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Structural Solutions for Additively Coupled Sum Constrained Games

Authors :
Yi Su
M. van der Schaar
Source :
IEEE Transactions on Communications. 60:3779-3796
Publication Year :
2012
Publisher :
Institute of Electrical and Electronics Engineers (IEEE), 2012.

Abstract

We propose and analyze a broad family of games played by resource-constrained players, which are characterized by the following central features: 1) each user has a multi-dimensional action space, subject to a single sum resource constraint; 2) each user's utility in a particular dimension depends on an additive coupling between the user's action in the same dimension and the actions of the other users; and 3) each user's total utility is the sum of the utilities obtained in each dimension. Familiar examples of such multi-user environments in communication systems include power control over frequency-selective Gaussian interference channels and flow control in Jackson networks. In settings where users cannot exchange messages in real-time, we study how users can adjust their actions based on their local observations. We derive sufficient conditions under which a unique Nash equilibrium exists and the best-response algorithm converges globally and linearly to the Nash equilibrium. In settings where users can exchange messages in real-time, we focus on user choices that optimize the overall utility. We provide the convergence conditions of two distributed action update mechanisms, gradient play and Jacobi update.<br />Comment: 39 pages, 5 figures

Details

ISSN :
00906778
Volume :
60
Database :
OpenAIRE
Journal :
IEEE Transactions on Communications
Accession number :
edsair.doi.dedup.....ef2e8e4753650fc5e503c49f7b97c0fc
Full Text :
https://doi.org/10.1109/tcomm.2012.091312.110334