{"id":"https://openalex.org/W3164277202","doi":"https://doi.org/10.1155/2021/5557831","title":"Optimization of Process Control Parameters for Fully Mechanized Mining Face Based on ANN and GA","display_name":"Optimization of Process Control Parameters for Fully Mechanized Mining Face Based on ANN and GA","publication_year":2021,"publication_date":"2021-01-01","ids":{"openalex":"https://openalex.org/W3164277202","doi":"https://doi.org/10.1155/2021/5557831","mag":"3164277202","pmid":"https://pubmed.ncbi.nlm.nih.gov/34122532"},"language":"en","primary_location":{"id":"doi:10.1155/2021/5557831","is_oa":true,"landing_page_url":"https://doi.org/10.1155/2021/5557831","pdf_url":"https://downloads.hindawi.com/journals/cin/2021/5557831.pdf","source":{"id":"https://openalex.org/S72372694","display_name":"Computational Intelligence and Neuroscience","issn_l":"1687-5265","issn":["1687-5265","1687-5273"],"is_oa":false,"is_in_doaj":false,"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":"Computational Intelligence and Neuroscience","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://downloads.hindawi.com/journals/cin/2021/5557831.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5101806125","display_name":"Hongze Zhao","orcid":"https://orcid.org/0000-0003-2565-9648"},"institutions":[{"id":"https://openalex.org/I25757504","display_name":"China University of Mining and Technology","ror":"https://ror.org/01xt2dr21","country_code":"CN","type":"education","lineage":["https://openalex.org/I25757504"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Hongze Zhao","raw_affiliation_strings":["School of Energy and Mining, China University of Mining and Technology (Beijing), Beijing 100083, China","State Key Laboratory for Geomechanics and Deep Underground Engineering, China University of Mining and Technology (Beijing), Beijing 100083, China"],"affiliations":[{"raw_affiliation_string":"School of Energy and Mining, China University of Mining and Technology (Beijing), Beijing 100083, China","institution_ids":["https://openalex.org/I25757504"]},{"raw_affiliation_string":"State Key Laboratory for Geomechanics and Deep Underground Engineering, China University of Mining and Technology (Beijing), Beijing 100083, China","institution_ids":["https://openalex.org/I25757504"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101943200","display_name":"Zhihai Xu","orcid":null},"institutions":[{"id":"https://openalex.org/I25757504","display_name":"China University of Mining and Technology","ror":"https://ror.org/01xt2dr21","country_code":"CN","type":"education","lineage":["https://openalex.org/I25757504"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhihai Xu","raw_affiliation_strings":["School of Energy and Mining, China University of Mining and Technology (Beijing), Beijing 100083, China"],"affiliations":[{"raw_affiliation_string":"School of Energy and Mining, China University of Mining and Technology (Beijing), Beijing 100083, China","institution_ids":["https://openalex.org/I25757504"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100706781","display_name":"Qi Li","orcid":"https://orcid.org/0000-0002-4991-3869"},"institutions":[{"id":"https://openalex.org/I25757504","display_name":"China University of Mining and Technology","ror":"https://ror.org/01xt2dr21","country_code":"CN","type":"education","lineage":["https://openalex.org/I25757504"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qi Li","raw_affiliation_strings":["School of Energy and Mining, China University of Mining and Technology (Beijing), Beijing 100083, China"],"affiliations":[{"raw_affiliation_string":"School of Energy and Mining, China University of Mining and Technology (Beijing), Beijing 100083, China","institution_ids":["https://openalex.org/I25757504"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5101730104","display_name":"Tao Pan","orcid":"https://orcid.org/0000-0002-6447-8893"},"institutions":[{"id":"https://openalex.org/I4392738072","display_name":"CHN Energy (China)","ror":"https://ror.org/01z6fgx85","country_code":null,"type":"company","lineage":["https://openalex.org/I4392738072"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Tao Pan","raw_affiliation_strings":["CHN Energy Information Technology Co., Ltd., Beijing 100011, China"],"affiliations":[{"raw_affiliation_string":"CHN Energy Information Technology Co., Ltd., Beijing 100011, China","institution_ids":["https://openalex.org/I4392738072"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5101806125"],"corresponding_institution_ids":["https://openalex.org/I25757504"],"apc_list":{"value":2100,"currency":"USD","value_usd":2100},"apc_paid":{"value":2100,"currency":"USD","value_usd":2100},"fwci":0.1126,"has_fulltext":true,"cited_by_count":2,"citation_normalized_percentile":{"value":0.38870793,"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":"5557831","last_page":"5557831"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13341","display_name":"Belt Conveyor Systems Engineering","score":0.980400025844574,"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/T13341","display_name":"Belt Conveyor Systems Engineering","score":0.980400025844574,"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/T13045","display_name":"Industrial Engineering and Technologies","score":0.9735000133514404,"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/T13065","display_name":"Mining Techniques and