Heuristics for a Two-Stage Assembly-Type Flow Shop with Limited Waiting Time Constraints

Author:

Han Jun-HeeORCID,Lee Ju-YongORCID

Abstract

This study investigates a two-stage assembly-type flow shop with limited waiting time constraints for minimizing the makespan. The first stage consists of m machines fabricating m types of components, whereas the second stage has a single machine to assemble the components into the final product. In the flow shop, the assembly operations in the second stage should start within the limited waiting times after those components complete in the first stage. For this problem, a mixed-integer programming formulation is provided, and this formulation is used to find an optimal solution using a commercial optimization solver CPLEX. As this problem is proved to be NP-hard, various heuristic algorithms (priority rule-based list scheduling, constructive heuristic, and metaheuristic) are proposed to solve a large-scale problem within a short computation time. To evaluate the proposed algorithms, a series of computational experiments, including the calibration of the metaheuristics, were performed on randomly generated problem instances, and the results showed outperformance of the proposed iterated greedy algorithm and simulated annealing algorithm in small- and large-sized problems, respectively.

Funder

National Research Foundation of Korea

Publisher

MDPI AG

Subject

Fluid Flow and Transfer Processes,Computer Science Applications,Process Chemistry and Technology,General Engineering,Instrumentation,General Materials Science

Cited by 4 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献

1. Optimizing production logistics through advanced machine learning techniques: A study on resource allocation for small-batch and multi-variety challenges;Proceedings of the Institution of Mechanical Engineers, Part E: Journal of Process Mechanical Engineering;2024-03-11

2. A scheduling mechanism for hybrid flow shops with reworks under general queue time limits;Proceedings of the Institution of Mechanical Engineers, Part B: Journal of Engineering Manufacture;2023-06-15

3. A Two-Step Approach to Scheduling a Class of Two-Stage Flow Shops in Automotive Glass Manufacturing;Machines;2023-02-15

4. An improved multi-objective firefly algorithm for energy-efficient hybrid flowshop rescheduling problem;Journal of Cleaner Production;2023-01

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