Kejia Chen, M. Kishida, Nitish Nair, M. Strano, R. Braatz
{"title":"平行反应网络的参数可辨识性及其在单壁碳纳米管中的应用","authors":"Kejia Chen, M. Kishida, Nitish Nair, M. Strano, R. Braatz","doi":"10.1109/ACC.2011.5991172","DOIUrl":null,"url":null,"abstract":"The class of parameter estimation problems is characterized for which only the ratio of the model parameters can be identified. A mathematical signature is provided for identifying such systems, which include fed-batch reactors commonly operated in the chemical and biotechnology industries, in which reaction networks operate under quasi-steady-state conditions due to limiting addition of a reagent. The theoretical results are demonstrated through application to a single-walled carbon nanotube (SWNT) reaction network relevant to the design of nanobiosensors. Sensitivity analysis implies that such a quasi-steady-state operation of a fed-batch reactor results in the loss of information, in which none of the model parameters can be estimated.","PeriodicalId":225201,"journal":{"name":"Proceedings of the 2011 American Control Conference","volume":"1 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2011-08-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"2","resultStr":"{\"title\":\"Parameter identifiability in parallel reaction networks with application to single-walled carbon nanotubes\",\"authors\":\"Kejia Chen, M. Kishida, Nitish Nair, M. Strano, R. Braatz\",\"doi\":\"10.1109/ACC.2011.5991172\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"The class of parameter estimation problems is characterized for which only the ratio of the model parameters can be identified. A mathematical signature is provided for identifying such systems, which include fed-batch reactors commonly operated in the chemical and biotechnology industries, in which reaction networks operate under quasi-steady-state conditions due to limiting addition of a reagent. The theoretical results are demonstrated through application to a single-walled carbon nanotube (SWNT) reaction network relevant to the design of nanobiosensors. Sensitivity analysis implies that such a quasi-steady-state operation of a fed-batch reactor results in the loss of information, in which none of the model parameters can be estimated.\",\"PeriodicalId\":225201,\"journal\":{\"name\":\"Proceedings of the 2011 American Control Conference\",\"volume\":\"1 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2011-08-18\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"2\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Proceedings of the 2011 American Control Conference\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1109/ACC.2011.5991172\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Proceedings of the 2011 American Control Conference","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/ACC.2011.5991172","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
Parameter identifiability in parallel reaction networks with application to single-walled carbon nanotubes
The class of parameter estimation problems is characterized for which only the ratio of the model parameters can be identified. A mathematical signature is provided for identifying such systems, which include fed-batch reactors commonly operated in the chemical and biotechnology industries, in which reaction networks operate under quasi-steady-state conditions due to limiting addition of a reagent. The theoretical results are demonstrated through application to a single-walled carbon nanotube (SWNT) reaction network relevant to the design of nanobiosensors. Sensitivity analysis implies that such a quasi-steady-state operation of a fed-batch reactor results in the loss of information, in which none of the model parameters can be estimated.