Multi-agent modeling of dispersed manufacturing networks

Authors
Citation
Wb. Lee et Hcw. Lau, Multi-agent modeling of dispersed manufacturing networks, EXPER SY AP, 16(3), 1999, pp. 297-306
Citations number
24
Categorie Soggetti
AI Robotics and Automatic Control
Journal title
EXPERT SYSTEMS WITH APPLICATIONS
ISSN journal
09574174 → ACNP
Volume
16
Issue
3
Year of publication
1999
Pages
297 - 306
Database
ISI
SICI code
0957-4174(199904)16:3<297:MMODMN>2.0.ZU;2-F
Abstract
Multi-agent modeling has emerged as a promising discipline for dealing with decision-making processes in distributed information system applications. One such application is the modeling of distributed manufacturing networks which can link up various manufacturing firms to form a "virtual'' manufact uring consortium on a global basis. This paper presents a multi-agent model that can be deployed in a dispersed manufacturing network involving compan ies with different core competence. The multi-agent model plays the importa nt role of monitoring the information flow and task allocation among the ne twork companies by means of intelligent agents, which are software programs designed to accomplish specific tasks like ''real'' human agents with spec ialized skills. This proposed model is equipped with various computational intelligence technologies for various purposes, including rule-based reason ing for decomposing jobs into fundamental tasks and object-oriented technol ogy for the design and creation of the intelligent agents, together with a genetic algorithm scheme to optimize the sequence of tasks to be carried ou t by various agents in order to achieve minimum overhead incurred during th e operations across the dispersed network. In this paper, the detailed infr astructure of a multi-agent model and how it can be deployed to enhance the performance of a dispersed manufacturing network are presented. (C) 1999 E lsevier Science Ltd. All rights reserved.