90-day ahead forecasting on PM10 in Delhi JULY–AUG–SEPT
30.2MAEGCSVR
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| GCSVRModel Type=Proposed, Forecasting Horizon=90-day, Averaging Protocol=Across all monitoring stations2026.05 | 30.2 | 38.5 | 0.67 | 31.13 | 15.1 | 33.28 | |
| NBeatsModel Type=Temporal Model, Forecasting Horizon=90-day, Averaging Protocol=Across all monitoring stations2026.05 | 44.69 | 56.63 | 2.21 | 45.6 | 29.33 | 62.9 | |
| Trans.Model Type=Temporal Model, Forecasting Horizon=90-day, Averaging Protocol=Across all monitoring stations2026.05 | 57.1 | 66.28 | 3.03 | 50.8 | 15.1 | 60.97 | |
| ARIMAModel Type=Temporal Model, Forecasting Horizon=90-day, Averaging Protocol=Across all monitoring stations2026.05 | 67.13 | 76.53 | 3.48 | 54.9 | 14.92 | 65.28 | |
| GpGpModel Type=Spatio-Temporal Model, Forecasting Horizon=90-day, Averaging Protocol=Across all monitoring stations2026.05 | 70.51 | 80.25 | 3.82 | 57.8 | 16.98 | 68.29 | |
| DeepARModel Type=Temporal Model, Forecasting Horizon=90-day, Averaging Protocol=Across all monitoring stations2026.05 | 84.03 | 94.82 | 4.18 | 125.7 | 67.2 | 65.9 | |
| STARMAModel Type=Spatio-Temporal Model, Forecasting Horizon=90-day, Averaging Protocol=Across all monitoring stations2026.05 | 84.31 | 98.63 | 4.2 | 130.2 | 67.22 | 67.2 | |
| GSTARModel Type=Spatio-Temporal Model, Forecasting Horizon=90-day, Averaging Protocol=Across all monitoring stations2026.05 | 86.8 | 103.53 | 4.35 | 130.8 | 68.49 | 68.62 | |
| LSTMModel Type=Temporal Model, Forecasting Horizon=90-day, Averaging Protocol=Across all monitoring stations2026.05 | 89.83 | 100.04 | 4.48 | 144.2 | 71.86 | 65.9 | |
| STGCNModel Type=Spatio-Temporal Model, Forecasting Horizon=90-day, Averaging Protocol=Across all monitoring stations2026.05 | 101.56 | 109.53 | 5.27 | 71.7 | 22.03 | 82.83 |