90-day ahead forecasting on PM10 in Delhi JAN–FEB–MAR
68.22MAEGCSVR
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| GCSVRModel Type=Proposed, Forecasting Horizon=90-day, Averaging Protocol=Across all monitoring stations2026.05 | 68.22 | 87.3 | 1.65 | 28.71 | 34.11 | 54.2 | |
| STGCNModel Type=Spatio-Temporal Model, Forecasting Horizon=90-day, Averaging Protocol=Across all monitoring stations2026.05 | 73.02 | 98.71 | 1.31 | 31.84 | 46.66 | 110.51 | |
| GpGpModel Type=Spatio-Temporal Model, Forecasting Horizon=90-day, Averaging Protocol=Across all monitoring stations2026.05 | 84.76 | 113.21 | 1.5 | 37.2 | 59.62 | 127.41 | |
| Trans.Model Type=Temporal Model, Forecasting Horizon=90-day, Averaging Protocol=Across all monitoring stations2026.05 | 109.07 | 129.64 | 1.92 | 52.2 | 85.71 | 144.56 | |
| NBeatsModel Type=Temporal Model, Forecasting Horizon=90-day, Averaging Protocol=Across all monitoring stations2026.05 | 110.28 | 129.64 | 2.02 | 43.8 | 32.37 | 126.52 | |
| ARIMAModel Type=Temporal Model, Forecasting Horizon=90-day, Averaging Protocol=Across all monitoring stations2026.05 | 111.07 | 128.2 | 2.04 | 44 | 29.99 | 125.56 | |
| GSTARModel Type=Spatio-Temporal Model, Forecasting Horizon=90-day, Averaging Protocol=Across all monitoring stations2026.05 | 118.87 | 139.84 | 2.12 | 73.2 | 93.41 | 136.65 | |
| STARMAModel Type=Spatio-Temporal Model, Forecasting Horizon=90-day, Averaging Protocol=Across all monitoring stations2026.05 | 128.22 | 149.21 | 2.28 | 86.6 | 99.53 | 136.51 | |
| DeepARModel Type=Temporal Model, Forecasting Horizon=90-day, Averaging Protocol=Across all monitoring stations2026.05 | 215.14 | 234.1 | 3.86 | 167.8 | 172.12 | 146.24 | |
| LSTMModel Type=Temporal Model, Forecasting Horizon=90-day, Averaging Protocol=Across all monitoring stations2026.05 | 219.16 | 237.79 | 3.94 | 174.7 | 175.32 | 146.24 |