2023
DOI: 10.1016/j.apenergy.2023.121889
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Deep-learning accelerating topology optimization of three-dimensional coolant channels for flow and heat transfer in a proton exchange membrane fuel cell

Hui Wang,
Zelin Wang,
Zhiguo Qu
et al.
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Cited by 10 publications
(1 citation statement)
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“…Recently, the rapid advancements in portable micro-electronic devices (e.g., mini laptops, micro biosensors, and mini unmanned aerial vehicles) have created urgent requirements to assemble a micro power source with high power density, long duration, and low cost [1][2][3]. Fuel cells serve as a highly efficient electrochemical reaction energy conversion device, which provides a promising solution to support the power of these micro-electronic devices [4][5][6]. As a kind of micro fuel cell, air-breathing proton exchange membrane fuel cells (PEMFCs) are fed by hydrogen from a micro hydrogen tank and oxygen from the air [7,8].…”
Section: Introductionmentioning
confidence: 99%
“…Recently, the rapid advancements in portable micro-electronic devices (e.g., mini laptops, micro biosensors, and mini unmanned aerial vehicles) have created urgent requirements to assemble a micro power source with high power density, long duration, and low cost [1][2][3]. Fuel cells serve as a highly efficient electrochemical reaction energy conversion device, which provides a promising solution to support the power of these micro-electronic devices [4][5][6]. As a kind of micro fuel cell, air-breathing proton exchange membrane fuel cells (PEMFCs) are fed by hydrogen from a micro hydrogen tank and oxygen from the air [7,8].…”
Section: Introductionmentioning
confidence: 99%