DocumentCode
2340916
Title
A microeconomic approach to multi-robot team formation
Author
Gupta, U. ; Ranganathan, N.
Author_Institution
Univ. of South Florida, Tampa
fYear
2007
fDate
Oct. 29 2007-Nov. 2 2007
Firstpage
3019
Lastpage
3024
Abstract
The aggregation of robots into teams is necessitated due to the limited power and communication capabilities in emergency environments. The formation of robot teams significantly enhances the performance and efficiency of search and rescue missions in such environments. As opposed to the classical partitioning application domains, the robot aggregation requires multiple confticting objectives to be optimized. We propose a novel microeconomic methodology for simultaneous multi-objective partitioning of robots. The method utilizes the strengths of K-Means algorithm, game theoretic modeling, and Nash equilibrium methodology for fast and socially fair partitioning. In this work, partitions are created on the basis of compaction and equipartitioning objectives to identify decentralized robot teams with each robot in a team closest to its communication gateway, as well as each team equally represented in terms of strength. Rigorous simulations were performed to evaluate the performance of the method, and the results indicate that the proposed method performs significantly better than the K-Means methodology, and identifies good solution points.
Keywords
emergency services; game theory; mobile robots; multi-robot systems; K-means algorithm; Nash equilibrium; emergency environment; game theoretic modeling; microeconomic approach; multirobot team formation; rescue mission; search mission; Base stations; Batteries; Compaction; Game theory; Intelligent robots; Iterative algorithms; Microeconomics; Nash equilibrium; Partitioning algorithms; Performance evaluation;
fLanguage
English
Publisher
ieee
Conference_Titel
Intelligent Robots and Systems, 2007. IROS 2007. IEEE/RSJ International Conference on
Conference_Location
San Diego, CA
Print_ISBN
978-1-4244-0912-9
Electronic_ISBN
978-1-4244-0912-9
Type
conf
DOI
10.1109/IROS.2007.4399435
Filename
4399435
Link To Document