[HTML][HTML] Critical review on thermohydraulic performance enhancement in channel flows: A comparative study of pin fins

A Ravanji, A Lee, J Mohammadpour… - … and Sustainable Energy …, 2023 - Elsevier
Effective thermal management is critical for optimising device performance, extending
product longevity, saving energy, protecting the environment, and avoiding thermal failures …

Review of Thermal Design of SiC Power Module for Motor Drive in Electrical Vehicle Application

P Ning, X Hui, D Li, Y Kang, J Yang… - CES Transactions on …, 2024 - ieeexplore.ieee.org
In the current vehicle electric propulsion systems, the thermal design of power modules
heavily relies on empirical knowledge, making it challenging to effectively optimize …

[HTML][HTML] Analysis of heat transfer behavior of porous wavy fin with radiation and convection by using a machine learning technique

C Kumar, P Nimmy, KV Nagaraja, RSV Kumar… - Symmetry, 2023 - mdpi.com
The impact of convection and radiation on the thermal distribution of the wavy porous fin is
examined in the present study. A hybrid model that combines the differential evolution (DE) …

Flow and heat transfer mechanism of a regenerative cooling channel mounted with pin-fins using supercritical CO2 as coolant

J Liu, M Xu, W Guo, W **, C Liu, B Sunden - International Journal of …, 2025 - Elsevier
At extremely high Mach number (Ma≥ 8), kerosene is faced with issues of cracking with a
limited heat sink for regenerative cooling. Supercritical CO 2 can be used as additional …

Improvement of turbulent flow in a bend using rotational guide vane: A shape optimization

S Yagmur, MS Gumus, S Dogan, M Kalyoncu - Physics of Fluids, 2023 - pubs.aip.org
The present study aims to minimize velocity disruption using rotational guide vane (RGV)
before the 90 pipe bend where the curvature ratio is r/D= 1.0 at Re= 3× 10 4. The …

Optimal height distribution design and experimental validation of pin-fin heat sink under natural convection based on dynamic surrogate model

W Fan, C Shi, W Liu, Z Liu - … Communications in Heat and Mass Transfer, 2024 - Elsevier
Pin-fin heat sinks are widely employed to dissipate heat from power devices under natural
convection conditions. To improve heat dissipation performance, optimization of the fin …

[HTML][HTML] A novel case of honeycomb shaped pin fin heat sink: CFD-data driven machine learning models for thermal performance prediction

KM Elahi, NM Chowdhury, MR Haque… - Case Studies in Thermal …, 2024 - Elsevier
This research explores a useful thermal engineering application utilizing novel honeycomb-
shaped pin fins heat sink (PFHS). 3D incompressible flow and heat transfer are examined …

Optimizing thermal performance of pin-fin arrays using Bayesian methods for turbine cooling

EM Mihalko, A Basak - International Journal of Heat and Mass Transfer, 2024 - Elsevier
Pin-fin arrays are crucial in the cooling of aerospace components. Specifically, pin-fins find
extensive usage in the trailing edge of turbine blades, primarily due to the harsh operating …

Rapid optimization for inner thermal layout in horizontal annuli using genetic algorithm coupled graph convolutional neural network

F Feng, YB Li, ZH Chen, WT Wu, JZ Peng… - … Communications in Heat …, 2024 - Elsevier
The present study introduces a novel optimization framework that combines a Graph
Convolutional Neural Network surrogate model with Genetic Algorithms (GCN-GA). This …

[HTML][HTML] Optimising shapes of multiple pin fins in a microchannel using deep reinforcement learning and mesh deformation techniques

A Ravanji, A Lee, J Mohammadpour… - Applied Thermal …, 2024 - Elsevier
The utilisation of advanced pin fin designs in microchannels is useful for enhancing cooling
efficiency. Advancements in machine learning and processing power have sparked interest …