{"id":"https://openalex.org/W2914380891","doi":"https://doi.org/10.3103/s0146411618060056","title":"Integrating Laplacian Eigenmaps Feature Space Conversion into Deep Neural Network for Equipment Condition Assessment","display_name":"Integrating Laplacian Eigenmaps Feature Space Conversion into Deep Neural Network for Equipment Condition Assessment","publication_year":2018,"publication_date":"2018-11-01","ids":{"openalex":"https://openalex.org/W2914380891","doi":"https://doi.org/10.3103/s0146411618060056","mag":"2914380891"},"language":"en","primary_location":{"id":"doi:10.3103/s0146411618060056","is_oa":false,"landing_page_url":"https://doi.org/10.3103/s0146411618060056","pdf_url":null,"source":{"id":"https://openalex.org/S17203304","display_name":"Automatic Control and Computer Sciences","issn_l":"0146-4116","issn":["0146-4116","1558-108X"],"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/P4310320267","host_organization_name":"Pleiades Publishing","host_organization_lineage":["https://openalex.org/P4310320267","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Pleiades Publishing","Springer Nature"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Automatic Control and Computer Sciences","raw_type":"journal-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5100687093","display_name":"Sheng Guo","orcid":"https://orcid.org/0000-0001-5493-3664"},"institutions":[{"id":"https://openalex.org/I4210112851","display_name":"Cangzhou Normal University","ror":"https://ror.org/01de7qg49","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210112851"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Sheng Guo","raw_affiliation_strings":["Department of Information Engineering, Cangzhou Technical College, 061000, Cangzhou, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Information Engineering, Cangzhou Technical College, 061000, Cangzhou, China","institution_ids":["https://openalex.org/I4210112851"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100936133","display_name":"Yafei Sun","orcid":null},"institutions":[{"id":"https://openalex.org/I4210112851","display_name":"Cangzhou Normal University","ror":"https://ror.org/01de7qg49","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210112851"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yafei Sun","raw_affiliation_strings":["Department of Information Engineering, Cangzhou Technical College, 061000, Cangzhou, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Information Engineering, Cangzhou Technical College, 061000, Cangzhou, China","institution_ids":["https://openalex.org/I4210112851"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5034144380","display_name":"Fengzhi Wu","orcid":"https://orcid.org/0000-0002-9874-1450"},"institutions":[{"id":"https://openalex.org/I100248960","display_name":"Ashikaga University","ror":"https://ror.org/0330rc745","country_code":"JP","type":"education","lineage":["https://openalex.org/I100248960"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Fengzhi Wu","raw_affiliation_strings":["Natural Energy Course, Faculty of Engineering, Ashikaga Institute of Technology, 326-8558, Tochigiken, Japan"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Natural Energy Course, Faculty of Engineering, Ashikaga Institute of Technology, 326-8558, Tochigiken, Japan","institution_ids":["https://openalex.org/I100248960"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100341168","display_name":"Yuhong Li","orcid":"https://orcid.org/0000-0002-6807-4781"},"institutions":[{"id":"https://openalex.org/I4210112851","display_name":"Cangzhou Normal University","ror":"https://ror.org/01de7qg49","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210112851"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yuhong Li","raw_affiliation_strings":["Department of Information Engineering, Cangzhou Technical College, 061000, Cangzhou, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Information Engineering, Cangzhou Technical College, 061000, Cangzhou, China","institution_ids":["https://openalex.org/I4210112851"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5100687093"],"corresponding_institution_ids":["https://openalex.org/I4210112851"],"apc_list":null,"apc_paid":null,"fwci":0.1826,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.54334765,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":94},"biblio":{"volume":"52","issue":"6","first_page":"465","last_page":"475"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10220","display_name":"Machine