Evidence map›Paper›PMID 40045455›Full record

ArticleNano letters2025

Contaminant Removal Using Vibrating Surfaces: Nanoscale Insights and a Universal Scaling Law.

Rohit Pillai, David Neilan, Cameron Handel, Saikat Datta

Abstract read
In one paragraph

Article in Nano letters, 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

4 authors.

Rohit PillaiInstitute for Multiscale Thermofluids, School of Engineering, University of Edinburgh, Edinburgh EH9 3FD, United Kingdom.ORCID 0000-0003-0539-7177
David NeilanInstitute for Multiscale Thermofluids, School of Engineering, University of Edinburgh, Edinburgh EH9 3FD, United Kingdom.
Cameron HandelInstitute for Multiscale Thermofluids, School of Engineering, University of Edinburgh, Edinburgh EH9 3FD, United Kingdom.
Saikat DattaInstitute for Multiscale Thermofluids, School of Engineering, University of Edinburgh, Edinburgh EH9 3FD, United Kingdom.ORCID 0000-0001-8962-2145

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

The development of active self-cleaning surfaces, i.e., surfaces that remove nanoscale contaminants using external forces such as electric or magnetic fields, is critical to many engineering applications. The use of surface vibrations represents a promising alternative, but the underlying nanoscale physics, in the absence of an intermediate liquid medium, is poorly understood. We used molecular dynamics simulations to explore the use of ultra-high-frequency surface acoustic wave devices for contaminant removal. Our simulations reveal that there exists a critical vibrational energy threshold, determined by the amplitude and frequency of the surface vibrations, that must be surpassed to effectively dislodge contaminant particles. We derive a universal scaling law that links the characteristic size of particles to the optimal vibrational parameters required for their removal. This provides a theoretical framework to aid the development of advanced, scalable self-cleaning surfaces with applications ranging from semiconductors to large-scale industrial systems.

Indexed as

molecular dynamicsnanoparticle removalself-cleaning surfacessurface acoustic waves

Identifiers

PMID40045455
PMCPMC11926963

What OpenQuestion holds

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LicenceCC BY
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Registered trials

None linked

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.