Machine Learning based Frame Size Optimization in WLAN Downlink MU-MIMO Channel with the Least Cost of Delay
#IJCNC #Network #Delay #downlinkMUMIMO #framesizeoptimization #WLAN #heterogeneoustraffic #machinelearning #neuralnetwork #throughputoptimization #Ireland #China Machine Learning based Frame Size Optimization in WLAN Downlink MU-MIMO Channel with the Least Cost of Delay Authors Lemlem Kassa1, Jianhua Deng1, Mark Davis2 and Jingye Cai1, 1University of Electronic Science and Technology China (UESTC), China, 2Communication Network Research Institute (CNRI), Technological University Dublin, Ireland Abstract The key enhancement in the medium access control (MAC) layer is frame aggregation introduced by the IEEE 802.11n/ac standard to accommodate the growing traffic demand in the WLAN by allowing multiple packets aggregated per transmission. Frame aggregation efficiently reduces control overhead in the MAC layer, such as the MAC header and thus it helps to enhance transmission efficiency and throughput performance of WLAN. However, heterogeneous traffic demand among streams in the WLAN ...
