{"id":"https://openalex.org/W4286306497","doi":"https://doi.org/10.23919/ascc56756.2022.9828292","title":"Rate of penetration prediction using hybrid Gaussian process regression model with ARD structure in geological drilling process","display_name":"Rate of penetration prediction using hybrid Gaussian process regression model with ARD structure in geological drilling process","publication_year":2022,"publication_date":"2022-05-04","ids":{"openalex":"https://openalex.org/W4286306497","doi":"https://doi.org/10.23919/ascc56756.2022.9828292"},"language":"en","primary_location":{"id":"doi:10.23919/ascc56756.2022.9828292","is_oa":false,"landing_page_url":"https://doi.org/10.23919/ascc56756.2022.9828292","pdf_url":null,"source":{"id":"https://openalex.org/S4363607827","display_name":"2022 13th Asian Control Conference (ASCC)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 13th Asian Control Conference (ASCC)","raw_type":"proceedings-article"},"type":"conference-paper","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/A5058881563","display_name":"Xiao Wu","orcid":"https://orcid.org/0000-0001-6375-7295"},"institutions":[{"id":"https://openalex.org/I1327237609","display_name":"Ministry of Education of the People's Republic of China","ror":"https://ror.org/01mv9t934","country_code":"CN","type":"government","lineage":["https://openalex.org/I1327237609","https://openalex.org/I4210127390"]},{"id":"https://openalex.org/I3124059619","display_name":"China University of Geosciences","ror":"https://ror.org/04gcegc37","country_code":"CN","type":"education","lineage":["https://openalex.org/I3124059619"]},{"id":"https://openalex.org/I4210094879","display_name":"Shandong Institute of Automation","ror":"https://ror.org/00qdtba35","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210094879","https://openalex.org/I4210142748"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiao Wu","raw_affiliation_strings":["China University of Geosciences,School of Automation,Wuhan,China,430074","Engineering Research Center of Intelligent Technology for Geo-Exploration, Ministry of Education, Wuhan, China","Hubei Key Laboratory of Advanced Control and Intelligent Automation for Complex Systems, Wuhan, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"China University of Geosciences,School of Automation,Wuhan,China,430074","institution_ids":["https://openalex.org/I3124059619"]},{"raw_affiliation_string":"Engineering Research Center of Intelligent Technology for Geo-Exploration, Ministry of Education, Wuhan, China","institution_ids":["https://openalex.org/I1327237609"]},{"raw_affiliation_string":"Hubei Key Laboratory of Advanced Control and Intelligent Automation for Complex Systems, Wuhan, China","institution_ids":["https://openalex.org/I4210094879"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5042853971","display_name":"Xuzhi Lai","orcid":"https://orcid.org/0000-0002-5672-6762"},"institutions":[{"id":"https://openalex.org/I1327237609","display_name":"Ministry of Education of the People's Republic of China","ror":"https://ror.org/01mv9t934","country_code":"CN","type":"government","lineage":["https://openalex.org/I1327237609","https://openalex.org/I4210127390"]},{"id":"https://openalex.org/I3124059619","display_name":"China University of Geosciences","ror":"https://ror.org/04gcegc37","country_code":"CN","type":"education","lineage":["https://openalex.org/I3124059619"]},{"id":"https://openalex.org/I4210094879","display_name":"Shandong Institute of Automation","ror":"https://ror.org/00qdtba35","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210094879","https://openalex.org/I4210142748"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xuzhi Lai","raw_affiliation_strings":["China University of Geosciences,School of Automation,Wuhan,China,430074","Engineering Research Center of Intelligent Technology for Geo-Exploration, Ministry of Education, Wuhan, China","Hubei Key Laboratory of Advanced Control and Intelligent Automation for Complex Systems, Wuhan, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"China University of Geosciences,School of Automation,Wuhan,China,430074","institution_ids":["https://openalex.org/I3124059619"]},{"raw_affiliation_string":"Engineering Research Center of Intelligent Technology for Geo-Exploration, Ministry of Education, Wuhan, China","institution_ids":["https://openalex.org/I1327237609"]},{"raw_affiliation_string":"Hubei Key Laboratory of Advanced Control and Intelligent Automation for Complex Systems, Wuhan, China","institution_ids":["https://openalex.org/I4210094879"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5091260655","display_name":"Jie Hu","orcid":"https://orcid.org/0000-0002-1725-6366"},"institutions":[{"id":"https://openalex.org/I1327237609","display_name":"Ministry of Education of the People's