Title :
Adaptive joint call admission control and access network selection for multimedia wireless systems
Author :
Alexandri, Eftychla ; Martinez, Georges ; Zeghlache, Djamal
Author_Institution :
INT, Motorola Labs., Paris, France
Abstract :
Third generation wireless networks and beyond will solicit the cooperation of heterogeneous access networks, so as to provide multimedia traffic to different classes of users, with varying quality requisites over regions and time zones. We address the problem of how to partition the traffic demand efficiently onto the underlying radio access networks. The design objective is a resource allocation strategy, which provides a maximal resource utilization across all access networks. At the same time, the allocation should respect quality levels related to handover dropping performance; these levels can be predefined per service and per region. We propose a solution based on reinforcement learning, which runs independently at each of the cells of every access system, and report results. In the case where network revenue does not depend solely on resource utilization, but on parameters such as the type of service and/or the service duration, the method is readily extensible to include these factors.
Keywords :
3G mobile communication; cellular radio; learning (artificial intelligence); multimedia communication; optimisation; quality of service; radio access networks; resource allocation; telecommunication congestion control; telecommunication traffic; adaptive access network selection; adaptive call admission control; handover dropping; multimedia traffic; network revenue; quality levels; radio access networks; reinforcement learning; resource allocation strategy; resource utilization optimization; third generation wireless networks; Adaptive control; Call admission control; Communication system traffic control; Learning; Multimedia systems; Programmable control; Radio access networks; Resource management; Telecommunication traffic; Wireless networks;
Conference_Titel :
Wireless Personal Multimedia Communications, 2002. The 5th International Symposium on
Print_ISBN :
0-7803-7442-8
DOI :
10.1109/WPMC.2002.1088408