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An architectural view of game theoretic control

Citation

Gopalakrishnan, Ragavendran (2010) An architectural view of game theoretic control. Master's thesis, California Institute of Technology. http://resolver.caltech.edu/CaltechTHESIS:05272010-163702257

Abstract

Resource allocation has long been a fundamental research problem across several disciplines. While traditional approaches to this problem were centralized, recent research has focussed on distributed solutions for resource allocation, for reasons of scalability, reliability and efficiency in many real-world applications. Game-theoretic control is a promising new approach for distributed resource allocation. In this thesis, we describe how game-theoretic control can be viewed as having an intrinsic layered architecture, which provides a modularization that simplifies the control design. We illustrate this architectural view by presenting details about one particular instantiation using potential games as an interface. This example serves to highlight the strengths and limitations of the proposed architecture while also illustrating the relationship between game-theoretic control and other existing approaches to distributed resource allocation. We also demonstrate the power of this approach by reformulating the power control problem in sensor networks as a game-theoretic control problem in the potential games instantiation of our framework. This allows us to relax several assumptions made by previous contributions, and consider more complex objective functions.

Item Type:Thesis (Master's thesis)
Subject Keywords:Game theory, Optimization, Utility design, Potential games
Degree Grantor:California Institute of Technology
Division:Engineering and Applied Science
Major Option:Computer Science
Thesis Availability:Public (worldwide access)
Research Advisor(s):
  • Wierman, Adam C.
Thesis Committee:
  • Unknown, Unknown
Defense Date:27 May 2010
Additional Information:This thesis resulted from a published workshop paper of the same title in Hotmetrics 2010.
Record Number:CaltechTHESIS:05272010-163702257
Persistent URL:http://resolver.caltech.edu/CaltechTHESIS:05272010-163702257
Related URLs:
URLURL TypeDescription
http://www.cs.caltech.edu/~ragad3AuthorUNSPECIFIED
Default Usage Policy:No commercial reproduction, distribution, display or performance rights in this work are provided.
ID Code:5865
Collection:CaltechTHESIS
Deposited By: Ragavendran Gopalakrishnan
Deposited On:28 May 2010 16:15
Last Modified:26 Dec 2012 03:26

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