Artificial neural networks based optimization techniques: A review

MGM Abdolrasol, SMS Hussain, TS Ustun, MR Sarker… - Electronics, 2021 - mdpi.com
In the last few years, intensive research has been done to enhance artificial intelligence (AI)
using optimization techniques. In this paper, we present an extensive review of artificial …

Recent advances in modeling and simulation of nanofluid flows-Part I: Fundamentals and theory

O Mahian, L Kolsi, M Amani, P Estellé, G Ahmadi… - Physics reports, 2019 - Elsevier
It has been more than two decades since the discovery of nanofluids-mixtures of common
liquids and solid nanoparticles less than 100 nm in size. As a type of colloidal suspension …

Recent advances in machine learning research for nanofluid-based heat transfer in renewable energy system

P Sharma, Z Said, A Kumar, S Nizetic, A Pandey… - Energy & …, 2022 - ACS Publications
Nanofluids have gained significant popularity in the field of sustainable and renewable
energy systems. The heat transfer capacity of the working fluid has a huge impact on the …

Recent trends on nanofluid heat transfer machine learning research applied to renewable energy

T Ma, Z Guo, M Lin, Q Wang - Renewable and Sustainable Energy …, 2021 - Elsevier
Nanofluids have received increasing attention in research and development in the area of
renewable and sustainable energy systems. The addition of a small amount of high thermal …

Nanofluids as coolant in a shell and tube heat exchanger: ANN modeling and multi-objective optimization

M Hojjat - Applied Mathematics and Computation, 2020 - Elsevier
In the present study, an artificial neural network (ANN) was developed to predict the thermal
and hydrodynamic behavior of two types of Newtonian nanofluids used as coolants in a …

An updated review on application of nanofluids in flat tubes radiators for improving cooling performance

N Arora, M Gupta - Renewable and Sustainable Energy Reviews, 2020 - Elsevier
Engineers and scientists are constantly engaged in improving the cooling performance of
vehicle engine radiators to achieve the sustainable and efficient use of energy and …

Experimental investigation of convective heat transfer performance of TiN nanofluid charged U-pipe evacuated tube solar thermal collector

K Deshmukh, S Karmare, P Patil - Applied Thermal Engineering, 2023 - Elsevier
The present study investigates the convective heat transfer performance of the U-pipe
evacuated tube solar thermal collector with TiN nanofluid. TiN nanoparticles 40–50 nm in …

Multi-objective optimization of nanofluid flow in double tube heat exchangers for applications in energy systems

MH Esfe, H Hajmohammad, D Toghraie, H Rostamian… - Energy, 2017 - Elsevier
The optimization of MgO-water nanofluids in order to reduce the cost and increase the heat
transfer coefficient is investigated in this study. At first, the heat transfer coefficient is …

Artificial intelligence in the field of nanofluids: A review on applications and potential future directions

M Bahiraei, S Heshmatian, H Moayedi - Powder Technology, 2019 - Elsevier
Artificial Intelligence (AI) algorithms are becoming beneficial as substitute methods to
conventional approaches or as components of incorporated systems. They have been …

The heat transfer performances and entropy generation analysis of hybrid nanofluids in a flattened tube

G Huminic, A Huminic - International Journal of Heat and Mass Transfer, 2018 - Elsevier
This article aims to study the heat transfer performances and the degree of thermodynamic
irreversibility of two types of hybrid nanofluids, namely MWCNT+ Fe 3 O 4/water and ND+ Fe …