Optimal resource allocation in multi-class networks with user-specified utility functions

被引:32
作者
Kalyanasundaram, S
Chong, EKP
Shroff, NB
机构
[1] Purdue Univ, Sch Elect & Comp Engn, W Lafayette, IN 47907 USA
[2] Motorola Inc, Global Telecom Solut Sector, Arlington Hts, IL USA
[3] Colorado State Univ, Dept Elect & Comp Engn, Ft Collins, CO 80523 USA
基金
美国国家科学基金会;
关键词
resource allocation; pricing; Markov decision processes; utility functions; greedy scheme; complete partitioning;
D O I
10.1016/S1389-1286(01)00275-4
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
In this work, we consider the problem of resource allocation in multi-class networks, where users specify the value they attach to obtaining different amounts of resource by means of a utility function. We develop a resource allocation scheme that maximizes the average aggregate utility per unit time. We formulate this resource allocation problem as a Markov decision process. We present numerical results that illustrate that our scheme performs better than the greedy resource allocation policy. We also discuss the implications of deliberate lying by users about their utility functions and develop a pricing scheme that prevents such lying. (C) 2001 Elsevier Science B.V. All rights reserved.
引用
收藏
页码:613 / 630
页数:18
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