Case Study of Production Planning Optimization with Use of the Greedy and Tabu Search Algorithms

被引:3
|
作者
Lampika, Lukasz [1 ]
Musial, Kamil [1 ]
Burduk, Anna [1 ]
机构
[1] Wroclaw Univ Sci & Technol, Fac Mech Engn, Wybrzeze Wyspianskiego 27, PL-50370 Wroclaw, Poland
关键词
Production planning; Greedy algorithm; Tabu search; Optimization methods; Production systems; Decision-making processes;
D O I
10.1007/978-3-319-97490-3_7
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In the paper, optimization of production order execution in a production company is suggested. Until now, decisions regarding prioritization of orders were made by people. Therefore, in this research, comparison of a human-based method and two algorithm methods was performed, in order to find optimal set of production orders. Tabu Search and Greedy algorithms were selected. The aim of the described case study was maximization of profit and production of selected orders. Costs of turning tools were taken under consideration, which made the case more complex. In order to choose the best method of solving this case, real historical data from the company were collected concerning orders from the considered period of time. Moreover, basing on the same data, Greedy and Tabu Search algorithms were prepared. Finally, all the two methods were compared and, in conclusion, Tabu Search solutions acquired highest profit for the whole tested period.
引用
收藏
页码:66 / 75
页数:10
相关论文
共 50 条
  • [1] Rationalization of Production Order Execution with Use of the Greedy and Tabu Search Algorithms
    Musial, Kamil
    Kochanska, Joanna
    Burduk, Anna
    [J]. INTERNATIONAL JOINT CONFERENCE SOCO'18-CISIS'18- ICEUTE'18, 2019, 771 : 251 - 259
  • [2] Rationalization of Decision-Making Process in Selection of Suppliers with Use of the Greedy and Tabu Search Algorithms
    Kochanska, Joanna
    Musial, Kamil
    Burduk, Anna
    [J]. INTELLIGENT SYSTEMS IN PRODUCTION ENGINEERING AND MAINTENANCE, 2019, 835 : 275 - 284
  • [3] Traffic Signal Optimization with Greedy Randomized Tabu Search Algorithm
    Hu, Ta-Yin
    Chen, Li-Wen
    [J]. JOURNAL OF TRANSPORTATION ENGINEERING, 2012, 138 (08) : 1040 - 1050
  • [4] GENETIC ALGORITHMS AND TABU SEARCH - HYBRIDS FOR OPTIMIZATION
    GLOVER, F
    KELLY, JP
    LAGUNA, M
    [J]. COMPUTERS & OPERATIONS RESEARCH, 1995, 22 (01) : 111 - 134
  • [5] Tabu search algorithms for water network optimization
    Cunha, MD
    Ribeiro, L
    [J]. EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 2004, 157 (03) : 746 - 758
  • [6] Linear antenna array design with use of genetic, memetic and tabu search optimization algorithms
    Cengiz, Y.
    Tokat, H.
    [J]. Progress In Electromagnetics Research C, 2008, 1 : 63 - 72
  • [7] Strategic Planning Optimization Using Tabu Search Algorithm
    Chmiel, Wojciech
    Kadluczka, Piotr
    Kwiecien, Joanna
    Filipowicz, Boguslaw
    Pukocz, Przemyslaw
    [J]. KNOWLEDGE, INFORMATION AND CREATIVITY SUPPORT SYSTEMS: RECENT TRENDS, ADVANCES AND SOLUTIONS, KICSS 2013, 2016, 364 : 315 - 328
  • [8] TABU SEARCH FOR NONLINEAR AND PARAMETRIC OPTIMIZATION (WITH LINKS TO GENETIC ALGORITHMS)
    GLOVER, F
    [J]. DISCRETE APPLIED MATHEMATICS, 1994, 49 (1-3) : 231 - 255
  • [9] PARALLEL BIASED SEARCH FOR COMBINATORIAL OPTIMIZATION - GENETIC ALGORITHMS AND TABU
    BATTITI, R
    TECCHIOLLI, G
    [J]. MICROPROCESSORS AND MICROSYSTEMS, 1992, 16 (07) : 351 - 367
  • [10] New Tabu Search based global optimization methods outline of algorithms and study of efficiency
    Stepanenko, Svetlana
    Engels, Bernd
    [J]. JOURNAL OF COMPUTATIONAL CHEMISTRY, 2008, 29 (05) : 768 - 780