_version_ 1851484356455956480
author Yan Qin (118276)
author2 Ouyang Wang (21772292)
author2_role author
author_facet Yan Qin (118276)
Ouyang Wang (21772292)
author_role author
dc.creator.none.fl_str_mv Yan Qin (118276)
Ouyang Wang (21772292)
dc.date.none.fl_str_mv 2025-07-23T17:31:38Z
dc.identifier.none.fl_str_mv 10.1371/journal.pone.0322484.t005
dc.relation.none.fl_str_mv https://figshare.com/articles/dataset/Experimental_results_of_robot_fault_diagnosis_model_With_federated_learning_/29628794
dc.rights.none.fl_str_mv CC BY 4.0
info:eu-repo/semantics/openAccess
dc.subject.none.fl_str_mv Genetics
Neuroscience
Biotechnology
Evolutionary Biology
Ecology
Cancer
Infectious Diseases
Biological Sciences not elsewhere classified
Mathematical Sciences not elsewhere classified
Information Systems not elsewhere classified
potential knowledge shift
incorporating group speed
gramian angular field
experimental results demonstrate
robot &# 8217
group behavior consistency
local fault datasets
local model parameters
individual robot training
individual robot components
based fault self
federated learning framework
federated learning
local data
fault models
robot systems
robot scenarios
robot collaboration
individual robots
individual failures
direction consistency
shared learning
proposed self
collaborative self
xlink ">
trained using
topological coupling
study develops
single robots
robots due
practical requirements
multiple robots
generate two
frequency plots
encoded using
dimensional time
different robots
diagnosis model
behavioral coherence
dc.title.none.fl_str_mv Experimental results of robot fault diagnosis model (With federated learning).
dc.type.none.fl_str_mv Dataset
info:eu-repo/semantics/publishedVersion
dataset
description <p>Experimental results of robot fault diagnosis model (With federated learning).</p>
eu_rights_str_mv openAccess
id Manara_403d4ccb3b0b8e01a6037b8478f3c110
identifier_str_mv 10.1371/journal.pone.0322484.t005
network_acronym_str Manara
network_name_str ManaraRepo
oai_identifier_str oai:figshare.com:article/29628794
publishDate 2025
repository.mail.fl_str_mv
repository.name.fl_str_mv
repository_id_str
rights_invalid_str_mv CC BY 4.0
spelling Experimental results of robot fault diagnosis model (With federated learning).Yan Qin (118276)Ouyang Wang (21772292)GeneticsNeuroscienceBiotechnologyEvolutionary BiologyEcologyCancerInfectious DiseasesBiological Sciences not elsewhere classifiedMathematical Sciences not elsewhere classifiedInformation Systems not elsewhere classifiedpotential knowledge shiftincorporating group speedgramian angular fieldexperimental results demonstraterobot &# 8217group behavior consistencylocal fault datasetslocal model parametersindividual robot trainingindividual robot componentsbased fault selffederated learning frameworkfederated learninglocal datafault modelsrobot systemsrobot scenariosrobot collaborationindividual robotsindividual failuresdirection consistencyshared learningproposed selfcollaborative selfxlink ">trained usingtopological couplingstudy developssingle robotsrobots duepractical requirementsmultiple robotsgenerate twofrequency plotsencoded usingdimensional timedifferent robotsdiagnosis modelbehavioral coherence<p>Experimental results of robot fault diagnosis model (With federated learning).</p>2025-07-23T17:31:38ZDatasetinfo:eu-repo/semantics/publishedVersiondataset10.1371/journal.pone.0322484.t005https://figshare.com/articles/dataset/Experimental_results_of_robot_fault_diagnosis_model_With_federated_learning_/29628794CC BY 4.0info:eu-repo/semantics/openAccessoai:figshare.com:article/296287942025-07-23T17:31:38Z
spellingShingle Experimental results of robot fault diagnosis model (With federated learning).
Yan Qin (118276)
Genetics
Neuroscience
Biotechnology
Evolutionary Biology
Ecology
Cancer
Infectious Diseases
Biological Sciences not elsewhere classified
Mathematical Sciences not elsewhere classified
Information Systems not elsewhere classified
potential knowledge shift
incorporating group speed
gramian angular field
experimental results demonstrate
robot &# 8217
group behavior consistency
local fault datasets
local model parameters
individual robot training
individual robot components
based fault self
federated learning framework
federated learning
local data
fault models
robot systems
robot scenarios
robot collaboration
individual robots
individual failures
direction consistency
shared learning
proposed self
collaborative self
xlink ">
trained using
topological coupling
study develops
single robots
robots due
practical requirements
multiple robots
generate two
frequency plots
encoded using
dimensional time
different robots
diagnosis model
behavioral coherence
status_str publishedVersion
title Experimental results of robot fault diagnosis model (With federated learning).
title_full Experimental results of robot fault diagnosis model (With federated learning).
title_fullStr Experimental results of robot fault diagnosis model (With federated learning).
title_full_unstemmed Experimental results of robot fault diagnosis model (With federated learning).
title_short Experimental results of robot fault diagnosis model (With federated learning).
title_sort Experimental results of robot fault diagnosis model (With federated learning).
topic Genetics
Neuroscience
Biotechnology
Evolutionary Biology
Ecology
Cancer
Infectious Diseases
Biological Sciences not elsewhere classified
Mathematical Sciences not elsewhere classified
Information Systems not elsewhere classified
potential knowledge shift
incorporating group speed
gramian angular field
experimental results demonstrate
robot &# 8217
group behavior consistency
local fault datasets
local model parameters
individual robot training
individual robot components
based fault self
federated learning framework
federated learning
local data
fault models
robot systems
robot scenarios
robot collaboration
individual robots
individual failures
direction consistency
shared learning
proposed self
collaborative self
xlink ">
trained using
topological coupling
study develops
single robots
robots due
practical requirements
multiple robots
generate two
frequency plots
encoded using
dimensional time
different robots
diagnosis model
behavioral coherence