基于进化算法的工业缝纫站数字控制器设计

E. Moretti, Gustavo Gonçalves Coelho, J. Coelho
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引用次数: 0

摘要

摘要开发越来越高效的生产方法是任何公司具有竞争力的驱动因素。如今,其中许多改进包括将基于技术的解决方案集成到传统上由人类操作的流程中。在这种情况下,本工作旨在报告为半自动缝纫站开发的原型的控制器性能。该项目由葡萄牙一家生产充气结构的公司“Factory Play”在布拉干萨理工学院的技术监督下推动。目前,缝纫站的行进速度由嵌入式PID控制器调节,该控制器先前已使用经典方法进行了调整。然而,即使总体性能目前是可以接受的,也进行了关于使用基于进化的算法以获得更好的动态响应和灵活性的额外实验。本文介绍了使用这些方法获得的结果,其中可以确认使用进化算法将简化设计过程,同时始终得出合适的解决方案。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Digital Controller Design of an Industrial Sewing Station using Evolutionary Algorithms
Abstract Development of increasingly efficient production methods is a competiveness driving factor for any company. Today, many of these improvements include the integration of technology-based solutions into processes traditionally operated by humans. In this context, the present work aims to report the controller performance of a prototype developed for semi-automatic sewing stations. This project was fostered by “Factory Play”, a Portuguese company that produces inflatable structures, under the technical supervision of the Polytechnic Institute of Bragança. At the present time, the sewing station travel speed is regulated by an embedded PID controller that has been previously tuned using classical methods. However, even if the overall performance is currently acceptable, additional experiments were made regarding the use of evolutionary based algorithms to attain a better dynamic response and flexibility. This article present the results obtained using those methods where it is possible to confirm that the use of evolutionary algorithm will simplify the design process while consistently leading to a suitable solution.
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