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Applications of artificial neural networks for thermal analysis of heat exchangers - A review

机译:人工神经网络在热交换器热分析中的应用-综述

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摘要

Artificial neural networks (ANN) have been widely used for thermal analysis of heat exchangers during the last two decades. In this paper, the applications of ANN for thermal analysis of heat exchangers are reviewed. The reported investigations on thermal analysis of heat exchangers are categorized into four major groups, namely (i) modeling of heat exchangers, (ii) estimation of heat exchanger parameters, (iii) estimation of phase change characteristics in heat exchangers and (iv) control of heat exchangers. Most of the papers related to the applications of ANN for thermal analysis of heat exchangers are discussed. The limitations of ANN for thermal analysis of heat exchangers and its further research needs in this field are highlighted. ANN is gaining popularity as a tool, which can be successfully used for the thermal analysis of heat exchangers with acceptable accuracy. (C) 2014 Elsevier Masson SAS. All rights reserved.
机译:在过去的二十年中,人工神经网络(ANN)已广泛用于热交换器的热分析。本文综述了人工神经网络在换热器热分析中的应用。所报告的有关热交换器热分析的研究可分为四个主要类别,即(i)热交换器建模,(ii)热交换器参数估算,(iii)热交换器相变特性估算和(iv)控制热交换器。讨论了与ANN在热交换器热分析中的应用有关的大多数论文。强调了人工神经网络在热交换器热分析中的局限性及其在该领域的进一步研究需求。 ANN作为一种工具正变得越来越流行,可以成功地以可接受的精度将其用于热交换器的热分析。 (C)2014 Elsevier Masson SAS。版权所有。

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