Comparison of vibration signals from four sensors in healthy and broken gearbox states.

<p>Comparison of vibration signals from four sensors in healthy and broken gearbox states.</p>

محفوظ في:
التفاصيل البيبلوغرافية
المؤلف الرئيسي: Van-Trang Nguyen (21673190) (author)
مؤلفون آخرون: Quoc Bao Diep (18452207) (author)
منشور في: 2025
الموضوعات:
الوسوم: إضافة وسم
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author Van-Trang Nguyen (21673190)
author2 Quoc Bao Diep (18452207)
author2_role author
author_facet Van-Trang Nguyen (21673190)
Quoc Bao Diep (18452207)
author_role author
dc.creator.none.fl_str_mv Van-Trang Nguyen (21673190)
Quoc Bao Diep (18452207)
dc.date.none.fl_str_mv 2025-07-07T17:58:53Z
dc.identifier.none.fl_str_mv 10.1371/journal.pone.0324905.g003
dc.relation.none.fl_str_mv https://figshare.com/articles/figure/Comparison_of_vibration_signals_from_four_sensors_in_healthy_and_broken_gearbox_states_/29495822
dc.rights.none.fl_str_mv CC BY 4.0
info:eu-repo/semantics/openAccess
dc.subject.none.fl_str_mv Biotechnology
Space Science
Biological Sciences not elsewhere classified
Information Systems not elsewhere classified
wise feature concatenation
variable operating conditions
time fourier transform
reduce maintenance costs
proposed method well
proposed method addresses
power generation facilities
improve equipment availability
extract discriminative features
deep learning architectures
based maintenance strategies
significantly higher accuracy
enhance diagnostic accuracy
computational efficiency renders
early fault detection
accurate fault detection
mixnet utilizes multi
high accuracy
operational efficiency
xlink ">
stft ).
spectrogram representations
specific expertise
severe cases
robust performance
paramount importance
novel approach
minimizes reliance
malfunctions leading
invasive monitoring
industrial environments
industrial challenges
including non
incipient faults
heavy machinery
generated via
facilitates condition
experimental results
engineering applications
energy production
critical components
costly downtime
catastrophic incidents
automotive applications
automated diagnosis
article proposes
4 minutes
29 seconds
dc.title.none.fl_str_mv Comparison of vibration signals from four sensors in healthy and broken gearbox states.
dc.type.none.fl_str_mv Image
Figure
info:eu-repo/semantics/publishedVersion
image
description <p>Comparison of vibration signals from four sensors in healthy and broken gearbox states.</p>
eu_rights_str_mv openAccess
id Manara_71dc6fe1c2c7d6d645a49c81dcef29fd
identifier_str_mv 10.1371/journal.pone.0324905.g003
network_acronym_str Manara
network_name_str ManaraRepo
oai_identifier_str oai:figshare.com:article/29495822
publishDate 2025
repository.mail.fl_str_mv
repository.name.fl_str_mv
repository_id_str
rights_invalid_str_mv CC BY 4.0
spelling Comparison of vibration signals from four sensors in healthy and broken gearbox states.Van-Trang Nguyen (21673190)Quoc Bao Diep (18452207)BiotechnologySpace ScienceBiological Sciences not elsewhere classifiedInformation Systems not elsewhere classifiedwise feature concatenationvariable operating conditionstime fourier transformreduce maintenance costsproposed method wellproposed method addressespower generation facilitiesimprove equipment availabilityextract discriminative featuresdeep learning architecturesbased maintenance strategiessignificantly higher accuracyenhance diagnostic accuracycomputational efficiency rendersearly fault detectionaccurate fault detectionmixnet utilizes multihigh accuracyoperational efficiencyxlink ">stft ).spectrogram representationsspecific expertisesevere casesrobust performanceparamount importancenovel approachminimizes reliancemalfunctions leadinginvasive monitoringindustrial environmentsindustrial challengesincluding nonincipient faultsheavy machinerygenerated viafacilitates conditionexperimental resultsengineering applicationsenergy productioncritical componentscostly downtimecatastrophic incidentsautomotive applicationsautomated diagnosisarticle proposes4 minutes29 seconds<p>Comparison of vibration signals from four sensors in healthy and broken gearbox states.</p>2025-07-07T17:58:53ZImageFigureinfo:eu-repo/semantics/publishedVersionimage10.1371/journal.pone.0324905.g003https://figshare.com/articles/figure/Comparison_of_vibration_signals_from_four_sensors_in_healthy_and_broken_gearbox_states_/29495822CC BY 4.0info:eu-repo/semantics/openAccessoai:figshare.com:article/294958222025-07-07T17:58:53Z
spellingShingle Comparison of vibration signals from four sensors in healthy and broken gearbox states.
Van-Trang Nguyen (21673190)
Biotechnology
Space Science
Biological Sciences not elsewhere classified
Information Systems not elsewhere classified
wise feature concatenation
variable operating conditions
time fourier transform
reduce maintenance costs
proposed method well
proposed method addresses
power generation facilities
improve equipment availability
extract discriminative features
deep learning architectures
based maintenance strategies
significantly higher accuracy
enhance diagnostic accuracy
computational efficiency renders
early fault detection
accurate fault detection
mixnet utilizes multi
high accuracy
operational efficiency
xlink ">
stft ).
spectrogram representations
specific expertise
severe cases
robust performance
paramount importance
novel approach
minimizes reliance
malfunctions leading
invasive monitoring
industrial environments
industrial challenges
including non
incipient faults
heavy machinery
generated via
facilitates condition
experimental results
engineering applications
energy production
critical components
costly downtime
catastrophic incidents
automotive applications
automated diagnosis
article proposes
4 minutes
29 seconds
status_str publishedVersion
title Comparison of vibration signals from four sensors in healthy and broken gearbox states.
title_full Comparison of vibration signals from four sensors in healthy and broken gearbox states.
title_fullStr Comparison of vibration signals from four sensors in healthy and broken gearbox states.
title_full_unstemmed Comparison of vibration signals from four sensors in healthy and broken gearbox states.
title_short Comparison of vibration signals from four sensors in healthy and broken gearbox states.
title_sort Comparison of vibration signals from four sensors in healthy and broken gearbox states.
topic Biotechnology
Space Science
Biological Sciences not elsewhere classified
Information Systems not elsewhere classified
wise feature concatenation
variable operating conditions
time fourier transform
reduce maintenance costs
proposed method well
proposed method addresses
power generation facilities
improve equipment availability
extract discriminative features
deep learning architectures
based maintenance strategies
significantly higher accuracy
enhance diagnostic accuracy
computational efficiency renders
early fault detection
accurate fault detection
mixnet utilizes multi
high accuracy
operational efficiency
xlink ">
stft ).
spectrogram representations
specific expertise
severe cases
robust performance
paramount importance
novel approach
minimizes reliance
malfunctions leading
invasive monitoring
industrial environments
industrial challenges
including non
incipient faults
heavy machinery
generated via
facilitates condition
experimental results
engineering applications
energy production
critical components
costly downtime
catastrophic incidents
automotive applications
automated diagnosis
article proposes
4 minutes
29 seconds