{"title":"基于鲁棒降阶模型的1型糖尿病餐后血糖调节:一种IMC方法","authors":"Krishma Prashar, Sahaj Saxena","doi":"10.1109/ICC54714.2021.9703138","DOIUrl":null,"url":null,"abstract":"The treatment of Type 1 diabetes using the artificial pancreas (AP) is considered one of the safety-critical and challenging control problems. The control law should be easily implemented with low complexity and good regulatory performances. In view of this, the present paper proposes a new model-based feedback regulation strategy in which the control-oriented insulin-glucose regulation system is simplified in such a way that the performance of the reduced-order model matches with the actual version. The dominant pole retention-like methodology is applied to obtain the reducedorder model. Now, based on the obtained reduced model, the internal model control (IMC) approach is employed to design a PI controller. Simulation studies have been conducted on the virtual patient and the applied approach produces satisfactory responses in presence of meal ingestion. The applied approach is also robust against model uncertainties.","PeriodicalId":382373,"journal":{"name":"2021 Seventh Indian Control Conference (ICC)","volume":"22 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2021-12-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"1","resultStr":"{\"title\":\"Robust Reduced-Order Model Based Postprandial Glucose Regulation in Type-1 Diabetes: An IMC Approach\",\"authors\":\"Krishma Prashar, Sahaj Saxena\",\"doi\":\"10.1109/ICC54714.2021.9703138\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"The treatment of Type 1 diabetes using the artificial pancreas (AP) is considered one of the safety-critical and challenging control problems. The control law should be easily implemented with low complexity and good regulatory performances. In view of this, the present paper proposes a new model-based feedback regulation strategy in which the control-oriented insulin-glucose regulation system is simplified in such a way that the performance of the reduced-order model matches with the actual version. The dominant pole retention-like methodology is applied to obtain the reducedorder model. Now, based on the obtained reduced model, the internal model control (IMC) approach is employed to design a PI controller. Simulation studies have been conducted on the virtual patient and the applied approach produces satisfactory responses in presence of meal ingestion. The applied approach is also robust against model uncertainties.\",\"PeriodicalId\":382373,\"journal\":{\"name\":\"2021 Seventh Indian Control Conference (ICC)\",\"volume\":\"22 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2021-12-20\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"1\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"2021 Seventh Indian Control Conference (ICC)\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1109/ICC54714.2021.9703138\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"2021 Seventh Indian Control Conference (ICC)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/ICC54714.2021.9703138","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
Robust Reduced-Order Model Based Postprandial Glucose Regulation in Type-1 Diabetes: An IMC Approach
The treatment of Type 1 diabetes using the artificial pancreas (AP) is considered one of the safety-critical and challenging control problems. The control law should be easily implemented with low complexity and good regulatory performances. In view of this, the present paper proposes a new model-based feedback regulation strategy in which the control-oriented insulin-glucose regulation system is simplified in such a way that the performance of the reduced-order model matches with the actual version. The dominant pole retention-like methodology is applied to obtain the reducedorder model. Now, based on the obtained reduced model, the internal model control (IMC) approach is employed to design a PI controller. Simulation studies have been conducted on the virtual patient and the applied approach produces satisfactory responses in presence of meal ingestion. The applied approach is also robust against model uncertainties.