Economics","score":0.9649999737739563,"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/computer-science","display_name":"Computer science","score":0.6670648455619812},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.611542820930481},{"id":"https://openalex.org/keywords/scraper-site","display_name":"Scraper site","score":0.5566771030426025},{"id":"https://openalex.org/keywords/process","display_name":"Process (computing)","score":0.49693945050239563},{"id":"https://openalex.org/keywords/genetic-algorithm","display_name":"Genetic algorithm","score":0.46596860885620117},{"id":"https://openalex.org/keywords/coal-mining","display_name":"Coal mining","score":0.4213223159313202},{"id":"https://openalex.org/keywords/multi-objective-optimization","display_name":"Multi-objective optimization","score":0.41646242141723633},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.33720096945762634},{"id":"https://openalex.org/keywords/coal","display_name":"Coal","score":0.257529079914093},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.2022210955619812},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.1724393665790558}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6670648455619812},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.611542820930481},{"id":"https://openalex.org/C78500136","wikidata":"https://www.wikidata.org/wiki/Q477840","display_name":"Scraper site","level":2,"score":0.5566771030426025},{"id":"https://openalex.org/C98045186","wikidata":"https://www.wikidata.org/wiki/Q205663","display_name":"Process (computing)","level":2,"score":0.49693945050239563},{"id":"https://openalex.org/C8880873","wikidata":"https://www.wikidata.org/wiki/Q187787","display_name":"Genetic algorithm","level":2,"score":0.46596860885620117},{"id":"https://openalex.org/C108615695","wikidata":"https://www.wikidata.org/wiki/Q12880211","display_name":"Coal mining","level":3,"score":0.4213223159313202},{"id":"https://openalex.org/C68781425","wikidata":"https://www.wikidata.org/wiki/Q2052203","display_name":"Multi-objective optimization","level":2,"score":0.41646242141723633},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.33720096945762634},{"id":"https://openalex.org/C518851703","wikidata":"https://www.wikidata.org/wiki/Q24489","display_name":"Coal","level":2,"score":0.257529079914093},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.2022210955619812},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.1724393665790558},{"id":"https://openalex.org/C548081761","wikidata":"https://www.wikidata.org/wiki/Q180388","display_name":"Waste management","level":1,"score":0.0},{"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/C136764020","wikidata":"https://www.wikidata.org/wiki/Q466","display_name":"World Wide Web","level":1,"score":0.0}],"mesh":[{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000465","descriptor_name":"Algorithms","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003031","descriptor_name":"Coal","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003031","descriptor_name":"Coal","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003031","descriptor_name":"Coal","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003032","descriptor_name":"Coal Mining","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D003032","descriptor_name":"Coal Mining","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D003032","descriptor_name":"Coal Mining","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":4,"locations":[{"id":"doi:10.1155/2021/5557831","is_oa":true,"landing_page_url":"https://doi.org/10.1155/2021/5557831","pdf_url":"https://downloads.hindawi.com/journals/cin/2021/5557831.pdf","source":{"id":"https://openalex.org/S72372694","display_name":"Computational Intelligence and Neuroscience","issn_l":"1687-5265","issn":["1687-5265","1687-5273"],"is_oa":false,"is_in_doaj":false,"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":"Computational Intelligence and Neuroscience","raw_type":"journal-article"},{"id":"pmid:34122532","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/34122532","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computational intelligence and neuroscience","raw_type":null},{"id":"pmh:oai:doaj.org/article:0c892c09c7954d10a3e18cacadc7d7f2","is_oa":true,"landing_page_url":"https://doaj.org/article/0c892c09c7954d10a3e18cacadc7d7f2","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":"Computational Intelligence and Neuroscience, Vol 2021 (2021)","raw_type":"article"},{"id":"pmh:oai:pubmedcentral.nih.gov:8169252","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/8169252","pdf_url":null,"source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Comput Intell Neurosci","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.1155/2021/5557831","is_oa":true,"landing_page_url":"https://doi.org/10.1155/2021/5557831","pdf_url":"https://downloads.hindawi.com/journals/cin/2021/5557831.pdf","source":{"id":"https://openalex.org/S72372694","display_name":"Computational Intelligence and Neuroscience","issn_l":"1687-5265","issn":["1687-5265","1687-5273"],"is_oa":false,"is_in_doaj":false,"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":"Computational Intelligence and Neuroscience","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1914465888","display_name":null,"funder_award_id":"SKLGDUEK1923","funder_id":"https://openalex.org/F4320326991","funder_display_name":"State Key Laboratory for