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Exploring the efficiency of parallel bacteria foraging metaheuristics for job shop scheduling problem optimization

Published: 16 June 2011 Publication History

Abstract

This paper suggest a model of parallel computation based on Bacteria Foraging metaheuristics for Job Shop Scheduling optimization problem. The parallel model is verified experimentally by Hybrid (MPI + OpenMP) programming implementations, run on heterogeneous computer cluster. The experimental study comprises parallel performance evaluation, parallel algorithm scalability analysis, profiling and evaluation of solution quality.

References

[1]
E. Alba, Parallel Metaheuristics -- A New Class of Algorithms, Wiley-Interscience, 2005
[2]
T. Gonzales, Handbook of Approximation Algorithms and Metaheuristics, Chapman & Hall/CRC Computer and Information Science Series, 2007
[3]
Goncalves, J. F., et al., A hybrid genetic algorithm for the Job Shop Scheduling Problem, European Journal of Operational Research 167 (1), 2005, pp.77--95.
[4]
P. Borovska, Yanchev G., The ParMetaOpt Experience: Performance of Parallel Metaheuristics on Scheduling Optimization, Proceedings of the 9th WSEAS International Conference on Applied Informatics and Communications (AIC'09), Moscow, Russia, August 20--22, 2009, ISSN 1790-5109, pp. 475--479
[5]
http://www.softcomputing.net/bfoa-chapter.pdf

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Published In

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CompSysTech '11: Proceedings of the 12th International Conference on Computer Systems and Technologies
June 2011
688 pages
ISBN:9781450309172
DOI:10.1145/2023607
Permission to make digital or hard copies of all or part of this work for personal or classroom use is granted without fee provided that copies are not made or distributed for profit or commercial advantage and that copies bear this notice and the full citation on the first page. Copyrights for components of this work owned by others than ACM must be honored. Abstracting with credit is permitted. To copy otherwise, or republish, to post on servers or to redistribute to lists, requires prior specific permission and/or a fee. Request permissions from [email protected]

Sponsors

  • TELECVB: TELECOMS - Varna, Bulgaria
  • Austrian Comp Soc: Austrian Computer Society
  • BPCSB: BULGARIAN PUBLISHING COMPANY - Sofia, Bulgaria
  • IOMAIBB: INSTITUTE OF MATHEMATICS AND INFORMATICS - BAS, Bulgaria
  • NBUBB: New Bulgarian University - BAS, Bulgaria
  • Technical University of Sofia
  • IOIACTBB: INSTITUTE OF INFORMATION AND COMMUNICATION TECHNOLOGIES - BAS, Bulgaria
  • TSFPS: THE SEVENTH FRAMEWORK PROGRAMME - SISTER
  • ERSVB: EURORISC SYSTEMS - Varna, Bulgaria
  • FOSEUB: FEDERATION OF THE SCIENTIFIC ENGINEERING UNIONS - Bulgaria
  • UORB: University of Ruse, Bulgaria
  • BBPSB: BULGARIAN BUSINESS PUBLICATIONS - Sofia, Bulgaria
  • CASTUVTB: CYRIL AND ST. METHODIUS UNIVERSITY of Veliko Tarnovo, Bulgaria
  • TECHUVB: Technical University of Varna, Bulgaria
  • LLLPET: LIFELONG LEARNING PROGRAMME - ETN TRICE
  • IEEEBSB: IEEE Bulgaria Section, Bulgaria

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Association for Computing Machinery

New York, NY, United States

Publication History

Published: 16 June 2011

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Author Tags

  1. MPI
  2. OpenMP
  3. bacteria foraging metaheuristic
  4. heterogeneous computer cluster
  5. high performance computing
  6. job shop scheduling
  7. parallel programming

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  • Research-article

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CompSysTech '11
Sponsor:
  • TELECVB
  • Austrian Comp Soc
  • BPCSB
  • IOMAIBB
  • NBUBB
  • IOIACTBB
  • TSFPS
  • ERSVB
  • FOSEUB
  • UORB
  • BBPSB
  • CASTUVTB
  • TECHUVB
  • LLLPET
  • IEEEBSB

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Overall Acceptance Rate 241 of 492 submissions, 49%

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