Republic of China","ror":"https://ror.org/01mv9t934","country_code":"CN","type":"government","lineage":["https://openalex.org/I1327237609","https://openalex.org/I4210127390"]},{"id":"https://openalex.org/I3124059619","display_name":"China University of Geosciences","ror":"https://ror.org/04gcegc37","country_code":"CN","type":"education","lineage":["https://openalex.org/I3124059619"]},{"id":"https://openalex.org/I4210094879","display_name":"Shandong Institute of Automation","ror":"https://ror.org/00qdtba35","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210094879","https://openalex.org/I4210142748"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jie Hu","raw_affiliation_strings":["China University of Geosciences,School of Automation,Wuhan,China,430074","Engineering Research Center of Intelligent Technology for Geo-Exploration, Ministry of Education, Wuhan, China","Hubei Key Laboratory of Advanced Control and Intelligent Automation for Complex Systems, Wuhan, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"China University of Geosciences,School of Automation,Wuhan,China,430074","institution_ids":["https://openalex.org/I3124059619"]},{"raw_affiliation_string":"Engineering Research Center of Intelligent Technology for Geo-Exploration, Ministry of Education, Wuhan, China","institution_ids":["https://openalex.org/I1327237609"]},{"raw_affiliation_string":"Hubei Key Laboratory of Advanced Control and Intelligent Automation for Complex Systems, Wuhan, China","institution_ids":["https://openalex.org/I4210094879"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100363046","display_name":"Xin Chen","orcid":"https://orcid.org/0000-0001-9924-6833"},"institutions":[{"id":"https://openalex.org/I1327237609","display_name":"Ministry of Education of the People's Republic of China","ror":"https://ror.org/01mv9t934","country_code":"CN","type":"government","lineage":["https://openalex.org/I1327237609","https://openalex.org/I4210127390"]},{"id":"https://openalex.org/I3124059619","display_name":"China University of Geosciences","ror":"https://ror.org/04gcegc37","country_code":"CN","type":"education","lineage":["https://openalex.org/I3124059619"]},{"id":"https://openalex.org/I4210094879","display_name":"Shandong Institute of Automation","ror":"https://ror.org/00qdtba35","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210094879","https://openalex.org/I4210142748"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xin Chen","raw_affiliation_strings":["China University of Geosciences,School of Automation,Wuhan,China,430074","Engineering Research Center of Intelligent Technology for Geo-Exploration, Ministry of Education, Wuhan, China","Hubei Key Laboratory of Advanced Control and Intelligent Automation for Complex Systems, Wuhan, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"China University of Geosciences,School of Automation,Wuhan,China,430074","institution_ids":["https://openalex.org/I3124059619"]},{"raw_affiliation_string":"Engineering Research Center of Intelligent Technology for Geo-Exploration, Ministry of Education, Wuhan, China","institution_ids":["https://openalex.org/I1327237609"]},{"raw_affiliation_string":"Hubei Key Laboratory of Advanced Control and Intelligent Automation for Complex Systems, Wuhan, China","institution_ids":["https://openalex.org/I4210094879"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5071282606","display_name":"Weihua Cao","orcid":"https://orcid.org/0000-0002-9677-9586"},"institutions":[{"id":"https://openalex.org/I1327237609","display_name":"Ministry of Education of the People's Republic of China","ror":"https://ror.org/01mv9t934","country_code":"CN","type":"government","lineage":["https://openalex.org/I1327237609","https://openalex.org/I4210127390"]},{"id":"https://openalex.org/I3124059619","display_name":"China University of Geosciences","ror":"https://ror.org/04gcegc37","country_code":"CN","type":"education","lineage":["https://openalex.org/I3124059619"]},{"id":"https://openalex.org/I4210094879","display_name":"Shandong Institute of Automation","ror":"https://ror.org/00qdtba35","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210094879","https://openalex.org/I4210142748"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Weihua Cao","raw_affiliation_strings":["China University of Geosciences,School of Automation,Wuhan,China,430074","Engineering Research Center of Intelligent Technology for Geo-Exploration, Ministry of Education, Wuhan, China","Hubei Key Laboratory of Advanced Control and Intelligent Automation for Complex Systems, Wuhan, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"China University of Geosciences,School of Automation,Wuhan,China,430074","institution_ids":["https://openalex.org/I3124059619"]},{"raw_affiliation_string":"Engineering Research Center of