An effective heuristic based on 3-opt strategy for seru scheduling problems with learning effect

被引:19
作者
Zhang, Zhe [1 ]
Song, Xiaoling [1 ]
Gong, Xue [1 ]
Yin, Yong [2 ]
Lev, Benjamin [3 ]
Zhou, Xiaoyang [4 ]
机构
[1] Nanjing Univ Sci & Technol, Sch Econ & Management, Nanjing, Peoples R China
[2] Doshisha Univ, Grad Sch Business, Kyoto, Japan
[3] Drexel Univ, Philadelphia, PA 19104 USA
[4] Xi An Jiao Tong Univ, Sch Management, Xian 710049, Peoples R China
基金
中国国家自然科学基金;
关键词
Scheduling; seru production system; 3-opt strategy; learning effect; total weighted completion time; LINE-CELL CONVERSION; ANT COLONY OPTIMIZATION; NUMERICAL-ANALYSIS; TABU SEARCH; ALGORITHM;
D O I
10.1080/00207543.2022.2054744
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
This paper is concerned with the scheduling problem in a new-type seru production system by consideration of DeJong's learning effect to minimise the total weighted completion time, so as to achieve efficiency, flexibility, and fast responsiveness to cope with the current volatile market. A combinatorial optimisation model is constructed and then reformulated to a binary quadratic assignment program. Accordingly, after presenting the necessary and sufficient condition for the locally optimal solution, a tabu search with strategic oscillation based on 3-opt as a diversification strategy is designed as the solution approach. A set of test problems are generated, and computational experiments with large-scale cases are made finally. The results indicate that the proposed heuristic algorithm is promising in solving seru scheduling problems and has a good performance in term of solution quality, efficiency, and scalability.
引用
收藏
页码:1938 / 1954
页数:17
相关论文
共 66 条
[1]   Four decades of research on the open-shop scheduling problem to minimize the makespan [J].
Ahmadian, Mohammad Mahdi ;
Khatami, Mostafa ;
Salehipour, Amir ;
Cheng, T. C. E. .
EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 2021, 295 (02) :399-426
[2]  
[Anonymous], 1936, Journal of Aeronautical Science, DOI [10.2514/8.155.https://arc.aiaa.org/doi/10.2514/8.155, 10.2514/8.155, DOI 10.2514/8.155]
[3]   Scheduling problems under learning effects: classification and cartography [J].
Azzouz, Ameni ;
Ennigrou, Meriem ;
Ben Said, Lamjed .
INTERNATIONAL JOURNAL OF PRODUCTION RESEARCH, 2018, 56 (04) :1642-1661
[4]   COMPUTATIONAL SURVEY OF UNIVARIATE AND MULTIVARIATE LEARNING-CURVE MODELS [J].
BADIRU, AB .
IEEE TRANSACTIONS ON ENGINEERING MANAGEMENT, 1992, 39 (02) :176-188
[5]   Open shop scheduling problem to minimize total weighted completion time [J].
Bai, Danyu ;
Zhang, Zhihai ;
Zhang, Qiang ;
Tang, Mengqian .
ENGINEERING OPTIMIZATION, 2017, 49 (01) :98-112
[6]   Open shop scheduling problem to minimize makespan with release dates [J].
Bai, Danyu ;
Tang, Lixin .
APPLIED MATHEMATICAL MODELLING, 2013, 37 (04) :2008-2015
[7]   TRAVELING SALESMAN PROBLEM - A SURVEY [J].
BELLMORE, M ;
NEHAUSE.GL .
OPERATIONS RESEARCH, 1968, 16 (03) :538-&
[8]   Single-machine scheduling with learning considerations [J].
Biskup, D .
EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 1999, 115 (01) :173-178
[9]   A state-of-the-art review on scheduling with learning effects [J].
Biskup, Dirk .
EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 2008, 188 (02) :315-329
[10]   SCHEDULING SUBJECT TO RESOURCE CONSTRAINTS - CLASSIFICATION AND COMPLEXITY [J].
BLAZEWICZ, J ;
LENSTRA, JK ;
KAN, AHGR .
DISCRETE APPLIED MATHEMATICS, 1983, 5 (01) :11-24