{"id":"https://openalex.org/W3093965404","doi":"https://doi.org/10.1109/access.2020.3033028","title":"An Unsupervised Intelligent Method for Cutting Pick State Recognition of Coal Mining Shearer","display_name":"An Unsupervised Intelligent Method for Cutting Pick State Recognition of Coal Mining Shearer","publication_year":2020,"publication_date":"2020-01-01","ids":{"openalex":"https://openalex.org/W3093965404","doi":"https://doi.org/10.1109/access.2020.3033028","mag":"3093965404"},"language":"en","primary_location":{"id":"doi:10.1109/access.2020.3033028","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2020.3033028","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/8948470/09235516.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://ieeexplore.ieee.org/ielx7/6287639/8948470/09235516.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5101884558","display_name":"Kun Zhang","orcid":"https://orcid.org/0000-0001-7339-5056"},"institutions":[{"id":"https://openalex.org/I176808543","display_name":"Liaoning Technical University","ror":"https://ror.org/01n2bd587","country_code":"CN","type":"education","lineage":["https://openalex.org/I176808543"]},{"id":"https://openalex.org/I80143920","display_name":"Shandong University of Science and Technology","ror":"https://ror.org/04gtjhw98","country_code":"CN","type":"education","lineage":["https://openalex.org/I80143920"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Kun Zhang","raw_affiliation_strings":["College of Mechanical and Electronic Engineering, Shandong University of Science and Technology, Qingdao, China","School of Mechanical Engineering, Liaoning Technical University, Fuxin, China","Yangkuang Group Company Ltd., Zoucheng, China"],"affiliations":[{"raw_affiliation_string":"College of Mechanical and Electronic Engineering, Shandong University of Science and Technology, Qingdao, China","institution_ids":["https://openalex.org/I80143920"]},{"raw_affiliation_string":"School of Mechanical Engineering, Liaoning Technical University, Fuxin, China","institution_ids":["https://openalex.org/I176808543"]},{"raw_affiliation_string":"Yangkuang Group Company Ltd., Zoucheng, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101085108","display_name":"Lingyu Meng","orcid":null},"institutions":[{"id":"https://openalex.org/I4210120144","display_name":"Beijing Jingshida Electromechanical Equipment Research Institute","ror":"https://ror.org/02vx4zx98","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210120144"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lingyu Meng","raw_affiliation_strings":["Beijing Tiandi-Marco Electro-Hydraulic Control System Company Ltd., Beijing, China"],"affiliations":[{"raw_affiliation_string":"Beijing Tiandi-Marco Electro-Hydraulic Control System Company Ltd., Beijing, China","institution_ids":["https://openalex.org/I4210120144"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5088524256","display_name":"Yuhao Qi","orcid":"https://orcid.org/0000-0003-0500-5305"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Yuhao Qi","raw_affiliation_strings":["Yangkuang Group Company Ltd., Zoucheng, China"],"affiliations":[{"raw_affiliation_string":"Yangkuang Group Company Ltd., Zoucheng, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101701972","display_name":"Hongyue Chen","orcid":"https://orcid.org/0000-0002-8458-3199"},"institutions":[{"id":"https://openalex.org/I176808543","display_name":"Liaoning Technical University","ror":"https://ror.org/01n2bd587","country_code":"CN","type":"education","lineage":["https://openalex.org/I176808543"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hongyue Chen","raw_affiliation_strings":["School of Mechanical Engineering, Liaoning Technical University, Fuxin, China"],"affiliations":[{"raw_affiliation_string":"School of Mechanical Engineering, Liaoning Technical University, Fuxin, China","institution_ids":["https://openalex.org/I176808543"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5008474735","display_name":"Jinpeng Su","orcid":"https://orcid.org/0000-0003-0122-8771"},"institutions":[{"id":"https://openalex.org/I80143920","display_name":"Shandong University of Science and Technology","ror":"https://ror.org/04gtjhw98","country_code":"CN","type":"education","lineage":["https://openalex.org/I80143920"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jinpeng