一种基于激素调控机制的碳纤维张力数据驱动智能控制器
hormone regulation-inspired data-driven intelligent controller for stress control of the carbon fiber production
许多复杂工业过程中蕴含高度的随机性和动态变化,人们提出了各种基于数据的控制和优化方法,,其应用于实践的主要问题之一是无法得到较为满意的控制效果。本文从生物体内的激素抽象形成仿生调节单元,在数据驱动控制器中嵌入激素调控增强环节,对其进行结构改进和功能增强,提出了一种基于激素调控的数据驱动智能控制器。针对碳纤维原丝恒张力牵伸这一不易获取精确模型的过程控制的实验结果表明,所提出的激素调控数据驱动智能控制器提高了数据驱动控制的灵敏度和准确性,有利于纤维张力保持在持续稳定的状态。
Many complex industrial processes are featured with high uncertainty and dynamic fluctuations, a series of schemes based on the runtime data of such processes have been proposed to conduct effective control on them. However, their inability of acquiring satisfactory control performance prevents such approaches from being widely put into practice. In this paper, based on the regulating mechanism of the hormones in human body a novel bio-inspired enhancing unit is developed and then embedded to the data-driven intelligent controller As such an endocrine regulation-inspired data-driven intelligent controller is proposed. The experiments for the constant stress control of the production for the as-spun fiber of carbon fiber show the proposed controller improves the agility and accuracy of the data-driven controller by introducing the hormone regulation-inspired enhancing unit, which is beneficial for maintaining the stress of the as-spun fiber on a stable status during the production.
梁霄、丁永生、郝矿荣
材料科学自动化技术、自动化技术设备
数据驱动控制生物智能激素调控纤维生产过程
data-driven intelligent controlbio-inspired intelligencehormone regulationcarbon fiber production
梁霄,丁永生,郝矿荣.一种基于激素调控机制的碳纤维张力数据驱动智能控制器[EB/OL].(2013-01-29)[2025-08-24].http://www.paper.edu.cn/releasepaper/content/201301-1144.点此复制
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