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Group Scheduling With Nonperiodical Maintenance and Deteriorating Effects.

Authors :
Xu, Haiyan
Li, Xiaoping
Ruiz, Ruben
Zhu, Haihong
Source :
IEEE Transactions on Systems, Man & Cybernetics. Systems. May2021, Vol. 51 Issue 5, p2860-2872. 13p.
Publication Year :
2021

Abstract

In this paper, we consider single-machine group scheduling with nonperiodical maintenance and deteriorating effects. Nonperiodical maintenance, which has unfixed maintaining interval or the number of jobs in each group is unfixed, results in a variable number of groups. Deteriorating effects lead to longer processing times of which the deterioration index depends on job grouping. This problem is of significance in different production settings and is much more difficult than and general that other simpler single-machine group scheduling problems. Making use of historical processing times, we construct the actual processing time model for jobs. We prove that the problem under study is NP-hard. By transforming the optimization objective, properties are discovered and two batch-based heuristics are presented for small size problems. To further improve the effectiveness for large size problems, an iterated greedy algorithm is proposed being its main advantages simplicity and effectiveness. The proposed methods are evaluated over a large number of random instances with calibrated parameters and components. Comprehensive computational and statistical analyses demonstrate the superiority of the methods proposed over adapted existing approaches. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
21682216
Volume :
51
Issue :
5
Database :
Academic Search Index
Journal :
IEEE Transactions on Systems, Man & Cybernetics. Systems
Publication Type :
Academic Journal
Accession number :
149864826
Full Text :
https://doi.org/10.1109/TSMC.2019.2917446