Machine learning-based optimization of air-cooled heat sinks

MR Shaeri, S Sarabi, AM Randriambololona… - Thermal Science and …, 2022 - Elsevier
Abstract Machine learning-based models using Artificial Neural Network (ANN) and greedy
search algorithm are used to optimize air-cooled parallel plate-finned heat sinks (PPFHSs) …

Laminar forced convection heat transfer from laterally perforated-finned heat sinks

MR Shaeri, R Bonner - Applied Thermal Engineering, 2017 - Elsevier
Thermal and hydraulic performance of laterally perforated-finned heat sinks (LA-PFHSs)
operating in the laminar flow regime were experimentally investigated and compared to that …

Analytical heat transfer model for laterally perforated-finned heat sinks

MR Shaeri, RW Bonner III - International Journal of Heat and Mass Transfer, 2019 - Elsevier
An analytical model is proposed to predict the average Nusselt numbers of laterally
perforated-finned heat sinks (LA-PFHSs) with high aspect ratios in forced convection laminar …

Heat transfer and pressure drop in laterally perforated-finned heat sinks across different flow regimes

MR Shaeri, R Bonner - International Communications in Heat and Mass …, 2017 - Elsevier
Experiments were performed to investigate pressure drop and forced convection heat
transfer from laterally perforated-finned heat sinks (LA-PFHSs) across a wide range of flow …

Lightweight and high-performance air-cooled heat sinks

MR Shaeri, RW Bonner - 2018 34th Thermal Measurement …, 2018 - ieeexplore.ieee.org
Rapid increases in the power density of electronic devices have resulted in a challenge of
develo** lighter cooling systems to dissipate larger amounts of heat compared with …

[PDF][PDF] Thermo-hydraulic performance of square micro pin fins under forced convection

NR Singh, S Onkar, J Ramkumar - Journal homepage: http://iieta …, 2021 - researchgate.net
Thermal management of the new generation's high performance electronic and mechanical
devices is becoming important due to their miniaturization. Conventionally, the plate fin …

[PDF][PDF] Hydrothermal performances of liquid cold plates

AM Randriambololona, MR Shaeri - The 7th World Congress on …, 2022 - avestia.com
The effect of the number of channels in a liquid cold plate (CP) on the cooling capability of
the CP was investigated through three-dimensional simulation of laminar flow and heat …

[PDF][PDF] Enhancing heat transfer rates across different flow regimes using perforatedfinned heat sinks

MR Shaeri, R Bonner, H Pearlman - ASTFE Digital Library, 2017 - dl.astfe.org
Forced convection thermal performances of perforated-finned heat sinks (PFHSs) across
different flow regimes are experimentally studied and results are compared to those for a …

[PDF][PDF] The key role of pum** power in active cooling systems

MR Shaeri - ASTFE Digital Library, 2018 - dl.astfe.org
Active air-cooled heat sinks are among the most commonly used thermal management
solutions in broad applications. Although reducing the thermal resistance of a heat sink is …

Thermal performance investigation of MMC heat sinks for low CTE electronic components cooling

P Srihari, P Narayana, GV Rao, M Rambabu… - AIP conference …, 2019 - pubs.aip.org
From the past decades, a vast amount of research is going on to find the cooling solutions
for electronics involving numerous applications. In various sectors such as CPU coolers …