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Agent-Based Dantzig-Wolfe Decomposition
Responsible organisation
2009 (English)Conference paper, (Refereed) Published
Abstract [en]

We present an agent-based approach to Dantzig-Wolfe column generation (a decomposition approach), which is applied to an integrated production, inventory, and distribution routing optimization problem. The decomposition model has been implemented in the Java programming language, using the Java Agent DEvelopment Framework (JADE) and the ILOG CPLEX mixed integer linear optimization problem solver. The model has been validated oil a set of realistic scenarios and based on the results, we estimate the potential performance improvement which can be obtained by using a completely distributed implementation. We analyze the overhead, in terms of communication costs, that is imposed by an agent-based approach.

Place, publisher, year, edition, pages
Uppsala: Springer , 2009.
Keyword [en]
OPTIMIZATION, PROGRAMS
National Category
Software Engineering
Identifiers
URN: urn:nbn:se:bth-7785ISI: 000267705600076Local ID: oai:bth.se:forskinfoC9E068C272A5C9C8C1257757003753C4ISBN: 978-3-642-01664-6 (print)OAI: oai:DiVA.org:bth-7785DiVA: diva2:835447
Conference
3rd KES International Symposium on Agent and Multi-Agent Systems Uppsala Univ, Uppsala, SWEDEN, JUN 03-05, 2009
Note
Source: AGENT AND MULTI-AGENT SYSTEMS: TECHNOLOGIES AND APPLICATIONS, PROCEEDINGS Book Series: Lecture Notes in Artificial Intelligence Volume: 5559 Pages: 754-763 Published: 2009Available from: 2012-09-18 Created: 2010-07-05 Last updated: 2015-06-30Bibliographically approved

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Citation style
  • apa
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