A PID controller layer that adjusts a frozen forecasting model's output reduces MAE and RMSE under injected concept drift in cellular traffic, with up to 30.18% average MAE mitigation on a 16-cell subset.
En- hanced multi-task traffic forecasting in beyond 5g networks: Leveraging transformer technology and multi-source data fusion.Future Internet, 16(5):159, 2024
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Lightweight PID-Based Drift Mitigation for Cellular Traffic Forecasting
A PID controller layer that adjusts a frozen forecasting model's output reduces MAE and RMSE under injected concept drift in cellular traffic, with up to 30.18% average MAE mitigation on a 16-cell subset.