Forecast-Driven Adaptive Bandwidth Allocation for Edge Networks using Lightweight CNN–LSTM Traffic Prediction
Edge network controllers must allocate bandwidth under rapidly changing traffic demand while avoiding both underprovisioning and excessive overprovisioning. This paper presents a forecast-driven adaptive bandwidth allocation frame-work that converts short-horizon traffic predictions into edge resource-control decisions...