A review on deep reinforcement learning for fluid mechanics

P Garnier, J Viquerat, J Rabault, A Larcher, A Kuhnle… - Computers & …, 2021 - Elsevier
Deep reinforcement learning (DRL) has recently been adopted in a wide range of physics
and engineering domains for its ability to solve decision-making problems that were …

Recent advancement in heat transfer and fluid flow characteristics in cross flow heat exchangers

CK Mangrulkar, AS Dhoble, S Chamoli, A Gupta… - … and Sustainable Energy …, 2019 - Elsevier
The cross-flow heat exchanger is a special type of heat exchanger involving the exchange of
heat in the case of two fluids flowing in an orthogonal direction. The heat exchanger often …

Heat Transfer Enhancement Using Al2O3-MWCNT Hybrid-Nanofluid inside a Tube/Shell Heat Exchanger with Different Tube Shapes

M Bouselsal, F Mebarek-Oudina, N Biswas, AAI Ismail - Micromachines, 2023 - mdpi.com
The high demand for compact heat exchangers has led researchers to develop high-quality
and energy-efficient heat exchangers at a lower cost than conventional ones. To address …

Constructal theory of generation of configuration in nature and engineering

A Bejan, S Lorente - Journal of applied physics, 2006 - pubs.aip.org
Constructal theory is the view that the generation of flow configuration is a physics
phenomenon that can be based on a physics principle (the constructal law):“For a finite-size …

Progress in study on constructal theory and its applications

LG Chen - Science China Technological Sciences, 2012 - Springer
The emergence and development of constructal theory, which has been a new discipline
branch to research sorts of structures in nature and engineering, are reviewed. The core of …

Melting and solidification of a phase change material with constructal tree-shaped fins for thermal energy storage

A Shukla, K Kant, PH Biwole, R Pitchumani… - Journal of Energy …, 2022 - Elsevier
Considering the increasing gap between energy demand and clean energy supply
availability, there is a strong need to impart novel design structures to effectively utilize the …

Constructal theory: from engineering to physics, and how flow systems develop shape and structure

AH Reis - 2006 - asmedigitalcollection.asme.org
Constructal theory and its applications to various fields ranging from engineering to natural
living and inanimate systems, and to social organization and economics, are reviewed in …

Transport phenomena and properties in treelike networks

P Xu, AP Sasmito, B Yu… - Applied …, 2016 - asmedigitalcollection.asme.org
Treelike structures abound in natural as well as man-made transport systems, which have
fascinated multidisciplinary researchers to study the transport phenomena and properties …

Thermal performance criteria of elliptic tube bundle in crossflow

TA Ibrahim, A Gomaa - International Journal of Thermal Sciences, 2009 - Elsevier
In this work, the thermofluid characteristics of the elliptic tube bundle in crossflow have been
investigated. Experimental and numerical investigations of the turbulent flow through bundle …

An overview on thermal and fluid flow characteristics in a plain plate finned and un-finned tube banks heat exchanger

TA Tahseen, M Ishak, MM Rahman - Renewable and Sustainable Energy …, 2015 - Elsevier
The heat exchangers have a widespread use in industrial, transportation as well as
domestic applications such as thermal power plants, means of transport, air conditioning …