Su","raw_affiliation_strings":["College of Mechanical and Electronic Engineering, Shandong University of Science and Technology, Qingdao, China"],"affiliations":[{"raw_affiliation_string":"College of Mechanical and Electronic Engineering, Shandong University of Science and Technology, Qingdao, China","institution_ids":["https://openalex.org/I80143920"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100381999","display_name":"Qiang Zhang","orcid":"https://orcid.org/0000-0003-3776-9799"},"institutions":[{"id":"https://openalex.org/I4210121037","display_name":"China National Administration of Coal Geology","ror":"https://ror.org/0340xvs51","country_code":"CN","type":"government","lineage":["https://openalex.org/I4210121037"]},{"id":"https://openalex.org/I80143920","display_name":"Shandong University of Science and Technology","ror":"https://ror.org/04gtjhw98","country_code":"CN","type":"education","lineage":["https://openalex.org/I80143920"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qiang Zhang","raw_affiliation_strings":["China National Coal Mining Equipment Company Ltd., Beijing, China","College of Mechanical and Electronic Engineering, Shandong University of Science and Technology, Qingdao, China","Yangkuang Group Company Ltd., Zoucheng, China"],"affiliations":[{"raw_affiliation_string":"China National Coal Mining Equipment Company Ltd., Beijing, China","institution_ids":["https://openalex.org/I4210121037"]},{"raw_affiliation_string":"College of Mechanical and Electronic Engineering, Shandong University of Science and Technology, Qingdao, China","institution_ids":["https://openalex.org/I80143920"]},{"raw_affiliation_string":"Yangkuang Group Company Ltd., Zoucheng, China","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103138704","display_name":"Zengkai Liu","orcid":"https://orcid.org/0000-0001-7301-3660"},"institutions":[{"id":"https://openalex.org/I80143920","display_name":"Shandong University of Science and Technology","ror":"https://ror.org/04gtjhw98","country_code":"CN","type":"education","lineage":["https://openalex.org/I80143920"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zengkai Liu","raw_affiliation_strings":["College of Mechanical and Electronic Engineering, Shandong University of Science and Technology, Qingdao, China"],"affiliations":[{"raw_affiliation_string":"College of Mechanical and Electronic Engineering, Shandong University of Science and Technology, Qingdao, China","institution_ids":["https://openalex.org/I80143920"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5069832470","display_name":"Zhenduo Song","orcid":null},"institutions":[{"id":"https://openalex.org/I4210121037","display_name":"China National Administration of Coal Geology","ror":"https://ror.org/0340xvs51","country_code":"CN","type":"government","lineage":["https://openalex.org/I4210121037"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhenduo Song","raw_affiliation_strings":["China National Coal Mining Equipment Company Ltd., Beijing, China"],"affiliations":[{"raw_affiliation_string":"China National Coal Mining Equipment Company Ltd., Beijing, China","institution_ids":["https://openalex.org/I4210121037"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":8,"corresponding_author_ids":["https://openalex.org/A5101884558"],"corresponding_institution_ids":["https://openalex.org/I176808543","https://openalex.org/I80143920"],"apc_list":{"value":1850,"currency":"USD","value_usd":1850},"apc_paid":{"value":1850,"currency":"USD","value_usd":1850},"fwci":0.146,"has_fulltext":true,"cited_by_count":5,"citation_normalized_percentile":{"value":0.49999298,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":98},"biblio":{"volume":"8","issue":null,"first_page":"196647","last_page":"196656"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12482","display_name":"Tunneling and Rock Mechanics","score":0.9991999864578247,"subfield":{"id":"https://openalex.org/subfields/2205","display_name":"Civil and Structural 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/T12482","display_name":"Tunneling and Rock Mechanics","score":0.9991999864578247,"subfield":{"id":"https://openalex.org/subfields/2205","display_name":"Civil and Structural 