Minimizing makespan for parallel batch processing machines with non-identical job sizes using neural nets approach

被引:7
|
作者
Shao, Hao [1 ]
Chen, Hua-Ping [1 ]
Huang, George Q. [1 ]
Xu, Rui [1 ]
Cheng, Ba-yi [1 ]
Wang, Shuan-shi [1 ]
Liu, Bo-wen [1 ]
机构
[1] Univ Sci & Technol China, Dept Informat Management & Decis Sci, Anhua 230026, Peoples R China
关键词
D O I
10.1109/ICIEA.2008.4582854
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This paper aims at minimizing the makespan for parallel batch processing machines with non-identical job sizes (NPBM) using neural nets (NN) approach. NN approach was proved effective to solve combinatorial optimization problems but no application to NPBM problems hitherto. This research provides new methods to code the NN with the introduction of Master Weight Matrix (MWM). Computational experiments show that the NN approach outperforms other algorithms in various circumstances.
引用
收藏
页码:1921 / 1924
页数:4
相关论文
共 50 条
  • [1] Minimizing Makespan for a Single Batch Processing Machine with Non-identical Job Sizes Using Neural Nets Approach
    Shao, Hao
    Chen, Hua-Ping
    Xu, Rui
    Zhang, Wen-Gong
    ICNC 2008: FOURTH INTERNATIONAL CONFERENCE ON NATURAL COMPUTATION, VOL 6, PROCEEDINGS, 2008, : 511 - 514
  • [2] Minimizing makespan and total completion time for parallel batch processing machines with non-identical job sizes
    Cheng, Bayi
    Yang, Shanlin
    Hu, Xiaoxuan
    Chen, Bo
    APPLIED MATHEMATICAL MODELLING, 2012, 36 (07) : 3155 - 3161
  • [3] Makespan minimisation on parallel batch processing machines with non-identical job sizes and release dates
    Ozturk, Onur
    Espinouse, Marie-Laure
    Di Mascolo, Maria
    Gouin, Alexia
    INTERNATIONAL JOURNAL OF PRODUCTION RESEARCH, 2012, 50 (20) : 6022 - 6035
  • [4] MINIMIZING MAKESPAN FOR PARALLEL BATCH PROCESSING MACHINES WITH NON-IDENTICAL JOB SIZES USING QUANTUM-BEHAVED PARTICLE SWARM OPTIMIZATION
    Wang, Yu
    Chen, Hua-Ping
    Shao, Hao
    INTELLIGENT DECISION MAKING SYSTEMS, VOL. 2, 2010, : 32 - +
  • [5] Minimising makespan on parallel batch processing machines with non-identical ready time and arbitrary job sizes
    Chung, S. H.
    Tai, Y. T.
    Pearn, W. L.
    INTERNATIONAL JOURNAL OF PRODUCTION RESEARCH, 2009, 47 (18) : 5109 - 5128
  • [6] Minimizing makespan on a single batch processing machine with non-identical job sizes: A hybrid genetic approach
    Kashanl, Ali Husseinzadeh
    Karimi, Behrooz
    Jolai, Fariborz
    EVOLUTIONARY COMPUTATION IN COMBINATORIAL OPTIMIZATION, PROCEEDINGS, 2006, 3906 : 135 - 146
  • [7] Minimizing makespan for single machine batch processing with non-identical job sizes using simulated annealing
    Melouk, S
    Damodaran, P
    Chang, PY
    INTERNATIONAL JOURNAL OF PRODUCTION ECONOMICS, 2004, 87 (02) : 141 - 147
  • [8] Minimizing makespan on a batch-processing machine with non-identical job sizes using genetic algorithms
    Damodaran, Purushothaman
    Manjeshwar, Praveen Kumar
    Srihari, Krishnaswami
    INTERNATIONAL JOURNAL OF PRODUCTION ECONOMICS, 2006, 103 (02) : 882 - 891
  • [9] Scheduling unrelated parallel batch processing machines with non-identical job sizes
    Li, XiaoLin
    Huang, YanLi
    Tan, Qi
    Chen, HuaPing
    COMPUTERS & OPERATIONS RESEARCH, 2013, 40 (12) : 2983 - 2990
  • [10] Minimising makespan for two batch-processing machines with non-identical job sizes in job shop
    Cheng, Bayi
    Yang, Shanlin
    Ma, Ying
    INTERNATIONAL JOURNAL OF SYSTEMS SCIENCE, 2012, 43 (12) : 2185 - 2192