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.
Zero touch management: A survey of network automation solutions for 5g and 6g networks.IEEE Communications Surveys & Tutorials, 24(4):2535–2578, 2022
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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.