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":0.9951000213623047,"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/T12282","display_name":"Mineral Processing and Grinding","score":0.9915000200271606,"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/softmax-function","display_name":"Softmax function","score":0.7505638599395752},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.7240002155303955},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6790456771850586},{"id":"https://openalex.org/keywords/feature-extraction","display_name":"Feature extraction","score":0.5167673826217651},{"id":"https://openalex.org/keywords/classifier","display_name":"Classifier (UML)","score":0.5004861354827881},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.4790312349796295},{"id":"https://openalex.org/keywords/coal-mining","display_name":"Coal mining","score":0.457669734954834},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.45205777883529663},{"id":"https://openalex.org/keywords/stability","display_name":"Stability (learning theory)","score":0.43656831979751587},{"id":"https://openalex.org/keywords/deep-learning","display_name":"Deep learning","score":0.4335762560367584},{"id":"https://openalex.org/keywords/coal","display_name":"Coal","score":0.25691187381744385},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.1966150999069214}],"concepts":[{"id":"https://openalex.org/C188441871","wikidata":"https://www.wikidata.org/wiki/Q7554146","display_name":"Softmax function","level":3,"score":0.7505638599395752},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.7240002155303955},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6790456771850586},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.5167673826217651},{"id":"https://openalex.org/C95623464","wikidata":"https://www.wikidata.org/wiki/Q1096149","display_name":"Classifier (UML)","level":2,"score":0.5004861354827881},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.4790312349796295},{"id":"https://openalex.org/C108615695","wikidata":"https://www.wikidata.org/wiki/Q12880211","display_name":"Coal mining","level":3,"score":0.457669734954834},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.45205777883529663},{"id":"https://openalex.org/C112972136","wikidata":"https://www.wikidata.org/wiki/Q7595718","display_name":"Stability (learning theory)","level":2,"score":0.43656831979751587},{"id":"https://openalex.org/C108583219","wikidata":"https://www.wikidata.org/wiki/Q197536","display_name":"Deep learning","level":2,"score":0.4335762560367584},{"id":"https://openalex.org/C518851703","wikidata":"https://www.wikidata.org/wiki/Q24489","display_name":"Coal","level":2,"score":0.25691187381744385},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.1966150999069214},{"id":"https://openalex.org/C548081761","wikidata":"https://www.wikidata.org/wiki/Q180388","display_name":"Waste management","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1109/access.2020.3033028","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2020.3033028","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/8948470/09235516.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:7651d160115a48c4a6c8801780e97791","is_oa":true,"landing_page_url":"https://doaj.org/article/7651d160115a48c4a6c8801780e97791","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":"IEEE Access, Vol 8, Pp 196647-196656 (2020)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1109/access.2020.3033028","is_oa":true,"landing_page_url":"https://doi.org/10.1109/access.2020.3033028","pdf_url":"https://ieeexplore.ieee.org/ielx7/6287639/8948470/09235516.pdf","source":{"id":"https://openalex.org/S2485537415","display_name":"IEEE Access","issn_l":"2169-3536","issn":["2169-3536"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Access","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G4263538312","display_name":null,"funder_award_id":"2017YFC0804305","funder_id":"https://openalex.org/F4320321543","funder_display_name":"China Postdoctoral Science Foundation"},{"id":"https://openalex.org/G6781573667","display_name":null,"funder_award_id":"2020M672089","funder_id":"https://openalex.org/F4320321543","funder_display_name":"China Postdoctoral Science Foundation"},{"id":"https://openalex.org/G725886503","display_name":null,"funder_award_id":"2019SDZY04","funder_id":"https://openalex.org/F4320321543","funder_display_name":"China