Intelligent Technology for Geo-Exploration, Ministry of Education, Wuhan, China","institution_ids":["https://openalex.org/I1327237609"]},{"raw_affiliation_string":"Hubei Key Laboratory of Advanced Control and Intelligent Automation for Complex Systems, Wuhan, China","institution_ids":["https://openalex.org/I4210094879"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5074710425","display_name":"Min Wu","orcid":"https://orcid.org/0000-0002-0668-8315"},"institutions":[{"id":"https://openalex.org/I1327237609","display_name":"Ministry of Education of the People's Republic of China","ror":"https://ror.org/01mv9t934","country_code":"CN","type":"government","lineage":["https://openalex.org/I1327237609","https://openalex.org/I4210127390"]},{"id":"https://openalex.org/I3124059619","display_name":"China University of Geosciences","ror":"https://ror.org/04gcegc37","country_code":"CN","type":"education","lineage":["https://openalex.org/I3124059619"]},{"id":"https://openalex.org/I4210094879","display_name":"Shandong Institute of Automation","ror":"https://ror.org/00qdtba35","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210094879","https://openalex.org/I4210142748"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Min Wu","raw_affiliation_strings":["China University of Geosciences,School of Automation,Wuhan,China,430074","Engineering Research Center of Intelligent Technology for Geo-Exploration, Ministry of Education, Wuhan, China","Hubei Key Laboratory of Advanced Control and Intelligent Automation for Complex Systems, Wuhan, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"China University of Geosciences,School of Automation,Wuhan,China,430074","institution_ids":["https://openalex.org/I3124059619"]},{"raw_affiliation_string":"Engineering Research Center of Intelligent Technology for Geo-Exploration, Ministry of Education, Wuhan, China","institution_ids":["https://openalex.org/I1327237609"]},{"raw_affiliation_string":"Hubei Key Laboratory of Advanced Control and Intelligent Automation for Complex Systems, Wuhan, China","institution_ids":["https://openalex.org/I4210094879"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":2.3634,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":{"value":0.87562347,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":97},"biblio":{"volume":null,"issue":null,"first_page":"607","last_page":"612"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10892","display_name":"Drilling and Well Engineering","score":0.9998999834060669,"subfield":{"id":"https://openalex.org/subfields/2212","display_name":"Ocean 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/T10892","display_name":"Drilling and Well Engineering","score":0.9998999834060669,"subfield":{"id":"https://openalex.org/subfields/2212","display_name":"Ocean 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/T10635","display_name":"Hydraulic Fracturing and Reservoir Analysis","score":0.9965000152587891,"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/T13050","display_name":"Oil and Gas Production Techniques","score":0.9908000230789185,"subfield":{"id":"https://openalex.org/subfields/2212","display_name":"Ocean 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/hyperparameter","display_name":"Hyperparameter","score":0.6505021452903748},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6468805074691772},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.5334916710853577},{"id":"https://openalex.org/keywords/multivariate-statistics","display_name":"Multivariate statistics","score":0.48050057888031006},{"id":"https://openalex.org/keywords/principal-component-analysis","display_name":"Principal component analysis","score":0.47834059596061707},{"id":"https://openalex.org/keywords/drilling","display_name":"Drilling","score":0.4333399534225464},{"id":"https://openalex.org/keywords/gaussian-process","display_name":"Gaussian process","score":0.4261844754219055},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.42244112491607666},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3577103912830353},{"id":"https://openalex.org/keywords/gaussian","display_name":"Gaussian","score":0.30065256357192993},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.16393280029296875}],"concepts":[{"id":"https://openalex.org/C8642999","wikidata":"https://www.wikidata.org/wiki/Q4171168","display_name":"Hyperparameter","level":2,"score":0.6505021452903748},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6468805074691772},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.5334916710853577},{"id":"https://openalex.org/C161584116","wikidata":"https://www.wikidata.org/wiki/Q1952580","display_name":"Multivariate statistics","level":2,"score":0.48050057888031006},{"id":"https://openalex.org/C27438332","wikidata":"https://www.wikidata.org/wiki/Q2873","display_name":"Principal