Multi-objective Batch Scheduling in Collaborative Multi-product Flow Shop System by using Non-dominated Sorting Genetic Algorithm

被引:0
|
作者
Kusuma, Purba Daru [1 ]
机构
[1] Telkom Univ, Fac Elect Engn, Comp Engn, Bandung, Indonesia
关键词
Batch scheduling; flow shop; NSGA II; collaborative system; MINIMIZE; PERMUTATION; MODEL; JOB;
D O I
暂无
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
Batch scheduling is a well-known topic that has been studied widely with various objectives, methods, and circumstances. Unfortunately, batch scheduling in a collaborative flow shop system is still unexplored. All studies about batch scheduling that are found were in a single flow shop system where all arriving jobs come from single door. In a collaborative flow shop system, every flow shop handles its own customers although joint production among flow shops to improve efficiency is possible. This work aims to develop a novel batch scheduling model for a collaborative multi-product flow shop system. Its objective is to minimize make-span and total production cost. This model is developed by using non-dominated sorting genetic algorithm (NSGA II) which is proven in many multi objective optimization models. This model is then compared with the non-collaborative models which use NSGA II and adjacent pairwise interchange algorithm. Due to the simulation result, the proposed model performs better than the existing models in minimizing the make-span and total production cost. The make-span of the proposed model is 10 to 17 percent lower than the existing non-collaborative models. The total production cost of the proposed model is 0.3 to 3.5 percent lower than the existing non-collaborative models.
引用
收藏
页码:349 / 357
页数:9
相关论文
共 50 条
  • [1] Multi-objective Batch Scheduling in Collaborative Multi-product Flow Shop System by using Non-dominated Sorting Genetic Algorithm
    Kusuma, Purba Daru
    International Journal of Advanced Computer Science and Applications, 2021, 12 (09): : 349 - 357
  • [2] Solving Multi-Objective Job Shop Scheduling Problems Using a Non-Dominated Sorting Genetic Algorithm
    Piroozfard, Hamed
    Wong, Kuan Yew
    INTERNATIONAL CONFERENCE ON MATHEMATICS, ENGINEERING AND INDUSTRIAL APPLICATIONS 2014 (ICOMEIA 2014), 2015, 1660
  • [3] Multi-objective collaborative job shop scheduling in a dynamic environment: Non-dominated sorting memetic algorithm
    Bagheri Rad N.
    Behnamian J.
    Journal of Ambient Intelligence and Humanized Computing, 2023, 14 (3) : 2657 - 2671
  • [4] Multi-Objective Electric Vehicles Scheduling Using Elitist Non-Dominated Sorting Genetic Algorithm
    Morais, Hugo
    Sousa, Tiago
    Castro, Rui
    Vale, Zita
    APPLIED SCIENCES-BASEL, 2020, 10 (22): : 1 - 18
  • [5] Multi-objective process planning and scheduling using controlled elitist non-dominated sorting genetic algorithm
    Mohapatra, P.
    Nayak, A.
    Kumar, S. K.
    Tiwari, M. K.
    INTERNATIONAL JOURNAL OF PRODUCTION RESEARCH, 2015, 53 (06) : 1712 - 1735
  • [6] MOSCOPEA: Multi-objective construction scheduling optimization using elitist non-dominated sorting genetic algorithm
    El-Abbasy, Mohammed S.
    Elazouni, Ashraf
    Zayed, Tarek
    AUTOMATION IN CONSTRUCTION, 2016, 71 : 153 - 170
  • [7] Multi-objective Generation Scheduling Using Modified Non-dominated Sorting Genetic Algorithm- II
    Dhanalakshmi, S.
    Kannan, S.
    Baskar, S.
    Mahadevan, K.
    SWARM, EVOLUTIONARY, AND MEMETIC COMPUTING, SEMCCO 2014, 2015, 8947 : 456 - 470
  • [8] Non-dominated sorting genetic quantum algorithm for multi-objective optimization
    Khorsand, Amir-R.
    Wang, G. Gary
    Raghavan, J.
    PROCEEDINGS OF THE ASME INTERNATIONAL DESIGN ENGINEERING TECHNICAL CONFERENCES AND COMPUTERS AND INFORMATION IN ENGINEERING CONFERENCE 2007, VOL 6, PTS A AND B, 2008, : 307 - 315
  • [9] Development of a multi-objective scheduling system for offshore projects based on hybrid non-dominated sorting genetic algorithm
    Li, Jinghua
    Yang, Boxin
    Zhang, Dan
    Zhou, Qinghua
    Li, Lingyao
    ADVANCES IN MECHANICAL ENGINEERING, 2015, 7 (03) : 1 - 17
  • [10] The Multi-Objective Design of Laminated Structure with Non-Dominated Sorting Genetic Algorithm
    Zhang, Huiyao
    Wang, Yuxiao
    Zeng, Fangmeng
    INTERNATIONAL JOURNAL OF ADVANCED COMPUTER SCIENCE AND APPLICATIONS, 2022, 13 (10) : 901 - 906