Evidence map›Paper›PMID 42076205›Full record

ArticleMicromachines2026

An Integrated Hardware-Software Platform for Automated Thermodynamic Characterization of Gas-Solid Interfaces Using a Resonant Microcantilever.

Chunfeng Luo, Haitao Yu, Naidong Wang, Fan Long, Hua Hong, Weijie Zhou, Chang Chen

Abstract read
In one paragraph

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

0numbers the graph read from it
0cells of the map it votes in
0citing 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

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

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

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

7 authors.

Chunfeng LuoSchool of Microelectronics, Shanghai University, Shanghai 200444, China.ORCID 0009-0004-5711-0750
Haitao YuXiamen High-End MEMS Technology Co., Ltd., Xiamen 361001, China.
Naidong WangXiamen High-End MEMS Technology Co., Ltd., Xiamen 361001, China.
Fan LongXiamen High-End MEMS Technology Co., Ltd., Xiamen 361001, China.
Hua HongXiamen High-End MEMS Technology Co., Ltd., Xiamen 361001, China.
Weijie ZhouShanghai Lietuo Technology Co., Ltd., Shanghai 201821, China.
Chang ChenSchool of Microelectronics, Shanghai University, Shanghai 200444, China.ORCID 0000-0002-9988-930X

Funding

National Key Research and Development Program of China 2023YFF0721902National Key Research and Development Program of China 2024YFF1502703
6 · The paper itself

Abstract

Measurement of material thermodynamic parameters plays a crucial role in understanding the interactions between host materials and guest species. Therefore, developing a general-purpose system for thermodynamic parameter measurement is of great significance. In this work, a complete gas-solid interface thermodynamic parameter measurement platform was developed based on isothermal adsorption and a resonant microcantilever testing platform. Unlike conventional adsorption measurement systems that rely on manual, multi-cycle adsorption-desorption processes, the proposed platform integrates an automated hardware-software architecture together with a stepwise concentration-gradient protocol and on-chip thermal desorption, enabling continuous and efficient acquisition of adsorption isotherms. The study includes: (i) construction of an improved thermodynamic parameter extraction model based on the Sips model, (ii) development of an integrated resonant microcantilever control and acquisition module using a modified Fourier algorithm, and (iii) implementation of an automated testing and data analysis software framework developed in LabVIEW based on the Queued Message Handler (QMH) architecture. The system was validated from both hardware performance and material testing perspectives using CO

Indexed as

CO2 adsorptiongas–solid interfacehigh-precision measurementLabVIEW automationresonant microcantileverSips modelthermodynamic parameter extraction

Identifiers

PMID42076205
PMCPMC13118376

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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.