Fault Diagnosis Techniques","score":0.9995999932289124,"subfield":{"id":"https://openalex.org/subfields/2207","display_name":"Control and Systems Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10220","display_name":"Machine Fault Diagnosis Techniques","score":0.9995999932289124,"subfield":{"id":"https://openalex.org/subfields/2207","display_name":"Control and Systems Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T12111","display_name":"Industrial Vision Systems and Defect Detection","score":0.9932000041007996,"subfield":{"id":"https://openalex.org/subfields/2209","display_name":"Industrial and Manufacturing Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10876","display_name":"Fault Detection and Control Systems","score":0.9926999807357788,"subfield":{"id":"https://openalex.org/subfields/2207","display_name":"Control and Systems Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/isomap","display_name":"Isomap","score":0.9285765886306763},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.791143000125885},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.7651360630989075},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.6381363272666931},{"id":"https://openalex.org/keywords/feature-vector","display_name":"Feature vector","score":0.6162856221199036},{"id":"https://openalex.org/keywords/principal-component-analysis","display_name":"Principal component analysis","score":0.5984621047973633},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.5831576585769653},{"id":"https://openalex.org/keywords/feature","display_name":"Feature (linguistics)","score":0.4948684573173523},{"id":"https://openalex.org/keywords/hidden-markov-model","display_name":"Hidden Markov model","score":0.48739272356033325},{"id":"https://openalex.org/keywords/transformation","display_name":"Transformation (genetics)","score":0.47236448526382446},{"id":"https://openalex.org/keywords/laplace-operator","display_name":"Laplace operator","score":0.4338235855102539},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.34405505657196045},{"id":"https://openalex.org/keywords/dimensionality-reduction","display_name":"Dimensionality reduction","score":0.2855120003223419},{"id":"https://openalex.org/keywords/nonlinear-dimensionality-reduction","display_name":"Nonlinear dimensionality reduction","score":0.1763458549976349},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.11045023798942566}],"concepts":[{"id":"https://openalex.org/C2778626561","wikidata":"https://www.wikidata.org/wiki/Q6086067","display_name":"Isomap","level":4,"score":0.9285765886306763},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.791143000125885},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.7651360630989075},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.6381363272666931},{"id":"https://openalex.org/C83665646","wikidata":"https://www.wikidata.org/wiki/Q42139305","display_name":"Feature vector","level":2,"score":0.6162856221199036},{"id":"https://openalex.org/C27438332","wikidata":"https://www.wikidata.org/wiki/Q2873","display_name":"Principal component analysis","level":2,"score":0.5984621047973633},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.5831576585769653},{"id":"https://openalex.org/C2776401178","wikidata":"https://www.wikidata.org/wiki/Q12050496","display_name":"Feature (linguistics)","level":2,"score":0.4948684573173523},{"id":"https://openalex.org/C23224414","wikidata":"https://www.wikidata.org/wiki/Q176769","display_name":"Hidden Markov model","level":2,"score":0.48739272356033325},{"id":"https://openalex.org/C204241405","wikidata":"https://www.wikidata.org/wiki/Q461499","display_name":"Transformation (genetics)","level":3,"score":0.47236448526382446},{"id":"https://openalex.org/C165700671","wikidata":"https://www.wikidata.org/wiki/Q203484","display_name":"Laplace operator","level":2,"score":0.4338235855102539},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.34405505657196045},{"id":"https://openalex.org/C70518039","wikidata":"https://www.wikidata.org/wiki/Q16000077","display_name":"Dimensionality reduction","level":2,"score":0.2855120003223419},{"id":"https://openalex.org/C151876577","wikidata":"https://www.wikidata.org/wiki/Q7049464","display_name":"Nonlinear dimensionality