Multi-factory Cellular Manufacturing Cell Formation and Product Scheduling via Genetic Algorithm

被引:2
作者
Wang, Jufeng [1 ]
Liu, Chunfeng [2 ]
Zhou, MengChu [3 ,4 ,5 ]
机构
[1] China Jiliang Univ, Dept Informat & Comp Sci, Hangzhou 310018, Peoples R China
[2] Hangzhou Dianzi Univ, Sch Management, Hangzhou 310018, Peoples R China
[3] New Jersey Inst Technol, Helen & John C Hartmann Dept Elect & Comp Engn, Newark, NJ 07102 USA
[4] Macau Univ Sci & Technol, Inst Syst Engn, Macau 999078, Peoples R China
[5] Macau Univ Sci & Technol, Collaborat Lab Intelligent Sci & Syst, Macau 999078, Peoples R China
来源
2021 IEEE 17TH INTERNATIONAL CONFERENCE ON AUTOMATION SCIENCE AND ENGINEERING (CASE) | 2021年
关键词
Cell formation; Scheduling; Cellular manufacturing system; Supply chain; Genetic Algorithm; RESOURCE; DESIGN; DECISIONS; SYSTEM; MODEL;
D O I
10.1109/CASE49439.2021.9551488
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
The work aims to solve a cell formation and product scheduling problem by considering dual-resource setting, supply chain, profit maximization, and operational error rate in multi-factory cellular manufacturing systems. This problem is important and highly challenging. To solve it, this work proposes a genetic algorithm with novel initialization. Computational experiments are conducted to show that the proposed algorithm has better performance than conventional genetic algorithm without the proposed heuristic given the same computational budget.
引用
收藏
页码:1207 / 1212
页数:6
相关论文
共 16 条
[1]   TWO BOUNDS FOR INTEGRATING THE VIRTUAL DYNAMIC CELLULAR MANUFACTURING PROBLEM INTO SUPPLY CHAIN MANAGEMENT [J].
Aalaei, Amin ;
Davoudpour, Hamid .
JOURNAL OF INDUSTRIAL AND MANAGEMENT OPTIMIZATION, 2016, 12 (03) :907-930
[2]   Concurrent design of cell formation and scheduling with consideration of duplicate machines and alternative process routings [J].
Feng, Hanxin ;
Xia, Tangbin ;
Da, Wen ;
Xi, Lifeng ;
Pan, Ershun .
JOURNAL OF INTELLIGENT MANUFACTURING, 2019, 30 (01) :275-289
[3]   AI-based modeling and data-driven evaluation for smart manufacturing processes [J].
Ghahramani, Mohammadhossein ;
Qiao, Yan ;
Zhou, MengChu ;
O'Hagan, Adrian ;
Sweeney, James .
IEEE-CAA JOURNAL OF AUTOMATICA SINICA, 2020, 7 (04) :1026-1037
[4]   Integrating Strategic and Tactical Decisions to Robust Designing of Cellular Manufacturing under Uncertainty: Fixed Suppliers in Supply Chain [J].
Ghezavati, V. R. ;
Sadjadi, S. J. ;
Nayeri, M. Dehghan .
INTERNATIONAL JOURNAL OF COMPUTATIONAL INTELLIGENCE SYSTEMS, 2011, 4 (05) :837-854
[5]   An adjustable grouping genetic algorithm for the design of cellular manufacturing system integrating structural and operational parameters [J].
Jawahar, N. ;
Subhaa, R. .
JOURNAL OF MANUFACTURING SYSTEMS, 2017, 44 :115-142
[6]   Cell formation and task scheduling considering multi-functional resource and part movement using hybrid simulated annealing [J].
Liu, Chunfeng ;
Wang, Jufeng .
INTERNATIONAL JOURNAL OF COMPUTATIONAL INTELLIGENCE SYSTEMS, 2016, 9 (04) :765-777
[7]   A Context Sensitive Multilevel Thresholding Using Swarm Based Algorithms [J].
Pare, Shreya ;
Kumar, Anil ;
Bajaj, Varun ;
Singh, Girish Kumar .
IEEE-CAA JOURNAL OF AUTOMATICA SINICA, 2019, 6 (06) :1471-1486
[8]   A robust optimisation model for generalised cell formation problem considering machine layout and supplier selection [J].
Paydar, Mohammad Mahdi ;
Saidi-Mehrabad, Mohammad ;
Teimoury, Ebrahim .
INTERNATIONAL JOURNAL OF COMPUTER INTEGRATED MANUFACTURING, 2014, 27 (08) :772-786
[9]   Incorporating cellular manufacturing into supply chain design [J].
Schaller, Jeffrey .
INTERNATIONAL JOURNAL OF PRODUCTION RESEARCH, 2008, 46 (17) :4925-4945
[10]   Service level-based production smoothening model for robust cellular manufacturing system [J].
Subhaa, R. ;
Natarajan, Jawahar .
INTERNATIONAL JOURNAL OF ADVANCED MANUFACTURING TECHNOLOGY, 2018, 94 (1-4) :475-496