{"id":"https://openalex.org/W2949563680","doi":"https://doi.org/10.1155/2019/8431784","title":"Intelligent Turning Tool Monitoring with Neural Network Adaptive Learning","display_name":"Intelligent Turning Tool Monitoring with Neural Network Adaptive Learning","publication_year":2019,"publication_date":"2019-01-01","ids":{"openalex":"https://openalex.org/W2949563680","doi":"https://doi.org/10.1155/2019/8431784","mag":"2949563680"},"language":"en","primary_location":{"id":"doi:10.1155/2019/8431784","is_oa":true,"landing_page_url":"https://doi.org/10.1155/2019/8431784","pdf_url":"https://downloads.hindawi.com/journals/complexity/2019/8431784.pdf","source":{"id":"https://openalex.org/S207319443","display_name":"Complexity","issn_l":"1076-2787","issn":["1076-2787","1099-0526"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319869","host_organization_name":"Hindawi Publishing Corporation","host_organization_lineage":["https://openalex.org/P4310319869"],"host_organization_lineage_names":["Hindawi Publishing Corporation"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Complexity","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://downloads.hindawi.com/journals/complexity/2019/8431784.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5100694109","display_name":"Maohua Du","orcid":"https://orcid.org/0000-0002-2978-1985"},"institutions":[{"id":"https://openalex.org/I10660446","display_name":"Kunming University of Science and Technology","ror":"https://ror.org/00xyeez13","country_code":"CN","type":"education","lineage":["https://openalex.org/I10660446"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Maohua Du","raw_affiliation_strings":["Department of Mechanical Engineering, Kunming University of Science and Technology, Kunming 650500, China"],"affiliations":[{"raw_affiliation_string":"Department of Mechanical Engineering, Kunming University of Science and Technology, Kunming 650500, China","institution_ids":["https://openalex.org/I10660446"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100628885","display_name":"Peixin Wang","orcid":"https://orcid.org/0000-0003-3241-0023"},"institutions":[{"id":"https://openalex.org/I10660446","display_name":"Kunming University of Science and Technology","ror":"https://ror.org/00xyeez13","country_code":"CN","type":"education","lineage":["https://openalex.org/I10660446"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Peixin Wang","raw_affiliation_strings":["Department of Mechanical Engineering, Kunming University of Science and Technology, Kunming 650500, China"],"affiliations":[{"raw_affiliation_string":"Department of Mechanical Engineering, Kunming University of Science and Technology, Kunming 650500, China","institution_ids":["https://openalex.org/I10660446"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5110955326","display_name":"Junhua Wang","orcid":"https://orcid.org/0009-0008-7113-0036"},"institutions":[{"id":"https://openalex.org/I99065089","display_name":"Tsinghua University","ror":"https://ror.org/03cve4549","country_code":"CN","type":"education","lineage":["https://openalex.org/I99065089"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Junhua Wang","raw_affiliation_strings":["Department of Mechanical Engineering, Tsinghua University, Beijing 100084, China"],"affiliations":[{"raw_affiliation_string":"Department of Mechanical Engineering, Tsinghua University, Beijing 100084, China","institution_ids":["https://openalex.org/I99065089"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101724381","display_name":"Zheng Yong Cheng","orcid":"https://orcid.org/0000-0003-0814-8328"},"institutions":[{"id":"https://openalex.org/I10660446","display_name":"Kunming University of Science and Technology","ror":"https://ror.org/00xyeez13","country_code":"CN","type":"education","lineage":["https://openalex.org/I10660446"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zheng Cheng","raw_affiliation_strings":["Department of Mechanical Engineering, Kunming University of Science and Technology, Kunming 650500, China"],"affiliations":[{"raw_affiliation_string":"Department of Mechanical Engineering, Kunming University of Science and Technology, Kunming 650500, China","institution_ids":["https://openalex.org/I10660446"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5079522079","display_name":"Shensong Wang","orcid":"https://orcid.org/0000-0001-7010-1649"},"institutions":[{"id":"https://openalex.org/I10660446","display_name":"Kunming University of Science and Technology","ror":"https://ror.org/00xyeez13","country_code":"CN","type":"education","lineage":["https://openalex.org/I10660446"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shensong Wang","raw_affiliation_strings":["Department of Mechanical Engineering, Kunming University of Science and Technology, Kunming 650500, China"],"affiliations":[{"raw_affiliation_string":"Department of Mechanical Engineering, Kunming University of Science and Technology, Kunming 650500, China","institution_ids":["https://openalex.org/I10660446"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5100694109"],"corresponding_institution_ids":["https://openalex.org/I10660446"],"apc_list":{"value":2300,"currency":"USD","value_usd":2300},"apc_paid":{"value":2300,"currency":"USD","value_usd":2300},"fwci":1.3336,"has_fulltext":true,"cited_by_count":21,"citation_normalized_percentile":{"value":0.78414426,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":98},"biblio":{"volume":"2019","issue":"1","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10188","display_name":"Advanced