{"id":"https://openalex.org/W3178370922","doi":"https://doi.org/10.1155/2021/4319074","title":"Distilling the Knowledge of Multiscale Densely Connected Deep Networks in Mechanical Intelligent Diagnosis","display_name":"Distilling the Knowledge of Multiscale Densely Connected Deep Networks in Mechanical Intelligent Diagnosis","publication_year":2021,"publication_date":"2021-01-01","ids":{"openalex":"https://openalex.org/W3178370922","doi":"https://doi.org/10.1155/2021/4319074","mag":"3178370922"},"language":"en","primary_location":{"id":"doi:10.1155/2021/4319074","is_oa":true,"landing_page_url":"https://doi.org/10.1155/2021/4319074","pdf_url":"https://downloads.hindawi.com/journals/wcmc/2021/4319074.pdf","source":{"id":"https://openalex.org/S235346","display_name":"Wireless Communications and Mobile Computing","issn_l":"1530-8669","issn":["1530-8669","1530-8677"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320595","host_organization_name":"Wiley","host_organization_lineage":["https://openalex.org/P4310320595"],"host_organization_lineage_names":["Wiley"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Wireless Communications and Mobile Computing","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://downloads.hindawi.com/journals/wcmc/2021/4319074.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5100764929","display_name":"Xiaochuan Wang","orcid":"https://orcid.org/0000-0003-4892-4758"},"institutions":[{"id":"https://openalex.org/I111599522","display_name":"Jiangnan University","ror":"https://ror.org/04mkzax54","country_code":"CN","type":"education","lineage":["https://openalex.org/I111599522"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaochuan Wang","raw_affiliation_strings":["School of Artificial Intelligence and Computer Science, Jiangnan University, Wuxi, Jiangsu 214122, China","School of Artificial Intelligence and Computer Science, Jiangnan University, Wuxi, Jiangsu 214122"],"raw_orcid":"https://orcid.org/0000-0003-4892-4758","affiliations":[{"raw_affiliation_string":"School of Artificial Intelligence and Computer Science, Jiangnan University, Wuxi, Jiangsu 214122, China","institution_ids":["https://openalex.org/I111599522"]},{"raw_affiliation_string":"School of Artificial Intelligence and Computer Science, Jiangnan University, Wuxi, Jiangsu 214122","institution_ids":["https://openalex.org/I111599522"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5025902216","display_name":"A. Chen","orcid":"https://orcid.org/0000-0001-5391-9174"},"institutions":[{"id":"https://openalex.org/I111599522","display_name":"Jiangnan University","ror":"https://ror.org/04mkzax54","country_code":"CN","type":"education","lineage":["https://openalex.org/I111599522"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Aiguo Chen","raw_affiliation_strings":["School of Artificial Intelligence and Computer Science, Jiangnan University, Wuxi, Jiangsu 214122, China","School of Artificial Intelligence and Computer Science, Jiangnan University, Wuxi, Jiangsu 214122"],"raw_orcid":"https://orcid.org/0000-0001-5391-9174","affiliations":[{"raw_affiliation_string":"School of Artificial Intelligence and Computer Science, Jiangnan University, Wuxi, Jiangsu 214122, China","institution_ids":["https://openalex.org/I111599522"]},{"raw_affiliation_string":"School of Artificial Intelligence and Computer Science, Jiangnan University, Wuxi, Jiangsu 214122","institution_ids":["https://openalex.org/I111599522"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100425268","display_name":"Liang Zhang","orcid":"https://orcid.org/0000-0003-1566-4902"},"institutions":[{"id":"https://openalex.org/I111599522","display_name":"Jiangnan University","ror":"https://ror.org/04mkzax54","country_code":"CN","type":"education","lineage":["https://openalex.org/I111599522"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Liang Zhang","raw_affiliation_strings":["School of Artificial Intelligence and Computer Science, Jiangnan University, Wuxi, Jiangsu 214122, China","School of Biotechnology, Jiangnan University, Wuxi, Jiangsu 214122, China","School of Artificial Intelligence and Computer Science, Jiangnan University, Wuxi, Jiangsu 214122","School of Biotechnology, Jiangnan University, Wuxi, Jiangsu 214122"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Artificial Intelligence and Computer Science, Jiangnan University, Wuxi, Jiangsu 214122, China","institution_ids":["https://openalex.org/I111599522"]},{"raw_affiliation_string":"School of Biotechnology, Jiangnan University, Wuxi, Jiangsu 214122, China","institution_ids":["https://openalex.org/I111599522"]},{"raw_affiliation_string":"School of Artificial Intelligence and Computer Science, Jiangnan University, Wuxi, Jiangsu 214122","institution_ids":["https://openalex.org/I111599522"]},{"raw_affiliation_string":"School of Biotechnology, Jiangnan University, Wuxi, Jiangsu 214122","institution_ids":["https://openalex.org/I111599522"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5014319412","display_name":"Yi Gu","orcid":"https://orcid.org/0000-0001-7962-9466"},"institutions":[{"id":"https://openalex.org/I111599522","display_name":"Jiangnan