From c15cf605be7b319d12f24731c40b14c2099ec00c Mon Sep 17 00:00:00 2001 From: czzhangheng Date: Sat, 26 Apr 2025 15:37:40 +0800 Subject: [PATCH] =?UTF-8?q?=E6=B7=BB=E5=8A=A0md=E7=BB=93=E6=9E=9C?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- Result.md | 19 +++++++++++++++++++ 1 file changed, 19 insertions(+) create mode 100644 Result.md diff --git a/Result.md b/Result.md new file mode 100644 index 0000000..935fb88 --- /dev/null +++ b/Result.md @@ -0,0 +1,19 @@ +| NO. | Baselines | PEMS03 MAE | PEMS03 RMSE | PEMS03 MAPE | PEMS04 MAE | PEMS04 RMSE | PEMS04 MAPE | PEMS07 MAE | PEMS07 RMSE | PEMS07 MAPE | PEMS08 MAE | PEMS08 RMSE | PEMS08 MAPE | 备注 | +|-----|----------------|------------|-------------|-------------|------------|-------------|-------------|------------|-------------|-------------|------------|-------------|-------------|--------| +| 1 | HA | | | | | | | | | | | | | 未实现 | +| 2 | ARIMA | 30.99 | 48.28 | 28.66% | 39.7 | 59.12 | 27.57% | / | / | / | 32.51 | 48.5 | 19.94% | 偏高 | +| 3 | VAR | | | | | | | | | | | | | 未实现 | +| 4 | FC-LSTM | | | | | | | | | | | | | 未实现 | +| 5 | TCN | 29.51 | 45.79 | 29.11% | 37.6 | 55.5 | 26.81% | 42.6 | 62.19 | 20.22% | 31.18 | 45.8 | 20.64% | 偏高 | +| 6 | GRU-ED | | | | | | | | | | | | | 未实现 | +| 7 | DSANET | 21.26 | 34.44 | 21.18% | 27.77 | 43.89 | 18.88% | 31.59 | 49.42 | 13.93% | 22.38 | 35.48 | 14.26% | 合理 | +| 8 | STGCN | 17.41 | 29.31 | 18.91% | 20.58 | 32.7 | 14.75% | 23.17 | 36.73 | 10.54% | 18.05 | 27.69 | 13.67% | 合理 | +| 9 | DCRNN | 39.62 | 64.18 | 64.05% | 44.14 | 64.21 | 44.59% | 52.78 | 82.99 | 43.32% | 45.27 | 69.25 | 52.85% | 偏高 | +| 10 | GraphWaveNet | 14.68 | 25.86 | 14.38% | 19.19 | 31.04 | 13.06% | 20.40 | 33.48 | 8.73% | 14.83 | 23.86 | 10.14% | 偏低 | +| 11 | STSGCN | 18.41 | 30.77 | 19.28% | 21.4 | 35.04 | 14.28% | 24.47 | 38.96 | 10.77% | 17.58 | 27.19 | 12.00% | 合理 | +| 12 | AGCRN | 15.21 | 26.52 | 14.71% | 19.28 | 31.35 | 12.98% | 20.46 | 33.79 | 8.70% | 15.76 | 25.23 | 10.25% | 合理 | +| 13 | STFGNN | 17.29 | 29.56 | 17.48% | 23.06 | 36.23 | 15.52% | 24.67 | 38.93 | 10.89% | 16.87 | 27.48 | 11.16% | 合理 | +| 14 | STGODE | 16.55 | 26.62 | 17.58% | 22.55 | 35.05 | 15.91% | 23.28 | 26.19 | 10.97% | 17.22 | 26.66 | 11.52% | 合理 | +| 15 | STG-NCDE | 16.09 | 26.78 | 16.58% | 19.82 | 31.71 | 13.21% | 22.54 | 35.44 | 9.85% | 15.85 | 25.05 | 10.19% | 合理 | +| 16 | DDGCRN | 14.51 | 24.83 | 14.51% | 18.34 | 30.77 | 12.17% | 19.68 | 33.40 | 8.23% | 14.39 | 23.75 | 9.42% | 偏低 | +| 17 | TWDGCN | 14.65 | 24.84 | 14.66% | 18.54 | 30.53 | 12.29% | 20.01 | 33.62 | 8.50% | 14.65 | 24.19 | 9.51% | 偏高 |