Title :
An approximation algorithm for optimal resource allocation in multi-service broadband networks
Author :
Chang, Xinjie ; Subramanian, K.R.
Author_Institution :
Network Technol. Res. Center, Nanyang Technol. Univ., Singapore
Abstract :
In this paper, we consider a multi-service wireless ATM network carrying different types of traffic. The optimal resource allocation scheme is designed to obtain an efficient and fair allocation among different traffic classes. The Markov decision process analysis is most often used in performance evaluation. Although exact analyses by assuming certain traffic models are available in some cases, the computational efforts required are prohibitive even for a small size network. In consideration of numerical tractability, we derive an approximation recursive algorithm which enables us to deal with large size network systems. The ideas behind the approximation include the separation assumption and multi-dimensional state space mapping into one-dimensional space. This greatly reduces the complexity of analysis while yields reasonable approximated results. Simulation results are presented to illustrate the accuracy of approximation
Keywords :
Markov processes; approximation theory; asynchronous transfer mode; broadband networks; computational complexity; radio networks; telecommunication traffic; Markov decision process analysis; approximation algorithm; approximation recursive algorithm; complexity; large size network systems; multi-dimensional state space mapping; multi-service broadband networks; multi-service wireless ATM network; one-dimensional space; optimal resource allocation; performance evaluation; separation assumption; traffic class; Approximation algorithms; Broadband communication; Communication system traffic control; Computer networks; Intelligent networks; Performance analysis; Resource management; State-space methods; Telecommunication traffic; Traffic control;
Conference_Titel :
Communications, 2000. ICC 2000. 2000 IEEE International Conference on
Conference_Location :
New Orleans, LA
Print_ISBN :
0-7803-6283-7
DOI :
10.1109/ICC.2000.853711