DocumentCode :
901922
Title :
Network-based distributed planning using coevolutionary agents: architecture and evaluation
Author :
Subbu, Raj ; Sanderson, Arthur C.
Author_Institution :
Gen. Electr. Global Res., Niskayuna, NY, USA
Volume :
34
Issue :
2
fYear :
2004
fDate :
3/1/2004 12:00:00 AM
Firstpage :
257
Lastpage :
269
Abstract :
A novel evolutionary planning framework (coevolutionary virtual design environment) particularly suited to distributed network-enabled design and manufacturing organizations is presented. The approach utilizes distributed evolutionary agents and mobile agents as principal object-oriented software entities that support a network-efficient evolutionary exploration of planning alternatives in which successive populations systematically select planning alternatives that reduce cost and increase throughput. This paper presents the architecture of the coevolutionary virtual design environment, and examines the network-based performance of the coevolutionary algorithms that execute in this environment. Simulation analysis examines the percentage convergence error and percentage computational advantage comparing the distributed network-based implementation to a centralized network-based implementation. The algorithms and architectures are evaluated in a realistic network setting and analyzed using models of network delays and processing times.
Keywords :
CAD; distributed databases; evolutionary computation; mobile agents; multi-agent systems; object-oriented methods; product design; production planning; centralized network-based implementation; coevolutionary agents; coevolutionary virtual design environment; convergence error; distributed network-based implementation; evolutionary planning framework; mobile agents; network delays; network-based distributed planning; object oriented software; processing times; Algorithm design and analysis; Analytical models; Computational modeling; Computer architecture; Convergence; Costs; Manufacturing; Mobile agents; Object oriented modeling; Throughput;
fLanguage :
English
Journal_Title :
Systems, Man and Cybernetics, Part A: Systems and Humans, IEEE Transactions on
Publisher :
ieee
ISSN :
1083-4427
Type :
jour
DOI :
10.1109/TSMCA.2003.818882
Filename :
1268160
Link To Document :
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