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author:

Abedi, M. (Abedi, M..) [1] | Chiong, R. (Chiong, R..) [2] | Noman, N. (Noman, N..) [3] | Zhang, R. (Zhang, R..) [4]

Indexed by:

Scopus

Abstract:

This paper focuses on an energy-efficient job-shop scheduling problem within a machine speed scaling framework, where productivity is affected by deterioration. To alleviate the deterioration effect, necessary maintenance activities must be put in place during the scheduling process. In addition to sequencing operations on machines, the problem at hand aims to determine the appropriate speeds of machines and positions of maintenance activities for the schedule, in order to minimise the total weighted tardiness and total energy consumption simultaneously. To deal with this problem, a multi-population, multi-objective memetic algorithm is proposed, in which the solutions are distributed into sub-populations. Besides a general local search, an advanced objective-oriented local search is also executed periodically on a portion of the population. These local search methods are designed based on a new disjunctive graph introduced to cover the solution space. Furthermore, an efficient non-dominated sorting method for bi-objective optimisation is developed. The performance of the memetic algorithm is evaluated via a series of comprehensive computational experiments, comparing it with state-of-the-art algorithms presented for job-shop scheduling problems with/without considering energy efficiency. Experimental results confirm that the proposed algorithm can outperform other algorithms being compared across a range of performance metrics. © 2020

Keyword:

Cumulative deterioration effect; Job-shop scheduling; Machine speed scaling; Maintenance activity; Memetic algorithm; Periodic local search

Community:

  • [ 1 ] [Abedi, M.]School of Electrical Engineering and Computing, The University of Newcastle, Callaghan, NSW 2308, Australia
  • [ 2 ] [Chiong, R.]School of Electrical Engineering and Computing, The University of Newcastle, Callaghan, NSW 2308, Australia
  • [ 3 ] [Chiong, R.]School of Economics and Management, Fuzhou University, Fuzhou, 350116, China
  • [ 4 ] [Noman, N.]School of Electrical Engineering and Computing, The University of Newcastle, Callaghan, NSW 2308, Australia
  • [ 5 ] [Zhang, R.]School of Economics and Management, Xiamen University of Technology, Xiamen, 361024, China

Reprint 's Address:

  • [Chiong, R.]School of Electrical Engineering and Computing, The University of NewcastleAustralia

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Source :

Expert Systems with Applications

ISSN: 0957-4174

Year: 2020

Volume: 157

6 . 9 5 4

JCR@2020

7 . 5 0 0

JCR@2023

ESI HC Threshold:132

JCR Journal Grade:1

CAS Journal Grade:1

Cited Count:

WoS CC Cited Count:

SCOPUS Cited Count: 83

ESI Highly Cited Papers on the List: 0 Unfold All

WanFang Cited Count:

Chinese Cited Count:

30 Days PV: 0

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