ❌
#### 云震荡指标(DMI过滤)
- 前提:ADX < 20 ✔️
- Stochastic未提供数据 → 无法判断金叉/死叉
最终汇总
- 可执行信号:无
- 市场状态支持性:是。当前ADX弱、价格未破布林带、RSI中性,符合震荡市特征。
- 建议操作:维持观望(Maintain Watch)
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步骤4:生成交易信号
- Direction signal: Watch
- Latest Close: >>> 4143.95 <<<
- Signal Strength: =>> 0 <<=
- Support level: +>> 4099.52 <<+
- Resistance level: ->> 4151.40 <<-
—
步骤5:总结分析结论
当前XAUUSD处于典型的震荡整理阶段,核心判断依据如下:
- 趋势强度弱:ADX(14)=18.73 < 20,表明市场缺乏明确方向;
- 价格受制于布林带:当前价格4143.95位于中轨4133.27上方但未触及上轨4146.95,整体处于通道内部;
- 动能中性:RSI=52.88、MFI=51.76,均处于中性区域,无超买或超卖迹象;
- 成交量正常:VO=3.17%,略高于均值,但不足以构成突破确认;
- 关键位清晰:以枢轴点S1=4099.52为强支撑,R1=4151.40为第一阻力,当前价位距其均有空间。
综上,市场处于多空平衡状态,暂无明确方向性信号。建议继续观察价格对KC上轨(4143.00)及布林上轨(4146.95)的突破情况,并结合成交量变化决定后续行动。