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人机协作的并行装配线平衡:问题定义、数学模型与禁忌搜索方法

Balancing parallel assembly lines with human-robot collaboration: problem definition, mathematical model and tabu search approach

International Journal of Production Research · 2024
被引 24
ABS 3

中文导读

研究了人机协作在并行装配线中的应用,提出了最小化节拍时间的混合整数规划模型和禁忌搜索算法,实验表明该方法能显著提升效率和灵活性。

Abstract

Human-robot collaboration (HRC), as an emerging production mode, has garnered significant attention in the context of the growing smart manufacturing. This study aims to investigate the application of human-robot collaboration in parallel assembly lines and explore its potential for improving productivity, resource utilisation and flexibility. To the best of our knowledge, this is one of the first attempts to consider the combination of parallel assembly line balancing problem (PALBP) and human-robot collaboration. In this study, the parallel assembly line balancing problem with human-robot collaboration (PALBP-HRC) is introduced and characterised. The collaboration mode allows human workers and robots to execute tasks both in parallel and in collaboration. A mixed-integer programming model (MIP) that minimises the cycle time is formulated and a lower bound is proposed. Due to the NP-hardness, we develop an adapted tabu search (TS) algorithm specifically tailored for problem characterisation. Experimental results indicate that the proposed TS algorithm achieves competing performance compared to the MIP and other algorithms, including genetic algorithm (GA) and simulated annealing (SA) algorithm. The comparison between PALBP and PALBP-HRC demonstrates that the integration of human-robot collaboration to parallel assembly line can achieve significant improvements in efficiency and flexibility.

人机协作装配线平衡智能制造优化算法