{"title":"1型糖尿病无脉冲偏移MHE/ZMPC治疗方案的设计","authors":"M. F. Villa-Tamayo, P. Rivadeneira","doi":"10.1109/CCAC.2019.8921327","DOIUrl":null,"url":null,"abstract":"Type 1 diabetes treatment can be modeled as an impulsive control system because insulin doses are administered to the patient as small pulses and not as a continuous or discrete input. Therefore, an impulsive scheme of estimation and control is needed. Here, an impulsive MHE is designed and it is coupled with a zone MPC which allows to include the system constraints in both estimation and control problems. In addition, an offset-free strategy is added to compensate the effects of the inherent plant-model mismatch given by the physiological changes of the patient. These variations can generate an inaccurate insulin administration that produces an offset in relation to the nor-moglycemia zone and leads to hypoglycemia or hyperglycemia events. The offset-free MHE/ZMPC formulation reestablishes the normoglycemia behavior by compensating parameter variations. Variations up to 30% were considered, as well as the sensor noise from the continuous glucose monitor.","PeriodicalId":184764,"journal":{"name":"2019 IEEE 4th Colombian Conference on Automatic Control (CCAC)","volume":"1 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2019-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Design of an Impulsive Offset-Free MHE/ZMPC Scheme For Type 1 Diabetes Treatment\",\"authors\":\"M. F. Villa-Tamayo, P. Rivadeneira\",\"doi\":\"10.1109/CCAC.2019.8921327\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"Type 1 diabetes treatment can be modeled as an impulsive control system because insulin doses are administered to the patient as small pulses and not as a continuous or discrete input. Therefore, an impulsive scheme of estimation and control is needed. Here, an impulsive MHE is designed and it is coupled with a zone MPC which allows to include the system constraints in both estimation and control problems. In addition, an offset-free strategy is added to compensate the effects of the inherent plant-model mismatch given by the physiological changes of the patient. These variations can generate an inaccurate insulin administration that produces an offset in relation to the nor-moglycemia zone and leads to hypoglycemia or hyperglycemia events. The offset-free MHE/ZMPC formulation reestablishes the normoglycemia behavior by compensating parameter variations. Variations up to 30% were considered, as well as the sensor noise from the continuous glucose monitor.\",\"PeriodicalId\":184764,\"journal\":{\"name\":\"2019 IEEE 4th Colombian Conference on Automatic Control (CCAC)\",\"volume\":\"1 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2019-10-01\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"2019 IEEE 4th Colombian Conference on Automatic Control (CCAC)\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1109/CCAC.2019.8921327\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"2019 IEEE 4th Colombian Conference on Automatic Control (CCAC)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/CCAC.2019.8921327","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
Design of an Impulsive Offset-Free MHE/ZMPC Scheme For Type 1 Diabetes Treatment
Type 1 diabetes treatment can be modeled as an impulsive control system because insulin doses are administered to the patient as small pulses and not as a continuous or discrete input. Therefore, an impulsive scheme of estimation and control is needed. Here, an impulsive MHE is designed and it is coupled with a zone MPC which allows to include the system constraints in both estimation and control problems. In addition, an offset-free strategy is added to compensate the effects of the inherent plant-model mismatch given by the physiological changes of the patient. These variations can generate an inaccurate insulin administration that produces an offset in relation to the nor-moglycemia zone and leads to hypoglycemia or hyperglycemia events. The offset-free MHE/ZMPC formulation reestablishes the normoglycemia behavior by compensating parameter variations. Variations up to 30% were considered, as well as the sensor noise from the continuous glucose monitor.