Evidence map›Paper›PMID 40164723›Full record

ArticleScientific reports2025

Shape optimization of geometrically nonlinear modal coupling coefficients: an application to MEMS gyroscopes.

Daniel Schiwietz, Marian Hörsting, Eva Maria Weig, Matthias Wenzel, Peter Degenfeld-Schonburg

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 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing 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

1 citing paper in PubMed.

  1. Article
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

5 authors.

Daniel SchiwietzRobert Bosch GmbH, Corporate Sector Research and Advance Engineering, 71272, Renningen, Germany. daniel.schiwietz@de.bosch.com.
Marian HörstingRobert Bosch GmbH, Corporate Sector Research and Advance Engineering, 71272, Renningen, Germany.
Eva Maria WeigTechnical University of Munich, School of Computation, Information and Technology, 80333, Munich, Germany.
Matthias WenzelRobert Bosch GmbH, Corporate Sector Research and Advance Engineering, 71272, Renningen, Germany.
Peter Degenfeld-SchonburgRobert Bosch GmbH, Corporate Sector Research and Advance Engineering, 71272, Renningen, Germany.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Micro- and nanoelectromechanical system (MEMS and NEMS) resonators can exhibit rich nonlinear dynamics as they are often operated at large amplitudes with high quality factors and possess a high mode density with a variety of nonlinear modal couplings. Their impact is strongly influenced by internal resonance conditions and by the strength of the modal coupling coefficients. On one hand, strong nonlinear couplings are of academic interest and promise novel device concepts. On the other hand, however, they have the potential to disturb the linear system behavior on which industrial devices such as gyroscopes and micro mirrors are based. In either case, being able to optimize the coupling coefficients by design is certainly beneficial. A main source of nonlinear modal couplings are geometric nonlinearities. In this work, we apply node-based shape optimization to tune the geometrically nonlinear 3-wave coupling coefficients of a MEMS gyroscope. We demonstrate that individual coupling coefficients can be tuned over several orders of magnitude by shape optimization, while satisfying typical constraints on manufacturability and operability of the devices. The optimized designs contain unintuitive geometrical features far away from any solution an experienced human MEMS or NEMS designer could have thought of. Thus, this work demonstrates the power of shape optimization for tailoring the complex nonlinear dynamic properties of MEMS and NEMS resonators.

Indexed as

Geometric nonlinearitiesGyroscopesMEMSModal couplingNEMSShape optimization

Identifiers

PMID40164723
PMCPMC11958727

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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.