90-day ahead forecasting on PM10 in Delhi OCT–NOV–DEC
68.16MAEGCSVR
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| GCSVRModel Type=Proposed, Forecasting Horizon=90-day, Averaging Protocol=Across all monitoring stations2026.05 | 68.16 | 92.33 | 1.61 | 22.97 | 34.08 | 52.48 | |
| STGCNModel Type=Spatio-Temporal Model, Forecasting Horizon=90-day, Averaging Protocol=Across all monitoring stations2026.05 | 137.84 | 171.56 | 2.81 | 50.71 | 109.33 | 192.65 | |
| GpGpModel Type=Spatio-Temporal Model, Forecasting Horizon=90-day, Averaging Protocol=Across all monitoring stations2026.05 | 155.14 | 188.18 | 2.72 | 57.4 | 122.13 | 193.24 | |
| Trans.Model Type=Temporal Model, Forecasting Horizon=90-day, Averaging Protocol=Across all monitoring stations2026.05 | 162.13 | 194.85 | 2.86 | 61.4 | 128.7 | 195.27 | |
| ARIMAModel Type=Temporal Model, Forecasting Horizon=90-day, Averaging Protocol=Across all monitoring stations2026.05 | 181.14 | 212.44 | 3.24 | 74.1 | 144.49 | 195.5 | |
| NBeatsModel Type=Temporal Model, Forecasting Horizon=90-day, Averaging Protocol=Across all monitoring stations2026.05 | 246.24 | 274.96 | 4.41 | 122.3 | 196.98 | 196.71 | |
| STARMAModel Type=Spatio-Temporal Model, Forecasting Horizon=90-day, Averaging Protocol=Across all monitoring stations2026.05 | 259.03 | 293.93 | 4.63 | 135.2 | 207.09 | 198.95 | |
| GSTARModel Type=Spatio-Temporal Model, Forecasting Horizon=90-day, Averaging Protocol=Across all monitoring stations2026.05 | 263.9 | 297.78 | 4.73 | 139.8 | 211.09 | 198.78 | |
| DeepARModel Type=Temporal Model, Forecasting Horizon=90-day, Averaging Protocol=Across all monitoring stations2026.05 | 292.1 | 312.89 | 5.23 | 171.4 | 233.68 | 195.37 | |
| LSTMModel Type=Temporal Model, Forecasting Horizon=90-day, Averaging Protocol=Across all monitoring stations2026.05 | 296.82 | 317.3 | 5.32 | 177.6 | 237.46 | 195.37 |