Forecasting on PM10 Mumbai (JULY-AUG-SEPT)
17.78MAEGCSVR
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| GCSVRForecasting Horizon=90 day-ahead, Station Aggregation=averaged across all monitoring stations2026.05 | 17.78 | 25.49 | 0.86 | 40.99 | 11.34 | 19.59 | |
| STARMAForecasting Horizon=90 day-ahead, Station Aggregation=averaged across all monitoring stations2026.05 | 30.02 | 37.7 | 1.49 | 72.84 | 15.01 | 25.32 | |
| NBeatsForecasting Horizon=90 day-ahead, Station Aggregation=averaged across all monitoring stations2026.05 | 30.12 | 41.16 | 0.66 | 72 | 19.62 | 21.83 | |
| GSTARForecasting Horizon=90 day-ahead, Station Aggregation=averaged across all monitoring stations2026.05 | 34.58 | 42.07 | 1.72 | 92.85 | 17.29 | 25.46 | |
| DeepARForecasting Horizon=90 day-ahead, Station Aggregation=averaged across all monitoring stations2026.05 | 35.48 | 42.3 | 1.82 | 58.66 | 33.3 | 26.35 | |
| LSTMForecasting Horizon=90 day-ahead, Station Aggregation=averaged across all monitoring stations2026.05 | 36.68 | 44.76 | 1.88 | 60.51 | 18.34 | 23.66 | |
| GpGpForecasting Horizon=90 day-ahead, Station Aggregation=averaged across all monitoring stations2026.05 | 53.32 | 57.85 | 2.73 | 76.27 | 26.66 | 34.63 | |
| ARIMAForecasting Horizon=90 day-ahead, Station Aggregation=averaged across all monitoring stations2026.05 | 60.22 | 63.87 | 2.95 | 81.48 | 13.78 | 37.95 | |
| STGCNForecasting Horizon=90 day-ahead, Station Aggregation=averaged across all monitoring stations2026.05 | 64 | 68 | 1.7 | 84.15 | 14.56 | 50.55 | |
| TransformerForecasting Horizon=90 day-ahead, Station Aggregation=averaged across all monitoring stations2026.05 | 72.16 | 72.96 | 4.23 | 93.36 | 14.43 | 66.09 |