{"title":"HxPINN:基于超网络的物理信息神经网络,用于实时监测工业热交换器","authors":"Ritam Majumdar, Vishal Jadhav, Anirudh Deodhar, Shirish Karande, Lovekesh Vig, Venkataramana Runkana","doi":"10.1080/10407790.2024.2325648","DOIUrl":null,"url":null,"abstract":"The importance of heat exchangers in achieving sustainability goals has significantly increased across industries, given their crucial role in maintaining energy efficiency. However, lack of effect...","PeriodicalId":49732,"journal":{"name":"Numerical Heat Transfer Part B-Fundamentals","volume":null,"pages":null},"PeriodicalIF":1.7000,"publicationDate":"2024-03-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"HxPINN: A hypernetwork-based physics-informed neural network for real-time monitoring of an industrial heat exchanger\",\"authors\":\"Ritam Majumdar, Vishal Jadhav, Anirudh Deodhar, Shirish Karande, Lovekesh Vig, Venkataramana Runkana\",\"doi\":\"10.1080/10407790.2024.2325648\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"The importance of heat exchangers in achieving sustainability goals has significantly increased across industries, given their crucial role in maintaining energy efficiency. However, lack of effect...\",\"PeriodicalId\":49732,\"journal\":{\"name\":\"Numerical Heat Transfer Part B-Fundamentals\",\"volume\":null,\"pages\":null},\"PeriodicalIF\":1.7000,\"publicationDate\":\"2024-03-13\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Numerical Heat Transfer Part B-Fundamentals\",\"FirstCategoryId\":\"5\",\"ListUrlMain\":\"https://doi.org/10.1080/10407790.2024.2325648\",\"RegionNum\":4,\"RegionCategory\":\"工程技术\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q3\",\"JCRName\":\"MECHANICS\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Numerical Heat Transfer Part B-Fundamentals","FirstCategoryId":"5","ListUrlMain":"https://doi.org/10.1080/10407790.2024.2325648","RegionNum":4,"RegionCategory":"工程技术","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q3","JCRName":"MECHANICS","Score":null,"Total":0}
HxPINN: A hypernetwork-based physics-informed neural network for real-time monitoring of an industrial heat exchanger
The importance of heat exchangers in achieving sustainability goals has significantly increased across industries, given their crucial role in maintaining energy efficiency. However, lack of effect...
期刊介绍:
Published 12 times per year, Numerical Heat Transfer, Part B: Fundamentals addresses all aspects of the methodology for the numerical solution of problems in heat and mass transfer as well as fluid flow. The journal’s scope also encompasses modeling of complex physical phenomena that serves as a foundation for attaining numerical solutions, and includes numerical or experimental results that support methodology development.
All submitted manuscripts are subject to initial appraisal by the Editor, and, if found suitable for further consideration, to peer review by independent, anonymous expert referees. The Editor reserves the right to reject without peer review any papers deemed unsuitable.