{"title":"板式换热器的基本原理与数据驱动建模","authors":"Harald Kirchsteiger, Alois Resch","doi":"10.1109/CoDIT49905.2020.9263949","DOIUrl":null,"url":null,"abstract":"A plate heat exchanger was measured in counter-flow and parallel-flow arrangement in a wide range of mass-flows. The experimental data was used to estimate parameters of a mathematical model based on first principles. Furthermore, two data-based models were estimated using a nonlinear ARX type and a nonlinear Hammerstein type of model structure. All three models consider the dynamic (transient) behaviour of the system to derive the outflow temperatures of the fluids. A validation on independent measurement data sets shows that all models perform reasonable, each having individual benefits in terms of the considered application.","PeriodicalId":355781,"journal":{"name":"2020 7th International Conference on Control, Decision and Information Technologies (CoDIT)","volume":"175 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2020-06-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"First Principles and Data-Driven Modeling of a Plate Heat Exchanger\",\"authors\":\"Harald Kirchsteiger, Alois Resch\",\"doi\":\"10.1109/CoDIT49905.2020.9263949\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"A plate heat exchanger was measured in counter-flow and parallel-flow arrangement in a wide range of mass-flows. The experimental data was used to estimate parameters of a mathematical model based on first principles. Furthermore, two data-based models were estimated using a nonlinear ARX type and a nonlinear Hammerstein type of model structure. All three models consider the dynamic (transient) behaviour of the system to derive the outflow temperatures of the fluids. A validation on independent measurement data sets shows that all models perform reasonable, each having individual benefits in terms of the considered application.\",\"PeriodicalId\":355781,\"journal\":{\"name\":\"2020 7th International Conference on Control, Decision and Information Technologies (CoDIT)\",\"volume\":\"175 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2020-06-29\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"2020 7th International Conference on Control, Decision and Information Technologies (CoDIT)\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1109/CoDIT49905.2020.9263949\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"2020 7th International Conference on Control, Decision and Information Technologies (CoDIT)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/CoDIT49905.2020.9263949","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
First Principles and Data-Driven Modeling of a Plate Heat Exchanger
A plate heat exchanger was measured in counter-flow and parallel-flow arrangement in a wide range of mass-flows. The experimental data was used to estimate parameters of a mathematical model based on first principles. Furthermore, two data-based models were estimated using a nonlinear ARX type and a nonlinear Hammerstein type of model structure. All three models consider the dynamic (transient) behaviour of the system to derive the outflow temperatures of the fluids. A validation on independent measurement data sets shows that all models perform reasonable, each having individual benefits in terms of the considered application.