板式换热器的基本原理与数据驱动建模

Harald Kirchsteiger, Alois Resch
{"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}
引用次数: 0

摘要

对一种板式换热器在大质量流范围内的逆流和平行流布置进行了测量。利用实验数据对基于第一性原理的数学模型进行参数估计。此外,采用非线性ARX型和非线性Hammerstein型模型结构对两个基于数据的模型进行了估计。所有三种模型都考虑了系统的动态(瞬态)行为来推导流体的流出温度。对独立测量数据集的验证表明,所有模型都表现合理,每个模型在考虑的应用方面都有各自的好处。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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.
求助全文
通过发布文献求助,成功后即可免费获取论文全文。 去求助
来源期刊
自引率
0.00%
发文量
0
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术官方微信