DocumentCode
2828674
Title
Heterogeneity, stability, and efficiency in distributed systems
Author
Thomas, James D. ; Sycara, Katia
Author_Institution
Dept. of Comput. Sci., Carnegie Mellon Univ., Pittsburgh, PA, USA
fYear
1998
fDate
3-7 Jul 1998
Firstpage
293
Lastpage
300
Abstract
This paper explores the increasing the heterogeneity of an agent population to stabilize decentralized systems by adding bias terms to each agent´s expected payoffs. Two approaches are evaluated, corresponding to heterogeneous preferences and heterogeneous transaction costs; empirically, the transaction cost case provides stability with near optimal payoffs under certain conditions. Theoretically, in the idealized case of an infinite number of agents, it is proven that the system with added heterogeneous preferences has a fired point different from that of the unbiased system, guaranteeing suboptimal perfomance, while the transaction cast case is demonstrated to have a fixed point identical to that of the unbiased system, and it is further shown to be a contraction mapping, guaranteeing convergence. This contraction mapping allows us to conceptualize the model with heterogeneous transaction costs as a decentralized root finding system
Keywords
cooperative systems; search problems; software agents; agent population; bias terms; contraction mapping; decentralized root finding system; decentralized systems; distributed systems; heterogeneity; heterogeneous transaction costs; suboptimal perfomance; Computer science; Control systems; Convergence; Cost function; Delay; Load management; Multiagent systems; Ores; Resource management; Robots; Stability; Switches; System performance;
fLanguage
English
Publisher
ieee
Conference_Titel
Multi Agent Systems, 1998. Proceedings. International Conference on
Conference_Location
Paris
Print_ISBN
0-8186-8500-X
Type
conf
DOI
10.1109/ICMAS.1998.699069
Filename
699069
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