Evidence map›Paper›PMID 40732599›Full record

ArticleSensors (Basel, Switzerland)2025

Measuring the Operating Condition of Induction Motor Using High-Sensitivity Magnetic Sensor.

Akane Kobayashi, Kenji Nakamura, Takahito Ono

Abstract read
In one paragraph

Article in Sensors (Basel, Switzerland), 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

3 authors.

Akane KobayashiDepartment of Mechanical Systems Engineering, Tohoku University, Sendai 980-8579, Japan.
Kenji NakamuraDepartment of Management Science and Technology, Tohoku University, Sendai 980-8579, Japan.ORCID 0000-0003-0531-6971
Takahito OnoDepartment of Mechanical Systems Engineering, Tohoku University, Sendai 980-8579, Japan.

Funding

Grant-in-Aid for Scientific Research (B) 25K01142Grant-in-Aid for Transformative Research Areas 24H02231JST Aspire: Adopting Sustainable Partnerships for Innovative Research Ecosystem in Semiconductor area JPMJAP2413the Japan Agency for Medical Research and Development (AMED) JP21zf0127001
6 · The paper itself

Abstract

This study aimed to monitor the operating state of an induction motor, a type of electromagnetic motor, using a highly sensitive magnetic sensor, which could be applied for anomaly detection in the future. Monitoring the health of electromagnetic motors is very important to minimize losses due to failures. Detecting anomalies using the changes compared with the initial state is a possible solution, but there are issues such as a lack of training data for machine learning and the need to install multiple sensors. Therefore, an attempt was made to acquire the various operating states of a motor from magnetic signals using a single magnetic sensor capable of non-contact measurement. The relationships between the magnetic flux density from the motor and the other motor conditions were investigated. As a result, the magnetic spectrum was found to contain information on the rotor rotation frequency, torque, and output power. Therefore, the magnetic sensor can be applied to monitor a motor's operating conditions, making it a useful tool for advanced data analysis.

Indexed as

induction motorsmagnetic sensornon-contact monitoringpowertorque

Identifiers

PMID40732599
PMCPMC12299784

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.