Multi-objective optimization of a sandwich rectangular-channel liquid cooling plate battery thermal management system: A deep-learning approach
Maintaining the battery's ideal temperature not only does boost its performance but also
lengthens its life span. In this regard, a sandwich cold plate design was proposed and …
lengthens its life span. In this regard, a sandwich cold plate design was proposed and …
[HTML][HTML] Nature's Load-Bearing Design Principles and Their Application in Engineering: A Review
F Breish, C Hamm, S Andresen - Biomimetics, 2024 - mdpi.com
Biological structures optimized through natural selection provide valuable insights for
engineering load-bearing components. This paper reviews six key strategies evolved in …
engineering load-bearing components. This paper reviews six key strategies evolved in …
Development of a hybrid CFD-ANN method with multi-objective optimization for airfoil-finned PCHE used in Gen-IV nuclear systems
J Ding, Q Liu, J Ke, M Deng, G Yu, Y Liang - Progress in Nuclear Energy, 2024 - Elsevier
The airfoil printed circuit heat exchanger (PCHE) is among the most promising exchangers
for the supercritical carbon dioxide Brayton cycles in Gen-IV nuclear systems due to its high …
for the supercritical carbon dioxide Brayton cycles in Gen-IV nuclear systems due to its high …
[HTML][HTML] Modelling of thermo-hydraulic behavior of a helical heat exchanger using machine learning model and fire hawk optimizer
The study of the fluid flow in heat exchangers and its related mass and heat transfer
processes is a very complicated research subject. Modeling of coupled fluid flow and heat …
processes is a very complicated research subject. Modeling of coupled fluid flow and heat …
An intelligent plate fin-and-tube heat exchanger design system through integration of CFD, NSGA-II, ANN and TOPSIS
N Sun, S Zhang, P **, N Li, S Yang, Z Li… - Expert Systems with …, 2023 - Elsevier
This paper attempts to develop an intelligent plate fin-and-tube heat exchanger (PFTHE)
design system, which is entirely self-programming, to achieve quickly design. The proposed …
design system, which is entirely self-programming, to achieve quickly design. The proposed …
Optimized design of helical-finned double pipe heat exchangers via numerical simulation and artificial intelligence
Heat exchangers are essential in industrial applications, where optimizing their design offers
significant environmental and economic benefits. However, traditional methods of …
significant environmental and economic benefits. However, traditional methods of …
A deep learning‒genetic algorithm approach for aerodynamic inverse design via optimization of pressure distribution
Conventional aerodynamic inverse design (AID) methods have major limitations in terms of
optimality and actuality of target parameter distribution. In this research, the target pressure …
optimality and actuality of target parameter distribution. In this research, the target pressure …
A parametric optimization framework for fin-and-tube heat exchangers based on response surface methodology and artificial intelligence
N Sun, S Zhang, H Guo, F Zhao, N Li, M He, Z Li… - Applied Thermal …, 2024 - Elsevier
This study presents a numerical investigation and provides a novel framework for the rapid
parametric optimization of attack angles (α) and aspect ratios (e) in plate fin-and-tube heat …
parametric optimization of attack angles (α) and aspect ratios (e) in plate fin-and-tube heat …
A bi-level real-time optimal control strategy for thermal coupled multi-zone dedicated outside air system-assisted HVAC systems
Y Liu, C Cui - Energy, 2024 - Elsevier
This paper proposes a bi-level optimal control strategy for thermally coupled multi-zone
dedicated outside air system (DOAS)-assisted HVAC systems, which integrates the deep …
dedicated outside air system (DOAS)-assisted HVAC systems, which integrates the deep …
Theoretical design and drainage characteristic of a C-type heat exchanger in duct air conditioner
S Wu, B Luo, F Li, R Zhao, D Huang - Applied Thermal Engineering, 2024 - Elsevier
The conventional duct air conditioner typically uses an A-type heat exchanger for indoor
units, which has poor drainage behavior under wet conditions. In this research, a C-type …
units, which has poor drainage behavior under wet conditions. In this research, a C-type …