machining processes and optimization","score":0.9998999834060669,"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"}},"topics":[{"id":"https://openalex.org/T10188","display_name":"Advanced machining processes and optimization","score":0.9998999834060669,"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/T11451","display_name":"Advanced Machining and Optimization Techniques","score":0.9983999729156494,"subfield":{"id":"https://openalex.org/subfields/2208","display_name":"Electrical and Electronic 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/T11301","display_name":"Advanced Surface Polishing Techniques","score":0.9943000078201294,"subfield":{"id":"https://openalex.org/subfields/2204","display_name":"Biomedical 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/artificial-neural-network","display_name":"Artificial neural network","score":0.68861323595047},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6839330196380615},{"id":"https://openalex.org/keywords/wavelet","display_name":"Wavelet","score":0.5557538270950317},{"id":"https://openalex.org/keywords/matlab","display_name":"MATLAB","score":0.5398899912834167},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.49519839882850647},{"id":"https://openalex.org/keywords/signal","display_name":"SIGNAL (programming language)","score":0.4606471359729767},{"id":"https://openalex.org/keywords/feature-extraction","display_name":"Feature extraction","score":0.43704456090927124},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.41717225313186646},{"id":"https://openalex.org/keywords/real-time-computing","display_name":"Real-time computing","score":0.33064424991607666}],"concepts":[{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.68861323595047},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6839330196380615},{"id":"https://openalex.org/C47432892","wikidata":"https://www.wikidata.org/wiki/Q831390","display_name":"Wavelet","level":2,"score":0.5557538270950317},{"id":"https://openalex.org/C2780365114","wikidata":"https://www.wikidata.org/wiki/Q169478","display_name":"MATLAB","level":2,"score":0.5398899912834167},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.49519839882850647},{"id":"https://openalex.org/C2779843651","wikidata":"https://www.wikidata.org/wiki/Q7390335","display_name":"SIGNAL (programming language)","level":2,"score":0.4606471359729767},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.43704456090927124},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.41717225313186646},{"id":"https://openalex.org/C79403827","wikidata":"https://www.wikidata.org/wiki/Q3988","display_name":"Real-time computing","level":1,"score":0.33064424991607666},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C199360897","wikidata":"https://www.wikidata.org/wiki/Q9143","display_name":"Programming language","level":1,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1155/2019/8431784","is_oa":true,"landing_page_url":"https://doi.org/10.1155/2019/8431784","pdf_url":"https://downloads.hindawi.com/journals/complexity/2019/8431784.pdf","source":{"id":"https://openalex.org/S207319443","display_name":"Complexity","issn_l":"1076-2787","issn":["1076-2787","1099-0526"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319869","host_organization_name":"Hindawi Publishing Corporation","host_organization_lineage":["https://openalex.org/P4310319869"],"host_organization_lineage_names":["Hindawi Publishing Corporation"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Complexity","raw_type":"journal-article"},{"id":"pmh:oai:RePEc:hin:complx:8431784","is_oa":false,"landing_page_url":"http://downloads.hindawi.com/journals/8503/2019/8431784.xml","pdf_url":null,"source":{"id":"https://openalex.org/S4306401271","display_name":"RePEc: Research Papers in Economics","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I77793887","host_organization_name":"Federal Reserve Bank of St. Louis","host_organization_lineage":["https://openalex.org/I77793887"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"article"},{"id":"pmh:oai:doaj.org/article:880a6efd45024c5f84d01ec3467b07bf","is_oa":true,"landing_page_url":"https://doaj.org/article/880a6efd45024c5f84d01ec3467b07bf","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":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Complexity, Vol 2019 (2019)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1155/2019/8431784","is_oa":true,"landing_page_url":"https://doi.org/10.1155/2019/8431784","pdf_url":"https://downloads.hindawi.com/journals/complexity/2019/8431784.pdf","source":{"id":"https://openalex.org/S207319443","display_name":"Complexity","issn_l":"1076-2787","issn":["1076-2787","1099-0526"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319869","host_organization_name":"Hindawi Publishing Corporation","host_organization_lineage":["https://openalex.org/P4310319869"],"host_organization_lineage_names":["Hindawi Publishing Corporation"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Complexity","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/7","display_name":"Affordable and clean