Evidence map›Paper›PMID 42231972›Full record

ArticleiScience2026

An approach for estimating thermoelectric module equivalent properties by thermal resistance and numerical modeling.

Minh Quang Pham, Van Luc Nguyen, Tri Quang Vo, Thong Duc Hong

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Article in iScience, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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0citing papers in PubMed
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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

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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

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0 citing papers in PubMed.

No citing paper in PubMed yet.

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

4 authors.

Minh Quang PhamFaculty of Transportation Engineering, Ho Chi Minh City University of Technology (HCMUT), Dien Hong Ward, Ho Chi Minh City 700000, Vietnam.
Van Luc NguyenFaculty of Aeronautical Engineering, Vietnam Aviation Academy, Ho Chi Minh City 700000, Vietnam.
Tri Quang VoFaculty of Transportation Engineering, Ho Chi Minh City University of Technology (HCMUT), Dien Hong Ward, Ho Chi Minh City 700000, Vietnam.
Thong Duc HongFaculty of Transportation Engineering, Ho Chi Minh City University of Technology (HCMUT), Dien Hong Ward, Ho Chi Minh City 700000, Vietnam.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Thermoelectric material properties are crucial for simulating thermoelectric modules (TEMs); yet, determining them requires complex and costly experiments due to temperature-dependent behavior and parasitic losses. This work proposes an approach for estimating TEM's equivalent properties from its output characteristics using thermal resistance (TRM) and numerical simulation modeling (NSM) accessibly, cost-effectively, and time-efficiently. Sensitivity analysis and cross-module validation confirm the method's reliability. The obtained equivalent property sets enable accurate prediction of TEM's output characteristics for the TRM and NSM compared with manufacturer data, with deviations of open-circuit voltage, maximum power, and conversion rate of 0.87%, 2.53%, and 3.07% for TRM, and 0.91%, 2.51%, and 3.24% for NSM, respectively. This finding implies that a TRM of TEMs can replace NSM in large-scale simulations, saving resources while ensuring accuracy. The proposed approach makes determining TEM properties less challenging; also, the equivalent properties reduce computational efforts required for simulating the thermoelectric generator system characteristics.

Indexed as

EngineeringMaterials sciencePhysics

Identifiers

PMID42231972
PMCPMC13223961

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Registered trials

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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.