Optimization of the production planning process in a nuts and dried fruits

被引:1
作者
Exposito-Marquez, Airam [1 ]
Lopez-Plata, Israel [1 ]
Exposito-Izquierdo, Christopher [1 ]
Melian-Batista, Belen [1 ]
Moreno-Vega, J. Marcos [1 ]
机构
[1] Univ La Laguna, Inst Univ Desarrollo Reg, Escuela Super Ingn & Tecnol, Dept Ingn Informat & Sistemas, Santa Cruz De Tenerife, Spain
关键词
Optimization; Heuristic; Scheduling; Optimization model; Nuts and dried fruits; MACHINE SCHEDULING PROBLEM; DEPENDENT SETUP TIMES; ELIGIBILITY; ALGORITHMS;
D O I
10.1016/j.cie.2024.110261
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
A resource-constrained machine scheduling problem is addressed in this paper. The problem arises in an industry located in the Canary Islands (Spain) and is characterized by a set of jobs to be completed on multiple processing lines, where each job has a specific processing time and a sequence-dependent setup time. The objective is to maximize the productivity of the processing lines, subject to constraints such as availability of personnel and processing lines, due dates, precedence order, and setup times, among others. In order to solve this problem, an optimization model that represents the problem as a mixed-integer program is proposed. The paper also introduces a constraint satisfaction heuristic to find near-optimal solutions of the problem. The effectiveness of the proposal is demonstrated through computational experiments on a set of real and synthetic instances, showing that the proposed technique is able to find solutions that are close to the optimal ones within a reasonable amount of time.
引用
收藏
页数:18
相关论文
共 28 条
[1]   A hybrid genetic algorithm for parallel machine scheduling with setup times A comparative study of metaheuristics on large problem instances [J].
Adan, J. .
JOURNAL OF INTELLIGENT MANUFACTURING, 2022, 33 (07) :2059-2073
[2]   A realistic variant of bi-objective unrelated parallel machine scheduling problem: NSGA-II and MOACO approaches [J].
Afzalirad, Mojtaba ;
Rezaeian, Javad .
APPLIED SOFT COMPUTING, 2017, 50 :109-123
[3]   Resource-constrained unrelated parallel machine scheduling problem with sequence dependent setup times, precedence constraints and machine eligibility restrictions [J].
Afzalirad, Mojtaba ;
Rezaeian, Javad .
COMPUTERS & INDUSTRIAL ENGINEERING, 2016, 98 :40-52
[4]  
Alasalvar C., 2020, Health Benefits of Nuts and Dried Fruits
[5]  
Alizadeh R., 2023, Journal of Industrial and Management Optimization, V19, P402
[6]   The third comprehensive survey on scheduling problems with setup times/costs [J].
Allahverdi, Ali .
EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 2015, 246 (02) :345-378
[7]   A mathematical model and heuristic algorithms for an unrelated parallel machine scheduling problem with sequence-dependent setup times, machine eligibility restrictions and a common server [J].
Bektur, Gulcin ;
Sarac, Tugba .
COMPUTERS & OPERATIONS RESEARCH, 2019, 103 :46-63
[8]   Unrelated parallel machines scheduling with dependent setup times in textile industry [J].
Berthier, A. ;
Yalaoui, A. ;
Chehade, H. ;
Yalaoui, F. ;
Amodeo, L. ;
Bouillot, C. .
COMPUTERS & INDUSTRIAL ENGINEERING, 2022, 174
[9]   Unrelated parallel machine scheduling with new criteria: Complexity and models [J].
Bitar, Abdoul ;
Dauzere-Peres, Stephane ;
Yugma, Claude .
COMPUTERS & OPERATIONS RESEARCH, 2021, 132
[10]   Constraint satisfaction problems: Algorithms and applications [J].
Brailsford, SC ;
Potts, CN ;
Smith, BM .
EUROPEAN JOURNAL OF OPERATIONAL RESEARCH, 1999, 119 (03) :557-581