[HTML][HTML] Artificial intelligence models for refrigeration, air conditioning and heat pump systems

DS Adelekan, OS Ohunakin, BS Paul - Energy Reports, 2022 - Elsevier
Artificial intelligence (AI) models for refrigeration, heat pumps, and air conditioners have
emerged in recent decades. The universal approximation accuracy and prediction …

Energy consumption prediction using machine learning; a review

A Mosavi, A Bahmani - 2019 - preprints.org
Abstract Machine learning (ML) methods has recently contributed very well in the
advancement of the prediction models used for energy consumption. Such models highly …

Numerical (CFD) and experimental analysis of hybrid household refrigerator including thermoelectric and vapour compression cooling systems

E Söylemez, E Alpman, A Onat, Y Yükselentürk… - International Journal of …, 2019 - Elsevier
Numerical and experimental analysis of a previously investigated hybrid household
refrigerator (HHR), HHR I, were conducted in this study. To determine the optimum location …

The impact of refrigerant leakage on the dynamic operating performance of R600a refrigerator systems

S Zhang, Z Yang, H He, Y Zhao, S Hao, Z Hou… - Applied Thermal …, 2024 - Elsevier
Refrigerant leakage in refrigeration and freezing systems reduces efficiency and even
results in reliable risks like insufficient cooling and component damage. This paper …

Layout optimization of two autonomous underwater vehicles for drag reduction with a combined CFD and neural network method

W Tian, Z Mao, F Zhao, Z Zhao - Complexity, 2017 - Wiley Online Library
This paper presents an optimization method for the design of the layout of an autonomous
underwater vehicles (AUV) fleet to minimize the drag force. The layout of the AUV fleet is …

Temperature and energy performance of domestic cold appliances in households in England

A Biglia, AJ Gemmell, HJ Foster, JA Evans - International Journal of …, 2018 - Elsevier
This paper reports the results of a large-scale survey in which 998 cold appliances were
monitored in 766 properties in England. No surveys published to date analyse such a large …

Flow and heat transfer analysis of a domestic refrigerator with complex wall conditions

P Cui, L He, X Mo - Applied Thermal Engineering, 2022 - Elsevier
The heat transfer and temperature distributions inside the compartments and walls for a
domestic refrigerator are vital to food storage and energy consumption. The refrigerator …

Temperature uniformity analysis of a domestic refrigerator with different multi-duct shapes

JH Wie, HW Cho, YG Park, YS Kim, YM Seo… - Applied Thermal …, 2021 - Elsevier
Experimental and numerical investigations were performed to improve the temperature
uniformity in a top-freezer refrigerator system with an evaporator and a multi-duct system. In …

A genetic algorithm based multi-objective optimization of squealer tip geometry in axial flow turbines: a constant tip gap approach

H Maral, CB Şenel, K Deveci… - Journal of Fluids …, 2020 - asmedigitalcollection.asme.org
Tip clearance is a crucial aspect of turbomachines in terms of aerodynamic and thermal
performance. A gap between the blade tip surface and the stationary casing must be …

Integrated multi-objective optimization of a horizontal evaporator structure in domestic refrigerators: Comparison between the semi-empirical model and GMDH neural …

C Ni, H Huang, P Cui, Q Ke, S Tan, KT Ooi… - Applied Thermal …, 2025 - Elsevier
In this paper, an Integrated Multi-Objective Optimization for optimising the horizontal
evaporator structure of a domestic refrigerator is proposed by comparing the semi-empirical …