Vidal's libraryTitle: | ODPOP: An algorithm for Open/Distributed Constraint Optimization |
Author: | Adrian Petcu and Boi Faltings |
Book Tittle: | Proceedings of the National Conference on Artificial Intelligence, AAAI-06 |
Pages: | 703--708 |
Month: | July |
Year: | 2006 |
Abstract: | We propose ODPOP, a new distributed algorithm for open multiagent combinatorial optimization. The ODOP algorithm explores the same search space as the dynamic programming algorithm DPOP or the AND/OR search algorithm AOBB, but does so in an incremental, best-first fashion suitable for open problems. ODPOP has several advantages over DPOP. First, it uses messages whose size only grows linearly with the treewidth of the problem. Second, by letting agents explore values in a non-increasing order of preference, it saves a significant amount of messages and computation over the basic DPOP algorithm. To show the merits of our approach, we report on experiments with practically sized distributed meeting scheduling problems in a multiagent system. |
@InProceedings{petcu06a,
author = {Adrian Petcu and Boi Faltings},
title = {{ODPOP}: An algorithm for Open/Distributed
Constraint Optimization},
booktitle = {Proceedings of the National Conference on Artificial
Intelligence, AAAI-06},
year = 2006,
address = {Boston, USA},
month = {July},
pages = {703--708},
abstract = {We propose ODPOP, a new distributed algorithm for
open multiagent combinatorial optimization. The ODOP
algorithm explores the same search space as the
dynamic programming algorithm DPOP or the AND/OR
search algorithm AOBB, but does so in an
incremental, best-first fashion suitable for open
problems. ODPOP has several advantages over
DPOP. First, it uses messages whose size only grows
linearly with the treewidth of the problem. Second,
by letting agents explore values in a non-increasing
order of preference, it saves a significant amount
of messages and computation over the basic DPOP
algorithm. To show the merits of our approach, we
report on experiments with practically sized
distributed meeting scheduling problems in a
multiagent system.},
url = {http://jmvidal.cse.sc.edu/library/petcu06a.pdf},
keywords = {multiagent dcop}
}
Last modified: Wed Mar 9 10:16:36 EST 2011