An Edge-Computing Sensor Platform for ISO 2631-1 Whole-Body Vibration Exposure Metrics.

Shenshi Jiang, Xiaoxiao Bu, Jane L Whitelaw, Enbang Li

Abstract read

In one paragraph

Article in Sensors (Basel, Switzerland), 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

4 authors.

Shenshi JiangSchool of Mathematics and Physics, University of Wollongong, Wollongong, NSW 2522, Australia.ORCID 0009-0000-1662-0106

Xiaoxiao BuSchool of Engineering, University of Wollongong, Wollongong, NSW 2522, Australia.ORCID 0009-0000-7959-7097

Jane L WhitelawSchool of Medical, Indigenous and Health Sciences, University of Wollongong, Wollongong, NSW 2522, Australia.ORCID 0000-0003-2077-9640

Enbang LiSchool of Mathematics and Physics, University of Wollongong, Wollongong, NSW 2522, Australia.ORCID 0000-0001-7655-514X

Funding

Australian Research Council IC220100028Coal Services Health and Safety Trust CS20658

6 · The paper itself

Abstract

Timely feedback on whole-body vibration (WBV) exposure requires standardised metrics during measurement, yet many workflows record raw acceleration for offline processing, delaying feedback and increasing the data burden for bandwidth-constrained deployment. This paper presents a sensing node computing ISO 2631-1/AS 2670.1 exposure metrics on-device and transmitting metric records, not waveforms. The node combines an LIS2DH microelectromechanical systems (MEMS) accelerometer with an RP2040 microcontroller to calculate weighted root-mean-square (RMS) acceleration, daily exposure

Indexed as

AccelerometryVibrationAlgorithmsEquipment DesignHumansMicro-Electrical-Mechanical SystemsAS 2670.1edge computingexposure metricsfrequency weightingInternet of Things (IoT)ISO 2631-1MEMS accelerometermetric-level telemetrywhole-body vibration

Identifiers

PMID42817571

DOI10.3390/s26185937

PMCPMC13611627

What OpenQuestion holds

Textmetadata

Read underepoch 390

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.