Jérôme Mendes, Ricardo Maia, R. Araújo, G. Gouveia
{"title":"Intelligent Controller for Industrial Processes Applied to a Distributed Two-Tank System","authors":"Jérôme Mendes, Ricardo Maia, R. Araújo, G. Gouveia","doi":"10.1109/AI4I.2018.8665701","DOIUrl":null,"url":null,"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.","PeriodicalId":133657,"journal":{"name":"2018 First International Conference on Artificial Intelligence for Industries (AI4I)","volume":"1 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2018-09-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"2","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"2018 First International Conference on Artificial Intelligence for Industries (AI4I)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/AI4I.2018.8665701","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
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.