Research on Multiple Products Aggregate Production Planning under Random Environment

被引:0
|
作者
Liu, Lanfen [1 ]
Yang, Xinfeng [2 ]
Yang, Ke [3 ]
机构
[1] School of Traffic and Transportation, Lanzhou Jiaotong University, Lanzhou,730070, China
[2] School of Traffic and Transportation, Lanzhou Jiaotong University, Lanzhou,730070, China
[3] Engineer of Beijing Rail Transit Design & Research Institute, Beijing,100037, China
关键词
D O I
暂无
中图分类号
学科分类号
摘要
Uncertain factors can significantly reduce the applicability of production plans and the production stability of enterprises. Therefore, considering the uncertain factors caused by external demands and internal capabilities, the impact of production in advance or backorder is analyzed, and the cost of backorder and loss of sales is determined. Moreover, a multi-objective stochastic programming model for aggregate production planning (APP) problem that minimizes the expected chance cost and employee instability is constructed considering external demand and internal capabilities as random variables. At a certain level of confidence, the opportunity constraints are transformed. In addition, combined with a local search strategy, two stochastic hybrid genetic algorithm-particle swarm optimization algorithms based on stage and multiple population strategies are designed to solve this model. Sensitivity analysis is performed on different confidence levels by using numerical examples, and numerical experiments show that the two hybrid algorithms proposed by this paper can effectively improve the solving efficiency. © (2024), (International Association of Engineers). All Rights Reserved.
引用
收藏
页码:562 / 575
相关论文
共 50 条
  • [1] Aggregate production planning with multiple objectives in a fuzzy environment
    Wang, RC
    Fang, HH
    EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 2001, 133 (03) : 521 - 536
  • [2] Aggregate production planning in a fuzzy environment
    Wang, RC
    Fang, HH
    INTERNATIONAL JOURNAL OF INDUSTRIAL ENGINEERING-THEORY APPLICATIONS AND PRACTICE, 2000, 7 (01): : 5 - 14
  • [3] Aggregate production planning - a multiple objective approach
    Rosen, L. Drew
    Canel, Cem
    JOURNAL OF STATISTICS & MANAGEMENT SYSTEMS, 2009, 12 (02): : 287 - 303
  • [4] Aggregate production planning with multiple fuzzy goals
    Reay-Chen Wang
    Tien-Fu Liang
    The International Journal of Advanced Manufacturing Technology, 2005, 25 : 589 - 597
  • [5] Aggregate production planning with multiple fuzzy goals
    Wang, RC
    Liang, TF
    INTERNATIONAL JOURNAL OF ADVANCED MANUFACTURING TECHNOLOGY, 2005, 25 (5-6): : 589 - 597
  • [6] Production capacity planning for multiple products under uncertain demand conditions
    Ho, Jyh-Wen
    Fang, Chih-Chiang
    INTERNATIONAL JOURNAL OF PRODUCTION ECONOMICS, 2013, 141 (02) : 593 - 604
  • [7] A deterministic aggregate production planning model considering quality of products
    Madadi, Najmeh
    Wong, Kuan Yew
    2013 INTERNATIONAL CONFERENCE ON MANUFACTURING, OPTIMIZATION, INDUSTRIAL AND MATERIAL ENGINEERING (MOIME 2013), 2013, 46
  • [8] An aggregate production planning model with demand under uncertainty
    Silva, OS
    PRODUCTION PLANNING & CONTROL, 1999, 10 (08) : 745 - 756
  • [9] Vector optimization in fuzzy environment with application in aggregate production planning
    Mageid, M.A. Abdel
    El Shenawy, E.M.
    Salam, A.M.A.
    Journal of Engineering and Applied Science, 2000, 47 (04): : 607 - 616
  • [10] Correction to: Aggregate production planning under uncertainty: a comprehensive literature survey and future research directions
    Aboozar Jamalnia
    Jian-Bo Yang
    Ardalan Feili
    Dong-Ling Xu
    Gholamreza Jamali
    The International Journal of Advanced Manufacturing Technology, 2019, 102 : 183 - 183