University","ror":"https://ror.org/04mkzax54","country_code":"CN","type":"education","lineage":["https://openalex.org/I111599522"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yi Gu","raw_affiliation_strings":["School of Artificial Intelligence and Computer Science, Jiangnan University, Wuxi, Jiangsu 214122, China","School of Artificial Intelligence and Computer Science, Jiangnan University, Wuxi, Jiangsu 214122"],"raw_orcid":"https://orcid.org/0000-0001-7962-9466","affiliations":[{"raw_affiliation_string":"School of Artificial Intelligence and Computer Science, Jiangnan University, Wuxi, Jiangsu 214122, China","institution_ids":["https://openalex.org/I111599522"]},{"raw_affiliation_string":"School of Artificial Intelligence and Computer Science, Jiangnan University, Wuxi, Jiangsu 214122","institution_ids":["https://openalex.org/I111599522"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5052851783","display_name":"Mang Xu","orcid":null},"institutions":[{"id":"https://openalex.org/I111599522","display_name":"Jiangnan University","ror":"https://ror.org/04mkzax54","country_code":"CN","type":"education","lineage":["https://openalex.org/I111599522"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Mang Xu","raw_affiliation_strings":["School of Artificial Intelligence and Computer Science, Jiangnan University, Wuxi, Jiangsu 214122, China","School of Artificial Intelligence and Computer Science, Jiangnan University, Wuxi, Jiangsu 214122"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Artificial Intelligence and Computer Science, Jiangnan University, Wuxi, Jiangsu 214122, China","institution_ids":["https://openalex.org/I111599522"]},{"raw_affiliation_string":"School of Artificial Intelligence and Computer Science, Jiangnan University, Wuxi, Jiangsu 214122","institution_ids":["https://openalex.org/I111599522"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5101121980","display_name":"Haoyuan Yan","orcid":null},"institutions":[{"id":"https://openalex.org/I111599522","display_name":"Jiangnan University","ror":"https://ror.org/04mkzax54","country_code":"CN","type":"education","lineage":["https://openalex.org/I111599522"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Haoyuan Yan","raw_affiliation_strings":["School of Artificial Intelligence and Computer Science, Jiangnan University, Wuxi, Jiangsu 214122, China","School of Artificial Intelligence and Computer Science, Jiangnan University, Wuxi, Jiangsu 214122"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Artificial Intelligence and Computer Science, Jiangnan University, Wuxi, Jiangsu 214122, China","institution_ids":["https://openalex.org/I111599522"]},{"raw_affiliation_string":"School of Artificial Intelligence and Computer Science, Jiangnan University, Wuxi, Jiangsu 214122","institution_ids":["https://openalex.org/I111599522"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5025902216"],"corresponding_institution_ids":["https://openalex.org/I111599522"],"apc_list":{"value":2300,"currency":"USD","value_usd":2300},"apc_paid":{"value":2300,"currency":"USD","value_usd":2300},"fwci":1.2488,"has_fulltext":true,"cited_by_count":9,"citation_normalized_percentile":{"value":0.79202881,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":98},"biblio":{"volume":"2021","issue":"1","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10220","display_name":"Machine Fault Diagnosis Techniques","score":0.9937999844551086,"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":0.9937999844551086,"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/T12282","display_name":"Mineral Processing and Grinding","score":0.992900013923645,"subfield":{"id":"https://openalex.org/subfields/2210","display_name":"Mechanical 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/T10188","display_name":"Advanced machining processes and optimization","score":0.9889000058174133,"subfield":{"id":"https://openalex.org/subfields/2210","display_name":"Mechanical 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/computer-science","display_name":"Computer science","score":0.8996938467025757},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.5159512162208557}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.8996938467025757},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.5159512162208557}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1155/2021/4319074","is_oa":true,"landing_page_url":"https://doi.org/10.1155/2021/4319074","pdf_url":"https://downloads.hindawi.com/journals/wcmc/2021/4319074.pdf","source":{"id":"https://openalex.org/S235346","display_name":"Wireless Communications and Mobile Computing","issn_l":"1530-8669","issn":["1530-8669","1530-8677"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320595","host_organization_name":"Wiley","host_organization_lineage":["https://openalex.org/P4310320595"],"host_organization_lineage_names":["Wiley"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Wireless Communications and Mobile Computing","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:537c2bb7bb3844eab92171b0e08c43f6","is_oa":true,"landing_page_url":"https://doaj.org/article/537c2bb7bb3844eab92171b0e08c43f6","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Wireless