MDP routing for multi-rate loss networks

被引:15
|
作者
Hwang, RH [1 ]
Kurose, JF
Towsley, D
机构
[1] Natl Chung Cheng Univ, Dept Comp Sci & Informat Engn, Chiayi, Taiwan
[2] Univ Massachusetts, Dept Comp Sci, Amherst, MA 01003 USA
关键词
Markov decision process; routing; loss networks; multi-rate traffic;
D O I
10.1016/S1389-1286(00)00030-X
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
Markov decision theory has been successfully used in adaptive routing in traditional circuit-switched networks. When extending Markov decision-based routing algorithms to future Broadband Integrated Service Digital Networks (B-ISDNs), the required computational complexity becomes extremely high. In this paper, we propose an approach towards adaptive routing in multi-rate networks using a Markov decision theoretic framework which maintains low computational complexity while still providing quite good routing information. In this approach, each link, based on PASCAL distribution, is modeled as a one-dimensional birth-death process to reduce the state space size and a policy iteration method from Markov decision theory is iteratively applied to achieve better network performance. Our results show that routing algorithms based on this approach yield better performance than least-load path routing (LLP) without incurring any significant increase in computational complexity. (C) 2000 Elsevier Science B.V. All rights reserved.
引用
收藏
页码:241 / 261
页数:21
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