reduction","level":3,"score":0.1763458549976349},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.11045023798942566},{"id":"https://openalex.org/C55493867","wikidata":"https://www.wikidata.org/wiki/Q7094","display_name":"Biochemistry","level":1,"score":0.0},{"id":"https://openalex.org/C41895202","wikidata":"https://www.wikidata.org/wiki/Q8162","display_name":"Linguistics","level":1,"score":0.0},{"id":"https://openalex.org/C138885662","wikidata":"https://www.wikidata.org/wiki/Q5891","display_name":"Philosophy","level":0,"score":0.0},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0},{"id":"https://openalex.org/C104317684","wikidata":"https://www.wikidata.org/wiki/Q7187","display_name":"Gene","level":2,"score":0.0},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.3103/s0146411618060056","is_oa":false,"landing_page_url":"https://doi.org/10.3103/s0146411618060056","pdf_url":null,"source":{"id":"https://openalex.org/S17203304","display_name":"Automatic Control and Computer Sciences","issn_l":"0146-4116","issn":["0146-4116","1558-108X"],"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/P4310320267","host_organization_name":"Pleiades Publishing","host_organization_lineage":["https://openalex.org/P4310320267","https://openalex.org/P4310319965"],"host_organization_lineage_names":["Pleiades Publishing","Springer Nature"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Automatic Control and Computer Sciences","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.46000000834465027,"id":"https://metadata.un.org/sdg/7","display_name":"Affordable and clean energy"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":26,"referenced_works":["https://openalex.org/W1907953363","https://openalex.org/W1967879920","https://openalex.org/W1988455509","https://openalex.org/W2001141328","https://openalex.org/W2005297123","https://openalex.org/W2007433521","https://openalex.org/W2013115497","https://openalex.org/W2014579164","https://openalex.org/W2035094917","https://openalex.org/W2039872426","https://openalex.org/W2045709759","https://openalex.org/W2048286157","https://openalex.org/W2053186076","https://openalex.org/W2054444271","https://openalex.org/W2054773985","https://openalex.org/W2072315088","https://openalex.org/W2077773163","https://openalex.org/W2078140646","https://openalex.org/W2097308346","https://openalex.org/W2100495367","https://openalex.org/W2101976214","https://openalex.org/W2112796928","https://openalex.org/W2136922672","https://openalex.org/W2184192902","https://openalex.org/W2225448695","https://openalex.org/W2555163025"],"related_works":["https://openalex.org/W2115954360","https://openalex.org/W2079852756","https://openalex.org/W2118527389","https://openalex.org/W2350180601","https://openalex.org/W1966300657","https://openalex.org/W2374378349","https://openalex.org/W2107844881","https://openalex.org/W2353829570","https://openalex.org/W2368006862","https://openalex.org/W2167603772"],"abstract_inverted_index":{"Reliable":[0],"equipment":[1,49,113],"condition":[2,114],"assessment":[3],"technique":[4],"is":[5],"playing":[6],"an":[7],"increasingly":[8],"important":[9],"role":[10],"in":[11,52,105],"modern":[12],"industry.":[13],"This":[14],"paper":[15,107],"presents":[16],"a":[17,64],"novel":[18],"method":[19,104],"by":[20],"integrating":[21],"Laplacian":[22],"Eigenmaps":[23],"(LE)":[24],"that":[25],"transforms":[26],"data":[27,57],"features":[28,42],"from":[29],"original":[30,71],"high-dimensional":[31],"space":[32,36,76],"to":[33,37],"projected":[34],"low-dimensional":[35],"extract":[38],"the":[39,54,70,102],"more":[40,110],"representative":[41],"into":[43],"deep":[44],"neural":[45,99],"network":[46,100],"(DNN)":[47],"for":[48,60,112],"health":[50],"assessment,":[51],"which":[53],"bearing":[55],"run-to-failure":[56],"were":[58],"investigated":[59],"validation":[61],"studies.":[62],"Through":[63],"series":[65],"of":[66],"comparison":[67],"experiments":[68],"with":[69],"features,":[72],"two":[73,88],"other":[74,89],"popular":[75],"transformation":[77],"methods":[78],"principal":[79],"component":[80],"analysis":[81],"(PCA)":[82],"and":[83,87,97],"Isometric":[84],"map":[85],"(Isomap),":[86],"artificial":[90],"intelligence":[91],"algorithms":[92],"hidden":[93],"Markov":[94],"model":[95],"(HMM)":[96],"back-propagation":[98],"(BPNN),":[101],"proposed":[103],"this":[106],"was":[108],"proved":[109],"effective":[111],"evaluation.":[115]},"counts_by_year":[{"year":2022,"cited_by_count":1},{"year":2021,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
