A Cross-Layer Adaptation Scheme for Improving IEEE 802.11e QoS by Learning
Chiapin Wang, Po-Chiang Lin, Tsung-Nan Lin · IEEE Transactions on Neural Networks · 2006
In this letter, we propose a cross-layer adaptation scheme which improves IEEE 802.11e quality of service (QoS) by online adapting multidimensional medium access control (MAC)-layer parameters depending on the application-layer QoS requirements and physical layer (PHY) channel conditions. Our solution is based on an optimization approach which utilizes neural networks (NNs) to learn the cross-layer function. Simulations results demonstrate the effectiveness of our adaptation scheme.