component analysis","level":2,"score":0.47834059596061707},{"id":"https://openalex.org/C25197100","wikidata":"https://www.wikidata.org/wiki/Q890886","display_name":"Drilling","level":2,"score":0.4333399534225464},{"id":"https://openalex.org/C61326573","wikidata":"https://www.wikidata.org/wiki/Q1496376","display_name":"Gaussian process","level":3,"score":0.4261844754219055},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.42244112491607666},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3577103912830353},{"id":"https://openalex.org/C163716315","wikidata":"https://www.wikidata.org/wiki/Q901177","display_name":"Gaussian","level":2,"score":0.30065256357192993},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.16393280029296875},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0},{"id":"https://openalex.org/C78519656","wikidata":"https://www.wikidata.org/wiki/Q101333","display_name":"Mechanical engineering","level":1,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.23919/ascc56756.2022.9828292","is_oa":false,"landing_page_url":"https://doi.org/10.23919/ascc56756.2022.9828292","pdf_url":null,"source":{"id":"https://openalex.org/S4363607827","display_name":"2022 13th Asian Control Conference (ASCC)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"conference"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2022 13th Asian Control Conference (ASCC)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320322186","display_name":"Natural Science Foundation of Hubei Province","ror":null},{"id":"https://openalex.org/F4320328899","display_name":"China University of Geosciences","ror":null},{"id":"https://openalex.org/F4320335787","display_name":"Fundamental Research Funds for the Central Universities","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":19,"referenced_works":["https://openalex.org/W1502922572","https://openalex.org/W1924612944","https://openalex.org/W1968376774","https://openalex.org/W2008278511","https://openalex.org/W2309802267","https://openalex.org/W2547675745","https://openalex.org/W2550097518","https://openalex.org/W2621841909","https://openalex.org/W2748838120","https://openalex.org/W2760335212","https://openalex.org/W2766784949","https://openalex.org/W2891234523","https://openalex.org/W2891589939","https://openalex.org/W2904760941","https://openalex.org/W2955140379","https://openalex.org/W2978202285","https://openalex.org/W3111134229","https://openalex.org/W3214538526","https://openalex.org/W4211049957"],"related_works":["https://openalex.org/W2140186469","https://openalex.org/W4390421286","https://openalex.org/W4280563792","https://openalex.org/W2141609920","https://openalex.org/W4286748465","https://openalex.org/W3118984993","https://openalex.org/W2144336328","https://openalex.org/W3196933554","https://openalex.org/W4294619368","https://openalex.org/W4380558509"],"abstract_inverted_index":{"In":[0],"complex":[1],"geological":[2],"drilling":[3,57,108,112,148],"process,":[4],"efficiency":[5],"improvement":[6],"is":[7,32,41,85,103],"typically":[8],"tackled":[9],"by":[10],"predicting":[11],"and":[12,23,127],"optimizing":[13],"the":[14,20,53,64,91,96,120],"rate":[15],"of":[16,67],"penetration":[17],"(ROP).":[18],"Combining":[19],"process":[21,77],"characteristics":[22],"data":[24,39,109],"distribution":[25],"characteristics,":[26],"a":[27,74,111,135],"hybrid":[28,75,97],"intelligent":[29,132],"prediction":[30,69,125],"model":[31,70,79,92],"proposed":[33,121],"to":[34,143],"predict":[35,144],"ROP":[36,68,88,145],"accurately.":[37],"Firstly,":[38],"denoising":[40,46],"performed":[42],"using":[43,60,95,106],"multivariate":[44],"wavelet":[45],"with":[47,80,90],"principal":[48],"component":[49],"analysis":[50],"while":[51],"considering":[52],"correlation":[54],"among":[55],"multiple":[56],"variables.":[58],"Then,":[59],"mutual":[61],"information":[62],"analysis,":[63],"input":[65],"features":[66],"are":[71],"determined.":[72],"Next,":[73],"Gaussian":[76],"regression":[78],"automatic":[81],"relevance":[82],"determination":[83],"structure":[84],"construsted":[86],"for":[87],"prediction,":[89],"hyperparameters":[93],"optimized":[94],"bat":[98],"algorithm.":[99],"Finally,":[100],"experiment":[101],"verification":[102],"carried":[104],"out":[105],"actual":[107,147],"from":[110],"site":[113],"in":[114,146],"Xiangyang.":[115],"The":[116],"results":[117],"indicate":[118],"that":[119],"method":[122,138],"has":[123],"high":[124],"accuracy":[126],"outperforms":[128],"other":[129],"widely":[130],"used":[131],"methods.":[133],"As":[134],"result,":[136],"this":[137],"provides":[139],"an":[140],"effective":[141],"solution":[142],"process.":[149]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":3}],"updated_date":"2026-07-29T14:22:42.915294","created_date":"2025-10-10T00:00:00"}
