Evidence map›Paper›PMID 40481180›Full record

ArticleScientific reports2025

Multifunctional gradations of TPMS architected heat exchanger for enhancements in flow and heat exchange performances.

Seo-Hyeon Oh, Jeong Eun Kim, Chan Hui Jang, Jungwoo Kim, Chang Yong Park, Keun Park

Abstract read
In one paragraph

Article in Scientific reports, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 4 papers.

0numbers the graph read from it
0cells of the map it votes in
4citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

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Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

4 citing papers in PubMed.

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4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

6 authors.

Seo-Hyeon OhDepartment of Mechanical Design and Robot Engineering, Seoul National University of Science and Technology, Seoul, Republic of Korea.
Jeong Eun KimDepartment of Mechanical Design and Robot Engineering, Seoul National University of Science and Technology, Seoul, Republic of Korea.
Chan Hui JangDepartment of Mechanical System Design Engineering, Seoul National University of Science and Technology, 232 Gongneung-ro, Nowon-gu, Seoul, 01811, Republic of Korea.
Jungwoo KimDepartment of Mechanical Design and Robot Engineering, Seoul National University of Science and Technology, Seoul, Republic of Korea.
Chang Yong ParkDepartment of Mechanical Design and Robot Engineering, Seoul National University of Science and Technology, Seoul, Republic of Korea.
Keun ParkDepartment of Mechanical Design and Robot Engineering, Seoul National University of Science and Technology, Seoul, Republic of Korea. kpark@seoultech.ac.kr.

Funding

Seoul National University of Science and Technology 2024-0903
6 · The paper itself

Abstract

Heat exchangers (HXs) based on triply periodic minimal surface (TPMS) architectures have recently attracted significant interest due to their continuous and smooth shell structures with extensive surface areas. This study proposes an efficient design methodology for TPMS-based HXs by employing three gradation strategies to enhance their thermofluidic performance: (i) filtering gradation to guide hot and cold fluids through designated inlet and outlet regions with reduced flow resistance; (ii) cell-size gradation to ensure uniform flow distribution by reducing dead zones; and (iii) level-set gradation to maintain a minimum allowable wall thickness under cell-size variations. These multifunctional gradations are realized through adaptive manipulation of the signed distance fields for TPMS formulations. Computational fluid dynamics simulations were performed for various HX designs, identifying a graded design with cell sizes ranging from 6 to 10 mm as optimal for minimizing local flow stagnation. The optimized HX was fabricated via additive manufacturing and validated experimentally. Experimental results revealed a 30% improvement in heat exchange capacity with only a 0.3 kPa increase in pressure drop, resulting in a 28% enhancement in the overall heat exchange performance. These findings demonstrate that the multifunctional gradation approach enables the optimal design of TPMS-based HXs with superior thermofluidic performance and structural integrity.

Indexed as

Additive manufacturingComputational fluid dynamics (CFD)Functional gradationHeat exchangerTriply periodic minimal surface (TPMS)

Identifiers

PMID40481180
PMCPMC12144117

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.