GeoMechanics and Deep Underground Engineering"},{"id":"https://openalex.org/G2931115360","display_name":null,"funder_award_id":"2018YFC0808301","funder_id":"https://openalex.org/F4320335777","funder_display_name":"National Key Research and Development Program of China"},{"id":"https://openalex.org/G3300900764","display_name":null,"funder_award_id":"2018YFC0808","funder_id":"https://openalex.org/F4320335777","funder_display_name":"National Key Research and Development Program of China"},{"id":"https://openalex.org/G466649759","display_name":null,"funder_award_id":"2017Y","funder_id":"https://openalex.org/F4320335777","funder_display_name":"National Key Research and Development Program of China"},{"id":"https://openalex.org/G4811743277","display_name":null,"funder_award_id":"2018YFC","funder_id":"https://openalex.org/F4320335777","funder_display_name":"National Key Research and Development Program of China"},{"id":"https://openalex.org/G4951958152","display_name":null,"funder_award_id":"2017YFC0804307","funder_id":"https://openalex.org/F4320335777","funder_display_name":"National Key Research and Development Program of China"},{"id":"https://openalex.org/G5053610798","display_name":null,"funder_award_id":"2017YFC","funder_id":"https://openalex.org/F4320335777","funder_display_name":"National Key Research and Development Program of China"},{"id":"https://openalex.org/G8340078520","display_name":null,"funder_award_id":"2017YF","funder_id":"https://openalex.org/F4320335777","funder_display_name":"National Key Research and Development Program of China"}],"funders":[{"id":"https://openalex.org/F4320326991","display_name":"State Key Laboratory for GeoMechanics and Deep Underground Engineering","ror":null},{"id":"https://openalex.org/F4320335777","display_name":"National Key Research and Development Program of China","ror":null}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W3164277202.pdf","grobid_xml":"https://content.openalex.org/works/W3164277202.grobid-xml"},"referenced_works_count":19,"referenced_works":["https://openalex.org/W2617949685","https://openalex.org/W2928855719","https://openalex.org/W2945284390","https://openalex.org/W2945514142","https://openalex.org/W3009929116","https://openalex.org/W3016603955","https://openalex.org/W3024016322","https://openalex.org/W3024711959","https://openalex.org/W3032905348","https://openalex.org/W3036394915","https://openalex.org/W3036916009","https://openalex.org/W3038749452","https://openalex.org/W3045573134","https://openalex.org/W3046131115","https://openalex.org/W3055113502","https://openalex.org/W3119067073","https://openalex.org/W3138122364","https://openalex.org/W3148571158","https://openalex.org/W4385244714"],"related_works":["https://openalex.org/W2384102202","https://openalex.org/W2372415543","https://openalex.org/W2354205711","https://openalex.org/W2808717917","https://openalex.org/W2377292223","https://openalex.org/W2366584243","https://openalex.org/W2376563992","https://openalex.org/W2360006733","https://openalex.org/W4304590249","https://openalex.org/W2366368367"],"abstract_inverted_index":{"In":[0,50],"the":[1,5,56,91,98,102,114,118,144,149,185,192,199,213,217],"traditional":[2],"optimization":[3,63,145,166,193,206],"mathod,":[4],"process":[6,60,154,169,179,207],"control":[7,61,155,170,180],"parameters":[8,171],"for":[9,172],"fully":[10,108,174],"mechanized":[11,109,175],"mining":[12,111,176],"face":[13],"are":[14],"determined":[15],"by":[16],"experts":[17],"or":[18],"technicians":[19],"based":[20,65],"on":[21,66],"their":[22],"own":[23],"experience,":[24],"which":[25,89],"is":[26,38,182],"lack":[27],"of":[28,70,97,106,117,126,131,152,168,187,216],"scientific":[29],"basis,":[30],"and":[31,42,74,77,94,138,147,204,209],"need":[32],"long":[33],"production":[34,48,104,214],"adjustment":[35],"cycle.":[36],"It":[37],"cause":[39],"large":[40],"loss,":[41],"not":[43],"conducive":[44],"to":[45,52,83,161],"improving":[46],"mine":[47],"efficiency.":[49],"order":[51],"solve":[53],"this":[54],"problem,":[55],"study":[57],"proposes":[58],"a":[59,67,79,107,158,163,173],"parameter":[62,156,181],"method":[64,200],"mixed":[68,164],"strategy":[69,165],"artificial":[71,86],"neural":[72,87,99],"network":[73],"genetic":[75],"algorithm":[76],"uses":[78],"cross-entropy":[80],"cost":[81],"function":[82],"optimize":[84],"an":[85],"network,":[88],"improves":[90],"learning":[92],"speed":[93,116,125,130],"fitting":[95],"accuracy":[96,203],"network.":[100],"Using":[101],"historical":[103],"data":[105],"coal":[110,188],"face,":[112,177],"taking":[113,148],"pulling":[115],"shearer,":[119],"hydraulic":[120],"support":[121],"moving":[122],"speed,":[123],"chain":[124,129],"scraper":[127],"conveyor,":[128],"stage":[132],"loader,":[133],"emulsion":[134],"pump":[135,140],"outlet":[136,141],"pressure,":[137],"spray":[139],"pressure":[142],"as":[143,157,191],"objects":[146],"value":[150],"range":[151],"each":[153,178],"constraint":[159],"condition":[160],"establish":[162],"model":[167],"optimized":[183],"with":[184],"output":[186],"per":[189],"minute":[190],"goal.":[194],"The":[195],"results":[196],"show":[197],"that":[198],"has":[201],"high":[202],"short":[205],"time":[208],"can":[210],"effectively":[211],"improve":[212],"efficiency":[215],"working":[218],"face.":[219]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2022,"cited_by_count":1}],"updated_date":"2026-04-10T15:06:20.359241","created_date":"2025-10-10T00:00:00"}