Applications of artificial neural networks for thermal analysis of heat exchangers–a review

M Mohanraj, S Jayaraj, C Muraleedharan - International Journal of Thermal …, 2015 - Elsevier
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 …

Applications of intelligent methods in various types of heat exchangers: a review

M Ghalandari, M Irandoost Shahrestani… - Journal of Thermal …, 2021 - Springer
Heat exchangers are applicable in different industries and technologies, and their
performance is influenced by different parameters. In addition to experimental and time …

A new approach for the prediction of the heat transfer rate of the wire-on-tube type heat exchanger––use of an artificial neural network model

Y Islamoglu - Applied Thermal Engineering, 2003 - Elsevier
This study presents an application of artificial neural networks (ANNs) to predict the heat
transfer rate of the wire-on-tube type heat exchanger. A back propagation algorithm, the …

Applications of artificial neural networks for refrigeration, air-conditioning and heat pump systems—A review

M Mohanraj, S Jayaraj, C Muraleedharan - Renewable and sustainable …, 2012 - Elsevier
In this paper, an attempt has been made to review the applications of artificial neural
networks (ANN) for energy and exergy analysis of refrigeration, air conditioning and heat …

Artificial neural network modelling of the thermal performance of a compact heat exchanger

CK Tan, J Ward, SJ Wilcox, R Payne - Applied Thermal Engineering, 2009 - Elsevier
This paper reports the use of artificial neural network models to simulate the thermal
performance of a compact, fin-tube heat exchanger with air and water/ethylene glycol anti …

Heat transfer analysis of phase change process in a finned-tube thermal energy storage system using artificial neural network

K Ermis, A Erek, I Dincer - International Journal of Heat and Mass Transfer, 2007 - Elsevier
In this study, a feed-forward back-propagation artificial neural network (ANN) algorithm is
proposed for heat transfer analysis of phase change process in a finned-tube, latent heat …

Heat transfer analysis for shell-and-tube heat exchangers with experimental data by artificial neural networks approach

GN Xie, QW Wang, M Zeng, LQ Luo - Applied Thermal Engineering, 2007 - Elsevier
This work applied Artificial Neural Network (ANN) for heat transfer analysis of shell-and-tube
heat exchangers with segmental baffles or continuous helical baffles. Three heat …

A quick review of the applications of artificial neural networks (ANN) in the modelling of thermal systems

DRE Ewim, MO Okwu, EJ Onyiriuka, AS Abiodun… - 2021 - repository.up.ac.za
Thermal systems play a main role in many industrial sectors. This study is an elucidation of
the utilization of artificial neural networks (ANNs) in the modelling of thermal systems. The …

Neural network analysis of fin-tube refrigerating heat exchanger with limited experimental data

A Pacheco-Vega, M Sen, KT Yang… - International Journal of …, 2001 - Elsevier
We consider the problem of accuracy in heat rate estimations from artificial neural network
(ANN) models of heat exchangers used for refrigeration applications. Limited experimental …

Artificial neural networks (ANNs): a new paradigm for thermal science and engineering

KT Yang - 2008 - asmedigitalcollection.asme.org
The use of artificial neural network (ANN), as one of the artificial intelligence methodologies,
in a variety of real-world applications has been around for some time. However, the …