A Multi-objective Hybrid Discrete Harmony Search Algorithm for Lot-Streaming Flow Shop Scheduling Problem

被引:0
|
作者
Han, Hong-Yan [1 ]
机构
[1] Liaocheng Univ, Coll Math Sci, Liaocheng 252059, Peoples R China
关键词
Lot-streaming flow shop scheduling; Harmony search; Multi-objective; PARTICLE SWARM OPTIMIZATION;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In this paper, a multi-objective discrete harmony search algorithm (MDHS) is proposed to slove the lot-streaming flow shop scheduling problem with respect to the two objectives of rnakespan and total flow time. In the MDHS algorithm, the harmonies are represented as discrete job permutations, and an efficient initialization scheme, which is based on the famous NEH heuristic, is presented to construct the an initial solution in harmony memory. In addition, a local search approach based on insertion operator is embedded to improve the efficiency of the MDHS algorithm. Through the analysis of computational results, the proposed algorithm is superior to NEH heuristic algorithm.
引用
收藏
页码:66 / 73
页数:8
相关论文
共 50 条
  • [1] Production lot-streaming flow shop scheduling problem based on multi-objective optimization algorithm
    Wang, Jinjun
    Academic Journal of Manufacturing Engineering, 2019, 17 (02): : 124 - 129
  • [2] Solving Lot-streaming Flow Shop Scheduling Problems Using a Discrete Harmony Search Algorithm
    Pan, Quan-Ke
    Tasgetiren, Mehmet Fatih
    Suganthan, Ponnuthurai Nagaratnam
    Liang, Yun-Chia
    2010 IEEE CONGRESS ON EVOLUTIONARY COMPUTATION (CEC), 2010,
  • [3] The Lot-streaming Flow Scheduling Shops based on a hybrid discrete harmony search algorithm
    Han, Hong-Yan
    ADVANCED RESEARCH ON INDUSTRY, INFORMATION SYSTEMS AND MATERIAL ENGINEERING, PTS 1-7, 2011, 204-210 : 563 - +
  • [4] An improved NSGA-II algorithm for multi-objective lot-streaming flow shop scheduling problem
    Han, Yu-Yan
    Gong, Dun-wei
    Sun, Xiao-Yan
    Pan, Quan-Ke
    INTERNATIONAL JOURNAL OF PRODUCTION RESEARCH, 2014, 52 (08) : 2211 - 2231
  • [5] A Novel Discrete Harmony Search Algorithm for Scheduling Lot-streaming Flow Shops
    Pan, Quan-Ke
    Duan, Jun-hua
    Liang, J. J.
    Gao, Kaizhou
    Li, Junqing
    2010 CHINESE CONTROL AND DECISION CONFERENCE, VOLS 1-5, 2010, : 1531 - +
  • [6] An Iterated Local Search Algorithm for the Lot-Streaming Flow Shop Scheduling Problem
    Sang, Hongyan
    Gao, Liang
    Li, Xinyu
    ASIA-PACIFIC JOURNAL OF OPERATIONAL RESEARCH, 2014, 31 (06)
  • [7] A novel hybrid multi-objective artificial bee colony algorithm for blocking lot-streaming flow shop scheduling problems
    Gong, Dunwei
    Han, Yuyan
    Sun, Jianyong
    KNOWLEDGE-BASED SYSTEMS, 2018, 148 : 115 - 130
  • [8] Multi-Objective Migrating Birds Optimization Algorithm for Stochastic Lot-Streaming Flow Shop Scheduling with Blocking
    Han, Yuyan
    Li, Jun-Qing
    Gong, Dunwei
    Sang, Hongyan
    IEEE ACCESS, 2019, 7 : 5946 - 5962
  • [9] A discrete artificial bee colony algorithm for the lot-streaming flow shop scheduling problem
    Pan, Quan-Ke
    Tasgetiren, M. Fatih
    Suganthan, P. N.
    Chua, T. J.
    INFORMATION SCIENCES, 2011, 181 (12) : 2455 - 2468
  • [10] A local-best harmony search algorithm with dynamic sub-harmony memories for lot-streaming flow shop scheduling problem
    Pan, Quan-Ke
    Suganthan, P. N.
    Liang, J. J.
    Tasgetiren, M. Fatih
    EXPERT SYSTEMS WITH APPLICATIONS, 2011, 38 (04) : 3252 - 3259