Efficient local search limitation strategy for single machine total weighted tardiness scheduling with sequence-dependent setup times. (March 2017)
- Record Type:
- Journal Article
- Title:
- Efficient local search limitation strategy for single machine total weighted tardiness scheduling with sequence-dependent setup times. (March 2017)
- Main Title:
- Efficient local search limitation strategy for single machine total weighted tardiness scheduling with sequence-dependent setup times
- Authors:
- Subramanian, Anand
Farias, Katyanne - Abstract:
- Abstract: This paper concerns the single machine total weighted tardiness scheduling with sequence-dependent setup times, usually referred as 1 | s ij | ∑ w j T j . In this NP -hard problem, each job has an associated processing time, due date and a weight. For each pair of jobs i and j, there may be a setup time before starting to process j in case this job is scheduled immediately after i . The objective is to determine a schedule that minimizes the total weighted tardiness, where the tardiness of a job is equal to its completion time minus its due date, in case the job is completely processed only after its due date, and is equal to zero otherwise. Due to its complexity, this problem is most commonly solved by heuristics. The aim of this work is to develop a simple yet effective limitation strategy that speeds up the local search procedure without a significant loss in the solution quality. Such strategy consists of a filtering mechanism that prevents unpromising moves to be evaluated. The proposed strategy has been embedded in a local search based metaheuristic from the literature and tested in classical benchmark instances. Computational experiments revealed that the limitation strategy enabled the metaheuristic to be extremely competitive when compared to other algorithms from the literature, since it allowed the use of a large number of neighborhood structures without a significant increase in the CPU time and, consequently, high quality solutions could be achieved inAbstract: This paper concerns the single machine total weighted tardiness scheduling with sequence-dependent setup times, usually referred as 1 | s ij | ∑ w j T j . In this NP -hard problem, each job has an associated processing time, due date and a weight. For each pair of jobs i and j, there may be a setup time before starting to process j in case this job is scheduled immediately after i . The objective is to determine a schedule that minimizes the total weighted tardiness, where the tardiness of a job is equal to its completion time minus its due date, in case the job is completely processed only after its due date, and is equal to zero otherwise. Due to its complexity, this problem is most commonly solved by heuristics. The aim of this work is to develop a simple yet effective limitation strategy that speeds up the local search procedure without a significant loss in the solution quality. Such strategy consists of a filtering mechanism that prevents unpromising moves to be evaluated. The proposed strategy has been embedded in a local search based metaheuristic from the literature and tested in classical benchmark instances. Computational experiments revealed that the limitation strategy enabled the metaheuristic to be extremely competitive when compared to other algorithms from the literature, since it allowed the use of a large number of neighborhood structures without a significant increase in the CPU time and, consequently, high quality solutions could be achieved in a matter of seconds. In addition, we analyzed the effectiveness of the proposed strategy in two other well-known metaheuristics. Further experiments were also carried out on benchmark instances of problem 1 | s ij | ∑ T j . Abstract : Highlights: We consider a well-known scheduling problem with sequence-dependent setup times. We propose an efficient limitation strategy that speeds up the local search. High speedups are achieved without compromising the solution quality. High quality solutions are obtained in a matter of seconds. … (more)
- Is Part Of:
- Computers & operations research. Volume 79(2017)
- Journal:
- Computers & operations research
- Issue:
- Volume 79(2017)
- Issue Display:
- Volume 79, Issue 2017 (2017)
- Year:
- 2017
- Volume:
- 79
- Issue:
- 2017
- Issue Sort Value:
- 2017-0079-2017-0000
- Page Start:
- 190
- Page End:
- 206
- Publication Date:
- 2017-03
- Subjects:
- Scheduling -- Weighted tardiness -- Setup times -- Local search
Operations research -- Periodicals
Electronic digital computers -- Periodicals
004.05 - Journal URLs:
- http://www.sciencedirect.com/science/journal/03050548 ↗
http://www.elsevier.com/journals ↗ - DOI:
- 10.1016/j.cor.2016.10.008 ↗
- Languages:
- English
- ISSNs:
- 0305-0548
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - 3394.770000
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British Library HMNTS - ELD Digital store - Ingest File:
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