Communications and Mobile Computing, Vol 2021 (2021)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1155/2021/4319074","is_oa":true,"landing_page_url":"https://doi.org/10.1155/2021/4319074","pdf_url":"https://downloads.hindawi.com/journals/wcmc/2021/4319074.pdf","source":{"id":"https://openalex.org/S235346","display_name":"Wireless Communications and Mobile Computing","issn_l":"1530-8669","issn":["1530-8669","1530-8677"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320595","host_organization_name":"Wiley","host_organization_lineage":["https://openalex.org/P4310320595"],"host_organization_lineage_names":["Wiley"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Wireless Communications and Mobile Computing","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/9","display_name":"Industry, innovation and infrastructure","score":0.6299999952316284}],"awards":[{"id":"https://openalex.org/G2532572552","display_name":null,"funder_award_id":"61772241","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G6009220973","display_name":null,"funder_award_id":"U20A20228","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3178370922.pdf","grobid_xml":"https://content.openalex.org/works/W3178370922.grobid-xml"},"referenced_works_count":39,"referenced_works":["https://openalex.org/W1538131130","https://openalex.org/W1821462560","https://openalex.org/W1988185109","https://openalex.org/W2025768430","https://openalex.org/W2050323089","https://openalex.org/W2063922127","https://openalex.org/W2064675550","https://openalex.org/W2097117768","https://openalex.org/W2100495367","https://openalex.org/W2163605009","https://openalex.org/W2172174689","https://openalex.org/W2194775991","https://openalex.org/W2195063230","https://openalex.org/W2258884143","https://openalex.org/W2261150424","https://openalex.org/W2337491109","https://openalex.org/W2404692435","https://openalex.org/W2766736793","https://openalex.org/W2922660557","https://openalex.org/W2923146325","https://openalex.org/W2945282332","https://openalex.org/W2946048316","https://openalex.org/W2947274212","https://openalex.org/W2961333734","https://openalex.org/W2963446712","https://openalex.org/W2966008650","https://openalex.org/W2967625104","https://openalex.org/W2971524931","https://openalex.org/W2975430529","https://openalex.org/W2990122260","https://openalex.org/W2994887188","https://openalex.org/W2995758361","https://openalex.org/W2997186014","https://openalex.org/W3006045047","https://openalex.org/W3008819860","https://openalex.org/W3009370740","https://openalex.org/W4298289240","https://openalex.org/W6637568146","https://openalex.org/W6638523607"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2748952813","https://openalex.org/W2390279801","https://openalex.org/W2358668433","https://openalex.org/W4396701345","https://openalex.org/W2376932109","https://openalex.org/W2001405890","https://openalex.org/W4396696052","https://openalex.org/W2382290278","https://openalex.org/W4395014643"],"abstract_inverted_index":{"At":[0,130],"present,":[1],"deep":[2,38,106],"neural":[3],"network":[4,39],"(DNN)":[5],"technology":[6],"is":[7,41,49],"often":[8],"used":[9,50],"in":[10,27,51],"intelligent":[11],"diagnosis":[12,150],"research.":[13],"However,":[14],"the":[15,52,59,77,93,98,105,131,141,149,155],"huge":[16],"amount":[17],"of":[18,20,62,79,100,104,111,145,154],"calculation":[19],"DNN":[21],"makes":[22,148],"it":[23],"difficult":[24],"to":[25,66],"apply":[26],"industrial":[28],"practice.":[29],"In":[30],"this":[31],"paper,":[32],"an":[33],"advanced":[34],"multiscale":[35,45],"dense":[36,88],"connection":[37,89],"MSDC\u2010NET":[40,84,112],"designed.":[42],"A":[43],"well\u2010designed":[44],"parallel":[46],"branch":[47],"module":[48,55],"network.":[53,107],"This":[54],"can":[56],"greatly":[57],"improve":[58,159],"acceptance":[60],"domain":[61],"MSDC\u2010NET,":[63,146],"so":[64,91],"as":[65],"learn":[67],"useful":[68],"information":[69],"from":[70],"input":[71],"samples":[72],"more":[73],"effectively.":[74],"Based":[75],"on":[76,113,140],"inspiration":[78],"Densely":[80],"Connected":[81],"Convolutional":[82],"Networks,":[83],"designed":[85],"a":[86],"similar":[87],"technology,":[90],"that":[92,120],"model":[94,158],"will":[95],"not":[96],"have":[97],"problem":[99],"gradient":[101],"vanishing":[102],"because":[103],"The":[108],"experimental":[109],"data":[110],"MFPT,":[114],"SEU,":[115],"and":[116,152],"Pu":[117],"datasets":[118],"show":[119],"our":[121],"method":[122],"has":[123],"higher":[124],"performance":[125],"than":[126],"other":[127],"latest":[128],"technologies.":[129],"same":[132],"time,":[133],"we":[134],"carried":[135],"out":[136],"knowledge":[137],"distillation":[138],"based":[139],"high\u2010precision":[142],"classification":[143],"level":[144],"which":[147],"ability":[151],"robustness":[153],"lightweight":[156],"CNN":[157],"significantly.":[160]},"counts_by_year":[{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":5},{"year":2022,"cited_by_count":3}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
