Manipulation order optimization in industrial pick-and-place operations: application to textile and leather industry

IF 2.9 3区 工程技术 Q2 AUTOMATION & CONTROL SYSTEMS International Journal of Advanced Manufacturing Technology Pub Date : 2024-03-25 DOI:10.1007/s00170-024-13436-8
Francisco José Martínez-Peral, Héctor Migallón, Jorge Borrell-Méndez, Miguel Martínez-Rach, Carlos Pérez-Vidal
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Abstract

This work addresses the problem of the development of a robotic system for the picking of parts cut by a CNC machine and the optimization of the sequencing of this picking process. An automated parts collection system is optimized to reduce the time required to perform the task of both picking and the subsequent classification by the type of part. The automated picking system, which is located at the end of a cutting machine, uses a robot equipped with an additional axis to expand its working space. Therefore, in this proposal, the industrial equipment necessary to automate this process is designed and the process to be optimized is computationally modeled. In particular, three discrete optimization algorithms are analyzed, with different evolution strategies and operators, but all of them are free of specific configuration parameters. The whole process is shown in this research, from the design of the procedure to the design of the tool, the algorithm selection, and elements validation. Finally, the first steps towards its industrial implementation are presented, and the hypothesis behind this project is validated.

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工业拾放操作中的操纵顺序优化:在纺织和皮革业中的应用
这项工作的目的是开发一种机器人系统,用于拾取数控机床切割的零件,并优化拾取过程的顺序。对自动零件收集系统进行了优化,以减少执行拾取和随后按零件类型分类任务所需的时间。自动拾取系统位于切割机的末端,使用配备附加轴的机器人来扩大其工作空间。因此,在本提案中,设计了实现这一过程自动化所需的工业设备,并对需要优化的过程进行了计算建模。特别是,分析了三种离散优化算法,它们具有不同的演化策略和运算符,但都不受特定配置参数的限制。这项研究展示了从程序设计到工具设计、算法选择和要素验证的整个过程。最后,介绍了工业化实施的第一步,并验证了本项目背后的假设。
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来源期刊
CiteScore
5.70
自引率
17.60%
发文量
2008
审稿时长
62 days
期刊介绍: The International Journal of Advanced Manufacturing Technology bridges the gap between pure research journals and the more practical publications on advanced manufacturing and systems. It therefore provides an outstanding forum for papers covering applications-based research topics relevant to manufacturing processes, machines and process integration.
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