[go: up one dir, main page]
More Web Proxy on the site http://driver.im/ skip to main content
10.1007/11427186_43guideproceedingsArticle/Chapter ViewAbstractPublication PagesConference Proceedingsacm-pubtype
Article

Efficient and experimental meta-heuristics for MAX-SAT problems

Published: 10 May 2005 Publication History

Abstract

Many problems in combinatorial optimization are NP-Hard. This has forced researchers to explore meta-heuristic techniques for dealing with this class of complex problems and finding an acceptable solution in reasonable time. The satisfiability problem, SAT, is studied by a great number of researchers the three last decades. Its wide application to the domain of AI in automatic reasoning and problem solving for instance and other domains like VLSI and graph theory motivates the huge interest shown for this problem. In this paper, tabu search, scatter search, genetic algorithms and memetic evolutionary meta-heuristics are studied for the NP-Complete satisfiability problems, in particular for its optimization version namely MAX-SAT. Experiments comparing the proposed approaches for solving MAX-SAT problems are represented. The empirical tests are performed on DIMACS benchmark instances.

References

[1]
D. Boughaci H. Drias "Solving Weighted Max-Sat Optimization Problems Using a Taboo Scatter Search Meta-heuristic". In proceedings of ACM Sac 2004, pp35-36, 2004.
[2]
D. Boughaci, H. Drias "PTS: A Population-based Tabu Search for the Maximum Satisfiability Problems", in the Proceedings of the 2 IEEE GCC conferences, pp 622-625, 2004.
[3]
D. Boughaci, Drias H and Benhamou B. 2004. "Solving Max-Sat Problems Using a memetic evolutionary Meta-heuristic", in proceedings of 2004 IEEE CIS, pp 480-484, 2004.
[4]
D. Boughaci and H. Drias, "Taboo Search as an Intelligent Agent for Bid Evaluation", in proceedings of CE2003, book1, pages 43-48, Portugal, 2003.
[5]
S.Cook. "The Complexity of Theorem Proving Procedures", in the Proceedings of the 3rdAnnual ACM Symposium on the Theory of Computing, 1971.
[6]
M. Davis, G. Putnam, and D. Loveland. "A machine program for theorem proving", communication of the ACM, 394-397, Jul 1962.
[7]
H. Drias. "Scatter search with walk strategy for solving hard Max-W-Sat problems", in proceedings of IEA- AIE2001, lectures note in computer science, LNAI-2070, Springer, Budapest, 35-44, 2001.
[8]
J. Frank, "A study of genetic algorithms to find approximate solutions to hard 3CNF problems", in proceedings of Golden West international conference on artificial intelligence, 1994.
[9]
MR. Garey, S. Johnson. "Computer and intractability, a guide to the theory of NPCompleteness, Freeman company Sanfranscsco, 1978.
[10]
F. Glover, "Future paths for integer programming and links to Artificial intelligence", operational search, vol 31, 1986.
[11]
F. Glover, "Tabu search": Part I, ORSA, journal on computing, 1989.
[12]
D. E Goldberg,."Genetic Algorithms in search, Optimization & Machine Learning". Wokingham, Addison-Wesley. 1989)
[13]
P. Greistorfer, "A Tabu Scatter search meta-heuristic for the arc routing problem", submitted to Elsevier Science February 2002.
[14]
P. Hansen P; B. Jaumard. "Algorithms for the Maximum Satisfiability", journal of computing 44-279-303, 1990.
[15]
H. H. Hoos and T. Stutzle. SATLIB: An online resource for research on SAT. In I. Gent, H. van Maaren, and T. Walsh, editors, SAT2000: Highlights of Satisfiability Research in theYear 2000, Frontiers in Artificial Intelligence and Applications, pages 283-292. Kluwer Academic, 2000.
[16]
S. Johnson. "Approximation algorithms for combinatorial problems", Journal of Computer and System Sciences 9, 256-278, 1974.
[17]
SA. Kauffman, Levin." Towards a general theory of adaptive walks on rugged landscapes", J theory. Biol, 128,pp, 11, 1987.
[18]
M. Laguna, F. Glover "Scatter Search", Graduate school of business, University of Colorado, Boulder, 1999.
[19]
M. Laguna., R. Marti and V Campos, "Scatter Search for the linear ordering problem", University of Colorado, Boulder, 1999.
[20]
CM. Li., "Exploiting yet more the power of unit clause propagation to solve 3-sat problem", in ECAI 96, workshop on advances in propositional deduction, pqges 11-16, Boudapest, Hungray, 1996.
[21]
CMLi and. Anbulagan, "Heuristic based on unit propagation for satisfiability", in Proceedings of CP 97, springer-Verlag, LNCS 1330, pp 342-356, Austria, 1997.
[22]
B. Mazure, L. Sais and E. Greroire,." A Tabu search for Sat", in proceedings of AAAI 1997.
[23]
P. Moscato. "On evolution, search, optimization, genetic algorithms and martial arts: toward memetic algorithms", 1989.
[24]
PM. Pardalos, L. Pitsoulis and MGC. Resende. "A Parallel GRASP for MAX-SAT Problems. PARA96 Workshop on Applied Parallel Computing in Industrial Problems and Optimization", Lynghy. Denmark August 18-21, 1996.
[25]
B. Selman, A. Henry, Z. Kautz and B.Cohen. "Local Search Strategies for Satisfiability Testing", presented at the second DIMACS Challenge on Cliques, Coloring, and Satisfiability, October 1993
[26]
E. Taillard, "Parallel Taboo search techniques for Job Shop Scheduling problem", ORSA Journal on Computing, 6:108-117, 1994.
[27]
N. A. Wassan, and I. H. Osman, "Tabu search variants for the mix fleet vehicle routing problem", Tech. rep., School of Business, American University of Beirut, forthcoming in J. Opl Res. Soc, 2002.

Cited By

View all

Recommendations

Comments

Please enable JavaScript to view thecomments powered by Disqus.

Information & Contributors

Information

Published In

cover image Guide Proceedings
WEA'05: Proceedings of the 4th international conference on Experimental and Efficient Algorithms
May 2005
621 pages
ISBN:3540259201

Sponsors

  • FLAGS: EU-FET R&D project "Foundational Aspects of Global Computing Systems"
  • DELIS: EU-FET R&D project "Dynamically Evolving, Large-Scale Information Systems"
  • Ministry of Natural Education and Religious Affairs: Ministry of Natural Education and Religious Affairs
  • RACTI: Research Academic Computer Technology Institute

Publisher

Springer-Verlag

Berlin, Heidelberg

Publication History

Published: 10 May 2005

Qualifiers

  • Article

Contributors

Other Metrics

Bibliometrics & Citations

Bibliometrics

Article Metrics

  • Downloads (Last 12 months)0
  • Downloads (Last 6 weeks)0
Reflects downloads up to 11 Dec 2024

Other Metrics

Citations

Cited By

View all

View Options

View options

Media

Figures

Other

Tables

Share

Share

Share this Publication link

Share on social media