energy","score":0.6499999761581421}],"awards":[{"id":"https://openalex.org/G2515082948","display_name":null,"funder_award_id":"61562055","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G3317480652","display_name":null,"funder_award_id":"Science","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G37568934","display_name":null,"funder_award_id":"Grant","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5994120800","display_name":null,"funder_award_id":"Natural","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/W2949563680.pdf","grobid_xml":"https://content.openalex.org/works/W2949563680.grobid-xml"},"referenced_works_count":24,"referenced_works":["https://openalex.org/W1969221044","https://openalex.org/W1974320442","https://openalex.org/W1980172360","https://openalex.org/W1984222652","https://openalex.org/W1993945344","https://openalex.org/W2000304567","https://openalex.org/W2015454961","https://openalex.org/W2025031481","https://openalex.org/W2038546740","https://openalex.org/W2044045231","https://openalex.org/W2045186954","https://openalex.org/W2047602380","https://openalex.org/W2062431257","https://openalex.org/W2063130530","https://openalex.org/W2065546086","https://openalex.org/W2077341607","https://openalex.org/W2090175223","https://openalex.org/W2132984323","https://openalex.org/W2162807413","https://openalex.org/W2164141749","https://openalex.org/W2169143248","https://openalex.org/W2518796799","https://openalex.org/W2530911195","https://openalex.org/W6728858683"],"related_works":["https://openalex.org/W4251298892","https://openalex.org/W2356013541","https://openalex.org/W2385444679","https://openalex.org/W3133868776","https://openalex.org/W2382174632","https://openalex.org/W2129959498","https://openalex.org/W2360644005","https://openalex.org/W2784060934","https://openalex.org/W2350667299","https://openalex.org/W2365027229"],"abstract_inverted_index":{"Tool":[0],"state":[1,40,104,235,251],"monitoring":[2,41,121],"is":[3,12,221,254,272],"a":[4,15],"key":[5],"technology":[6],"in":[7,14,149],"intelligent":[8],"manufacturing.":[9],"But":[10],"it":[11],"still":[13],"research":[16],"stage":[17],"and":[18,37,46,61,76,87,96,109,144,157,167,180,278],"lacks":[19],"general":[20],"adaptability":[21],"for":[22,71,91],"different":[23],"machining":[24],"conditions.":[25],"To":[26],"overcome":[27],"this":[28,30],"limitation,":[29],"work":[31],"systematically":[32],"investigates":[33],"an":[34,112],"intelligent,":[35],"real\u2010time,":[36],"visible":[38],"tool":[39,62,120,234,250,282],"through":[42,50,68,81,111,175],"adopting":[43],"integrated":[44],"theories":[45],"technologies,":[47],"i.e.,":[48],"(a)":[49],"distinctively":[51],"designed":[52],"experimental":[53,134],"technique":[54,115],"with":[55,129],"comprehensive":[56],"consideration":[57],"of":[58,74,84,116,132,163,171,184,188,196,200,209,213,238,265],"cutting":[59],"parameters":[60],"wear":[63,283],"values":[64],"as":[65,204,206,236],"variables,":[66],"(b)":[67],"bisensor":[69],"fusion":[70,83],"simultaneous":[72],"measurements":[73],"low":[75],"high":[77],"frequency":[78,190],"signals,":[79],"(c)":[80],"multitheory":[82],"wavelet":[85,197,210],"decomposition":[86],"the":[88,130,133,161,168,176,182,185,201,214,217,226,233,244,261,281],"Relief\u2010F":[89,219],"algorithm":[90,220],"performing":[92],"dual":[93],"feature":[94,97],"extraction":[95],"dimension":[98],"reduction":[99],"to":[100,223,232],"achieve":[101],"more":[102,276],"accurate":[103],"identification":[105],"using":[106,193],"neural":[107,124,239,246],"network,":[108],"(d)":[110],"innovative":[113],"programming":[114],"MATLAB\u2010nested":[117],"labVIEW.":[118],"This":[119],"system":[122],"has":[123],"network":[125,240,247,267],"adaptive":[126,248],"learning":[127],"ability":[128],"change":[131],"sample":[135],"signals":[136,164,172],"which":[137,274],"are":[138,165,173,229],"collected":[139],"simultaneously":[140],"by":[141],"selected":[142],"vibration":[143,202],"acoustic":[145],"emission":[146],"(AE)":[147],"sensors":[148],"all":[150],"factors":[151],"turning":[152],"experiments.":[153],"Based":[154],"on":[155],"LabVIEW":[156],"MATLAB":[158],"hybrid":[159],"programming,":[160],"waveforms":[162],"observed":[166],"significant":[169],"characteristics":[170],"extracted":[174],"time\u2010frequency":[177],"domain":[178],"analysis":[179],"then":[181],"calculation":[183],"energy":[186],"proportion":[187],"each":[189],"band":[191],"obtained":[192],"4":[194],"levels":[195,208],"packet":[198],"decompositions":[199,212],"signal":[203],"well":[205],"8":[207],"multiresolution":[211],"AE":[215],"signal;":[216],"ensuing":[218],"used":[222],"further":[224],"reextract":[225],"features":[227],"that":[228,260],"most":[230],"relevant":[231],"input":[237],"pattern":[241],"recognition.":[242],"Through":[243],"BP":[245,266],"learning,":[249],"recognition":[252,263],"model":[253,268],"finally":[255],"established.":[256],"The":[257],"results":[258],"show":[259],"correct":[262],"rate":[264],"after":[269],"samples":[270],"training":[271],"92.59%,":[273],"can":[275],"accurately":[277],"intelligently":[279],"monitor":[280],"state.":[284]},"counts_by_year":[{"year":2025,"cited_by_count":2},{"year":2024,"cited_by_count":5},{"year":2023,"cited_by_count":5},{"year":2022,"cited_by_count":3},{"year":2021,"cited_by_count":5},{"year":2020,"cited_by_count":1}],"updated_date":"2026-04-16T08:26:57.006410","created_date":"2025-10-10T00:00:00"}
