Multi-objective optimization for periodic preventive maintenance

Amir Ebrahimi Zade; Sasan Barak; Hamidreza Maghsoudlou; Mehdi Toloo

doi:10.1109/IESM.2015.7380154

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Multi-objective optimization for periodic preventive maintenance

Amir Ebrahimi Zade, Sasan Barak, Hamidreza Maghsoudlou and Mehdi Toloo

Proceedings of the 2015 International Conference on Industrial Engineering and Systems Management (IESM 2015), pp.173-182

2015 International Conference on Industrial Engineering and Systems Management (IESM 2015)) (Seville, Spain, 21/10/2015 - 23/10/2015)

03/2016

DOI: https://doi.org/10.1109/IESM.2015.7380154

Abstract

Algorithm design and analysis

Mathematical model

MCDM

multi-objective optimization

periodic maintenance

Preventive maintenance

scheduling

single machine

Single machine scheduling

total earliness-tardiness

Optimization

This article investigates a JIT single machine scheduling problem with a periodic preventive maintenance. Also to maintain the quality of the products, there is a limitation on the maximum number of allowable jobs in each period. The proposed bi-objective mixed integer model minimizes total earliness-tardiness and makespan simultaneously. Due to the computational complexity of the problem, multi-objective particle swarm optimization (MOPSO) algorithm is implemented. Also, as well as MOPSO, two other optimization algorithms are used for comparing the results. Eventually, Taguchi method with metrics analysis is presented to tune the algorithms' parameters and a multiple criterion decision making (MCDM) technique based on the technique for order of preference by similarity to ideal solution (TOPSIS) is applied to choose the best algorithm. Comparison results confirmed supremacy of MOPSO to the other algorithms.

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Title: Multi-objective optimization for periodic preventive maintenance
Creators: Amir Ebrahimi Zade - Amirkabir University of Technology
Sasan Barak - Technical University of Ostrava
Hamidreza Maghsoudlou - Qazvin Islamic Azad University
Mehdi Toloo - VSB - Technical University of Ostrava
Publication Details: Proceedings of the 2015 International Conference on Industrial Engineering and Systems Management (IESM 2015), pp.173-182
Conference: 2015 International Conference on Industrial Engineering and Systems Management (IESM 2015)) (Seville, Spain, 21/10/2015 - 23/10/2015)
Publisher: Institute of Electrical and Electronics Engineers (IEEE)
Date published: 03/2016
Date accepted: 30/06/2015
Identifiers: 99697161402346
Copyright: Copyright © 2015 by IEEE. Copyright and Reprint Permission: Abstracting is permitted with credit to the source. Libraries are permitted to photocopy beyond the limit of U.S. copyright law for private use of patrons those articles in this volume that carry a code at the bottom of the first page, provided the per-copy fee indicated in the code is paid through Copyright Clearance Center, 222 Rosewood Drive, Danvers, MA 01923. For reprint or republication permission, email to IEEE Copyrights Manager at pubs-permissions@ieee.org. All rights reserved.
Academic Unit: Faculty of Arts and Social Sciences; Surrey Business School
Language: English
Resource Type: Conference proceeding

Multi-objective optimization for periodic preventive maintenance

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