Postdoctoral Science Foundation"}],"funders":[{"id":"https://openalex.org/F4320321543","display_name":"China Postdoctoral Science Foundation","ror":"https://ror.org/0426zh255"}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3093965404.pdf","grobid_xml":"https://content.openalex.org/works/W3093965404.grobid-xml"},"referenced_works_count":29,"referenced_works":["https://openalex.org/W1973445088","https://openalex.org/W1988232877","https://openalex.org/W2007349046","https://openalex.org/W2104404207","https://openalex.org/W2161810753","https://openalex.org/W2163605009","https://openalex.org/W2163922914","https://openalex.org/W2187089797","https://openalex.org/W2295125894","https://openalex.org/W2317168655","https://openalex.org/W2505262665","https://openalex.org/W2787893541","https://openalex.org/W2791690647","https://openalex.org/W2890583086","https://openalex.org/W2898597600","https://openalex.org/W2902000023","https://openalex.org/W2909430258","https://openalex.org/W2942245950","https://openalex.org/W2942311472","https://openalex.org/W2945514142","https://openalex.org/W2970034613","https://openalex.org/W2972284008","https://openalex.org/W2973093569","https://openalex.org/W2986605082","https://openalex.org/W3036685462","https://openalex.org/W3083796308","https://openalex.org/W4234238849","https://openalex.org/W6684191040","https://openalex.org/W6697212559"],"related_works":["https://openalex.org/W3107204728","https://openalex.org/W4287591324","https://openalex.org/W3108503355","https://openalex.org/W3090555870","https://openalex.org/W4226420367","https://openalex.org/W2962876041","https://openalex.org/W3022820045","https://openalex.org/W4323060069","https://openalex.org/W3120400911","https://openalex.org/W2997424368"],"abstract_inverted_index":{"This":[0],"paper":[1],"proposes":[2],"an":[3,94,138],"intelligent":[4,90,126],"recognition":[5,91,108,127],"method":[6,92,119,184],"for":[7,69,125,151,185],"shearer":[8,56,129,192,213],"cutting":[9,31,79,152,188,197,210],"state":[10,154],"based":[11],"on":[12,47],"deep":[13,117],"learning":[14,118],"theory,":[15],"to":[16,25,44,74,136,165,172],"solve":[17],"the":[18,21,30,38,45,48,51,55,59,78,102,166,174,187,191,196,200,204,209,212,216],"problems":[19],"where":[20],"picks":[22,82],"are":[23],"prone":[24],"various":[26],"failure":[27,41],"forms":[28],"during":[29],"of":[32,50,54,81,104,128,169,176,190,199,208,211],"coal":[33,217],"and":[34,57,76,83,107,110,143,180,206,214],"rock":[35],"masses":[36],"by":[37],"shearer.":[39],"The":[40,182],"will":[42],"lead":[43],"decline":[46],"stability":[49,207],"entire":[52],"machine":[53],"affect":[58],"safety":[60,205],"production.":[61],"Specially,":[62],"a":[63,85,115,149],"1:1":[64],"simulation":[65],"bench":[66],"is":[67,93,123,134,146,163],"used":[68],"simulating":[70],"underground":[71],"mining":[72,218],"conditions":[73],"measure":[75],"collect":[77],"loads":[80],"establish":[84],"sample":[86],"database.":[87],"Deep":[88],"learning-based":[89],"effective":[95],"tool":[96],"that":[97],"can":[98,193],"break":[99],"away":[100],"from":[101],"dependency":[103],"prior":[105],"knowledge":[106],"experience,":[109],"sparse.":[111],"In":[112],"this":[113],"paper,":[114],"promising":[116],"called":[120],"sparse":[121,132,170],"filtering":[122,133,171],"proposed":[124,183],"cutting.":[130],"So":[131],"applied":[135],"construct":[137],"automatic":[139],"feature":[140],"extraction":[141],"model,":[142],"softmax":[144],"regression":[145],"adopted":[147],"as":[148],"classifier":[150],"pick":[153],"recognition.":[155],"Furthermore,":[156],"L":[157],"<sub":[158],"xmlns:mml=\"http://www.w3.org/1998/Math/MathML\"":[159],"xmlns:xlink=\"http://www.w3.org/1999/xlink\">1/2</sub>":[160],"regularization":[161],"term":[162],"added":[164],"cost":[167],"function":[168],"prevent":[173],"problem":[175],"excessive":[177],"model":[178],"training":[179],"weights.":[181],"identifying":[186],"status":[189,198],"effectively":[194],"monitor":[195],"picker,":[201],"thereby":[202],"improving":[203],"promote":[215],"efficiency.":[219]},"counts_by_year":[{"year":2024,"cited_by_count":4},{"year":2023,"cited_by_count":1}],"updated_date":"2026-04-10T15:06:20.359241","created_date":"2025-10-10T00:00:00"}