Evidence map›Paper›PMID 41470521›Full record

ArticleMicromachines2025

Fourier Approximation of magMEMS Oscillations: Neural Network Space Handling.

Piotr Skrzypacz, Arman Bolatov, Andrzej Dziedzic, Grant Ellis, Kaisar Tangirbergen, Bartosz Pruchnik, Piotr Putek

Abstract read
In one paragraph

Article in Micromachines, 2025. 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.

Piotr SkrzypaczDepartment of Mathematics, School of Sciences and Humanities, Nazarbayev University, Astana 010000, Kazakhstan.ORCID 0000-0001-6422-5469
Arman BolatovDepartment of Mathematics, School of Sciences and Humanities, Nazarbayev University, Astana 010000, Kazakhstan.ORCID 0000-0002-4238-487X
Andrzej DziedzicFaculty of Electronics, Photonics and Microsystems, Wrocław University of Science and Technology, ul. Janiszewskiego 11/17, 50-372 Wrocław, Poland.ORCID 0000-0003-0008-2459
Grant EllisDepartment of Mathematics, School of Sciences and Humanities, Nazarbayev University, Astana 010000, Kazakhstan.
Kaisar TangirbergenDepartment of Mathematics, School of Sciences and Humanities, Nazarbayev University, Astana 010000, Kazakhstan.
Bartosz PruchnikFaculty of Electronics, Photonics and Microsystems, Wrocław University of Science and Technology, ul. Janiszewskiego 11/17, 50-372 Wrocław, Poland.ORCID 0000-0003-1565-7278
Piotr PutekFaculty of Electronics, Photonics and Microsystems, Wrocław University of Science and Technology, ul. Janiszewskiego 11/17, 50-372 Wrocław, Poland.ORCID 0000-0002-7350-7510

Funding

Ministry of Education and Science of the Republic of Kazakhstan P19676969National Science Centre 2024/53/B/ST7/03709
6 · The paper itself

Abstract

The initial value problem for a model of magnetic Micro-Electro-Mechanical System (magMEMS) with current-carrying conductors is considered. The model equation is a conservative MEMS oscillator due to the presence of the singular term corresponding to the magnetic force between two current-conducting wires. If the excitation parameter is below a certain threshold, the actuator oscillates. Fourier approximation of periodic solutions is enhanced by neural network space handling for both the limiting case where the geometric parameter approaches zero and the general case with arbitrary geometric parameter values. The method is validated through numerical comparisons with high-precision solutions, and its limitations are identified during the verification of experimental results. The findings can be useful for the design of magMEMS models.

Indexed as

amplitude-frequency relationconservative singular oscillatordynamic pull-inFourier approximationmagMEMSmagMEMS switchneural networksperiodic solutions

Identifiers

PMID41470521
PMCPMC12734882

What OpenQuestion holds

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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.