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.
Avoiding sdn application conflicts with digital twins: Design, models and proof of concept.IEEE Transactions on Network and Service Management, 23:2038–2050, 2026
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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.