Intelligent Controller for Industrial Processes Applied to a Distributed Two-Tank System

Jérôme Mendes, Ricardo Maia, R. Araújo, G. Gouveia
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引用次数: 2

Abstract

This paper proposes a self-evolving intelligent controller, tested under a proof of concept of a purely virtual test platform for critical cyberphysical systems in closed-loop. The controller is a fuzzy logic controller, whose structure is designed offline using only the information of the range of the variables, and then, it is online designed in an evolving way, where parameters are adjusted, and new control rules are added based on a novelty detection criterion. The controller is tested on a Two-Tank system in a closed-loop networked environmentunder a proof-of-concept platform for testing cyberphysical systems, named KhronoSim. The proposed self-evolving controller has been successfully evolved/designed, controlling the system on initially unknown regions of operation.
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工业过程智能控制器在分布式双罐系统中的应用
本文提出了一种自进化的智能控制器,并在闭环关键网络物理系统的纯虚拟测试平台的概念证明下进行了测试。该控制器是一种模糊逻辑控制器,其结构仅利用变量的范围信息离线设计,然后以进化的方式在线设计,其中参数调整,并根据新颖性检测准则添加新的控制规则。在一个名为KhronoSim的测试网络物理系统的概念验证平台下,该控制器在闭环网络环境中的双罐系统上进行了测试。所提出的自进化控制器已被成功地进化/设计,在初始未知的操作区域上控制系统。
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