A hybrid metaheuristic for a semiconductor production scheduling problem with deterioration effect and resource constraints

被引:0
|
作者
Shaojun Lu
Min Kong
Zhiping Zhou
Xinbao Liu
Siwen Liu
机构
[1] Hefei University of Technology,School of Management
[2] Anhui Normal University, School of Economics and Management
[3] Key Laboratory of Process Optimization and Intelligent Decision-Making of Ministry of Education,Department of Computer Science
[4] University of Texas at Dallas,undefined
来源
Operational Research | 2022年 / 22卷
关键词
Deteriorating jobs; Parallel-batching scheduling; Controllable processing time; Metaheuristics;
D O I
暂无
中图分类号
学科分类号
摘要
The scheduling of jobs and resources is challenging in semiconductor production and large-scale integrated circuit design. This paper considers a semiconductor manufacturing alliance where there are several manufacturers with limited resources, and the goal is to minimize the makespan by making decisions on resources allocation, jobs assignment, jobs batching, and batches sequencing. The job processing time is investigated based on a convex resource formulation integrated with the deterioration effect. Jobs in a single batch have the same starting and finishing time. The batch setup time is defined by the time-dependent function. Meanwhile, limited resources can be allocated to jobs to improve the production efficiency in each batch. Focusing on settings where all jobs have been assigned to manufacturers, this paper derives some important structural properties. Then, for the case with a single manufacturer, an optimal schedule rule is established to arrange jobs and resources. Furthermore, a Variable Neighborhood Search algorithm based on the Biogeography-Based Optimization is designed to solve the problem, which is proved to be NP-hard. The computational results show that our algorithm can generate more robust and appropriate schedules compared to other algorithms from the literature.
引用
收藏
页码:5405 / 5440
页数:35
相关论文
共 50 条
  • [21] Production scheduling with hybrid dynamics and constraints
    Zhai, QZ
    Guan, XH
    Gao, F
    2004 43RD IEEE CONFERENCE ON DECISION AND CONTROL (CDC), VOLS 1-5, 2004, : 2780 - 2785
  • [22] Metaheuristic Algorithms for the Bus Driver Scheduling Problem with Complex Break Constraints
    Kletzander, Lucas
    Mazzoli, Tommaso Mannelli
    Musliu, Nysret
    PROCEEDINGS OF THE 2022 GENETIC AND EVOLUTIONARY COMPUTATION CONFERENCE (GECCO'22), 2022, : 232 - 240
  • [23] A Hybrid Metaheuristic Approach to a Real World Employee Scheduling Problem
    Reid, Kenneth N.
    Li, Jingpeng
    Brownlee, Alexander
    Kern, Mathias
    Veerapen, Nadarajen
    Swan, Jerry
    Owusu, Gilbert
    PROCEEDINGS OF THE 2019 GENETIC AND EVOLUTIONARY COMPUTATION CONFERENCE (GECCO'19), 2019, : 1311 - 1318
  • [24] A hybrid metaheuristic with learning for a real supply chain scheduling problem
    Perez, Christian
    Climent, Laura
    Nicolo, Giancarlo
    Arbelaez, Alejandro
    Salido, Miguel A.
    ENGINEERING APPLICATIONS OF ARTIFICIAL INTELLIGENCE, 2023, 126
  • [25] Solving the project scheduling problem with dependent resource constraints
    Lin, Chun-Wei R.
    Lai, Yung Sheng
    Jeng, Shiou-Yun
    Hsiau, Hsian-Jong
    JOURNAL OF INDUSTRIAL AND PRODUCTION ENGINEERING, 2025, 42 (01) : 30 - 46
  • [26] On the project scheduling problem under stored resource constraints
    Gimadi, EK
    Sevastianov, SV
    Zalyubovsky, VV
    ETFA 2001: 8TH IEEE INTERNATIONAL CONFERENCE ON EMERGING TECHNOLOGIES AND FACTORY AUTOMATION, VOL 2, PROCEEDINGS, 2001, : 703 - 705
  • [27] A hybrid metaheuristic for concurrent layout and scheduling problem in a job shop environment
    Mohammad Ranjbar
    Mojtaba Najafian Razavi
    The International Journal of Advanced Manufacturing Technology, 2012, 62 : 1249 - 1260
  • [28] A hybrid metaheuristic for concurrent layout and scheduling problem in a job shop environment
    Ranjbar, Mohammad
    Razavi, Mojtaba Najafian
    INTERNATIONAL JOURNAL OF ADVANCED MANUFACTURING TECHNOLOGY, 2012, 62 (9-12): : 1249 - 1260
  • [29] A Hybrid Metaheuristic Algorithm for the Logistics Routing-Loading Scheduling Problem
    Zhen, Tong
    Zhang, Qiuwen
    2008 INTERNATIONAL CONFERENCE ON MULTIMEDIA AND INFORMATION TECHNOLOGY, PROCEEDINGS, 2008, : 39 - 42
  • [30] A hybrid metaheuristic for the vehicle routing problem with stochastic demand and duration constraints
    Mendoza, Jorge E.
    Rousseau, Louis-Martin
    Villegas, Juan G.
    JOURNAL OF HEURISTICS, 2016, 22 (04) : 539 - 566