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.
Hussien, Heba Nashaat, and Rehab F
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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.