{"title":"人工胰腺模型预测控制器的研制","authors":"M. Hachimi, A. Ballouk, I. Khelafa, A. Baghdad","doi":"10.1109/EITECH.2017.8255244","DOIUrl":null,"url":null,"abstract":"Introduction·. Type 1 diabetes occurs when beta cells are destroyed by the body's own immune system. Treatment of type 1 diabetes mellitus could be greatly improved by applying a closed-loop control strategy to insulin delivery, also known as an Artificial Pancreas (AP). Method: In this paper we present a new formulation of the cost function for an MPC utilizing a technic which accelerate the speed of control of the AP and tackle the nonlinearity of the control problem via asymmetric objective functions. Finding: The finding of this work consist on a new Model Predictive Control algorithm that lead to good performances like decreasing the time of hyperglycaemia and avoiding hypoglycaemia. Conclusion: This performances are validated under in silico trials.","PeriodicalId":447139,"journal":{"name":"2017 International Conference on Electrical and Information Technologies (ICEIT)","volume":"1 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2017-11-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Development of a model predictive controller for an artificial pancreas\",\"authors\":\"M. Hachimi, A. Ballouk, I. Khelafa, A. Baghdad\",\"doi\":\"10.1109/EITECH.2017.8255244\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"Introduction·. Type 1 diabetes occurs when beta cells are destroyed by the body's own immune system. Treatment of type 1 diabetes mellitus could be greatly improved by applying a closed-loop control strategy to insulin delivery, also known as an Artificial Pancreas (AP). Method: In this paper we present a new formulation of the cost function for an MPC utilizing a technic which accelerate the speed of control of the AP and tackle the nonlinearity of the control problem via asymmetric objective functions. Finding: The finding of this work consist on a new Model Predictive Control algorithm that lead to good performances like decreasing the time of hyperglycaemia and avoiding hypoglycaemia. Conclusion: This performances are validated under in silico trials.\",\"PeriodicalId\":447139,\"journal\":{\"name\":\"2017 International Conference on Electrical and Information Technologies (ICEIT)\",\"volume\":\"1 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2017-11-01\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"2017 International Conference on Electrical and Information Technologies (ICEIT)\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1109/EITECH.2017.8255244\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"2017 International Conference on Electrical and Information Technologies (ICEIT)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/EITECH.2017.8255244","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
Development of a model predictive controller for an artificial pancreas
Introduction·. Type 1 diabetes occurs when beta cells are destroyed by the body's own immune system. Treatment of type 1 diabetes mellitus could be greatly improved by applying a closed-loop control strategy to insulin delivery, also known as an Artificial Pancreas (AP). Method: In this paper we present a new formulation of the cost function for an MPC utilizing a technic which accelerate the speed of control of the AP and tackle the nonlinearity of the control problem via asymmetric objective functions. Finding: The finding of this work consist on a new Model Predictive Control algorithm that lead to good performances like decreasing the time of hyperglycaemia and avoiding hypoglycaemia. Conclusion: This performances are validated under in silico trials.