Solving the Unrelated Parallel Machine Scheduling Problem with Additional Resources Using Constraint Programming

被引:6
|
作者
Arbaoui, Taha [1 ]
Yalaoui, Farouk [1 ]
机构
[1] Univ Technol Troyes, UMR CNRS 6281, Charles Delaunay Inst ICD LOSI, Lab Ind Syst Optimizat, 12 Rue Marie Curie,CS 42060, F-10004 Troyes, France
来源
INTELLIGENT INFORMATION AND DATABASE SYSTEMS, ACIIDS 2018, PT II | 2018年 / 10752卷
关键词
Parallel Machine Scheduling; Constraint programming; Resources; SUBJECT;
D O I
10.1007/978-3-319-75420-8_67
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This work studies the Unrelated Parallel Machine scheduling problem subject to additional Resources (UPMR). A set of jobs are to be processed by a set of unrelated parallel machines. The processing time and the number of needed resources for each job depend on the machine processing it. Resources are renewable and available in a limited amount. The objective to minimize is the maximum completion time. We formulate the problem using a constraint programming model and solve it using the state-of-the-art solver. We compare the results of this model against the existing approaches of the literature on two sets of small and medium instances. On the set of small instances, we show that the proposed model outperforms existing approaches and optimality is attained for all instances of the set. We further investigate its performance on the medium instances and show that it is able to reach more optimal solutions than any performing approach.
引用
收藏
页码:716 / 725
页数:10
相关论文
共 50 条
  • [1] A constraint programming approach for solving unrelated parallel machine scheduling problem
    Gedik, Ridvan
    Kalathia, Darshan
    Egilmez, Gokhan
    Kirac, Emre
    COMPUTERS & INDUSTRIAL ENGINEERING, 2018, 121 : 139 - 149
  • [2] Review on unrelated parallel machine scheduling problem with additional resources
    Abed M.H.
    Kahar M.N.M.
    Iraqi Journal for Computer Science and Mathematics, 2023, 4 (02): : 224 - 237
  • [3] Using Approximation within Constraint Programming to Solve the Parallel Machine Scheduling Problem with Additional Unit Resources
    Godet, Arthur
    Lorca, Xavier
    Hebrard, Emmanuel
    Simonin, Gilles
    THIRTY-FOURTH AAAI CONFERENCE ON ARTIFICIAL INTELLIGENCE, THE THIRTY-SECOND INNOVATIVE APPLICATIONS OF ARTIFICIAL INTELLIGENCE CONFERENCE AND THE TENTH AAAI SYMPOSIUM ON EDUCATIONAL ADVANCES IN ARTIFICIAL INTELLIGENCE, 2020, 34 : 1512 - 1519
  • [4] Algorithms for the Unspecified Unrelated Parallel Machine Scheduling Problem with additional Resources
    Fanjul, Luis
    Perea, Federico
    Ruiz, Ruben
    2015 INTERNATIONAL CONFERENCE ON INDUSTRIAL ENGINEERING AND SYSTEMS MANAGEMENT (IESM), 2015, : 69 - 73
  • [5] Models and matheuristics for the unrelated parallel machine scheduling problem with additional resources
    Fanjul-Peyro, Luis
    Perea, Federico
    Ruiz, Ruben
    EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 2017, 260 (02) : 482 - 493
  • [6] Parallel Machine Scheduling with Additional Resources: A Lagrangian-Based Constraint Programming Approach
    Edis, Emrah B.
    Oguz, Ceyda
    INTEGRATION OF AI AND OR TECHNIQUES IN CONSTRAINT PROGRAMMING FOR COMBINATORIAL OPTIMIZATION PROBLEMS, 2011, 6697 : 92 - 98
  • [7] GRASP algorithm for the unrelated parallel machine scheduling problem with setup times and additional resources
    Yepes-Borrero, Juan C.
    Villa, Fulgencia
    Perea, Federico
    Pablo Caballero-Villalobos, Juan
    EXPERT SYSTEMS WITH APPLICATIONS, 2020, 141
  • [8] Solving the unrelated parallel batch machine scheduling problem with mixed-integer programming
    Bakir, Merve
    Sebatli-Saglam, Asli
    Cavdur, Fatih
    JOURNAL OF POLYTECHNIC-POLITEKNIK DERGISI, 2023, 26 (02): : 653 - 663
  • [9] Algorithms for the unrelated parallel machine scheduling problem with a resource constraint
    Fleszar, Krzysztof
    Hindi, Khalil S.
    EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 2018, 271 (03) : 839 - 848
  • [10] An Artificial Bee Colony with Adaptive Competition for the Unrelated Parallel Machine Scheduling Problem with Additional Resources and Maintenance
    Li, Mingbo
    Xiong, Huan
    Lei, Deming
    SYMMETRY-BASEL, 2022, 14 (07):