{"title":"PSO-MPC control of artificial pancreas","authors":"M. El Hachimi, A. Ballouk, A. Baghdad","doi":"10.1109/ICOA.2018.8370513","DOIUrl":null,"url":null,"abstract":"PSO tuning of Model Predictive Control (MPC) implemented in Artificial Pancreas is presented in this paper. The objective function of PSO-based MPC is defined using closed loop information to perform a minimal computation time which is achieved by a small number of iterations and a reduced population size. The controller implementation in a test platform approved by the FDA shows an acceleration in reference tracking with a reduction of overshoot and a complete avoidance of hypoglycemia.","PeriodicalId":433166,"journal":{"name":"2018 4th International Conference on Optimization and Applications (ICOA)","volume":"191 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2018-04-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"3","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"2018 4th International Conference on Optimization and Applications (ICOA)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/ICOA.2018.8370513","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 3
Abstract
PSO tuning of Model Predictive Control (MPC) implemented in Artificial Pancreas is presented in this paper. The objective function of PSO-based MPC is defined using closed loop information to perform a minimal computation time which is achieved by a small number of iterations and a reduced population size. The controller implementation in a test platform approved by the FDA shows an acceleration in reference tracking with a reduction of overshoot and a complete avoidance of hypoglycemia.