{"id":"https://openalex.org/W7163583549","doi":"https://doi.org/10.1016/j.ress.2026.112971","title":"A hybrid approach integrating physical simulation and machine learning for gas kick risk prediction in shale gas wells","display_name":"A hybrid approach integrating physical simulation and machine learning for gas kick risk prediction in shale gas wells","publication_year":2026,"publication_date":"2026-06-04","ids":{"openalex":"https://openalex.org/W7163583549","doi":"https://doi.org/10.1016/j.ress.2026.112971"},"language":"en","primary_location":{"id":"doi:10.1016/j.ress.2026.112971","is_oa":false,"landing_page_url":"https://doi.org/10.1016/j.ress.2026.112971","pdf_url":null,"source":{"id":"https://openalex.org/S202403813","display_name":"Reliability Engineering & System Safety","issn_l":"0951-8320","issn":["0951-8320","1879-0836"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Reliability Engineering & System Safety","raw_type":"journal-article"},"type":"article","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/A5137838971","display_name":"Xiaojie Liu","orcid":null},"institutions":[{"id":"https://openalex.org/I4210105529","display_name":"Daqing Oilfield General Hospital","ror":"https://ror.org/01ey7we33","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210105529"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiaojie Liu","raw_affiliation_strings":["Oil production Engineering Technology Institute, Daqing Oilfield Co., Ltd, Daqing 163453, PR China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Oil production Engineering Technology Institute, Daqing Oilfield Co., Ltd, Daqing 163453, PR China","institution_ids":["https://openalex.org/I4210105529"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5137876673","display_name":"Jie M. Zhang","orcid":"https://orcid.org/0000-0002-4380-1655"},"institutions":[{"id":"https://openalex.org/I165745306","display_name":"Southwest Petroleum University","ror":"https://ror.org/03h17x602","country_code":"CN","type":"education","lineage":["https://openalex.org/I165745306"]},{"id":"https://openalex.org/I4210098205","display_name":"State Key Laboratory of Oil and Gas Reservoir Geology and Exploitation","ror":"https://ror.org/00ftbmy59","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210098205"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Jie Zhang","raw_affiliation_strings":["Petroleum Engineering School, Southwest Petroleum University, Chengdu, Sichuan 610500, PR China","State Key Laboratory of Oil and Gas Reservoir Geology and Exploitation, Southwest Petroleum University, Chengdu, Sichuan 610500, PR China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Petroleum Engineering School, Southwest Petroleum University, Chengdu, Sichuan 610500, PR China","institution_ids":["https://openalex.org/I165745306"]},{"raw_affiliation_string":"State Key Laboratory of Oil and Gas Reservoir Geology and Exploitation, Southwest Petroleum University, Chengdu, Sichuan 610500, PR China","institution_ids":["https://openalex.org/I165745306","https://openalex.org/I4210098205"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5038820798","display_name":"Jiajun Yao","orcid":"https://orcid.org/0000-0001-5057-6559"},"institutions":[{"id":"https://openalex.org/I165745306","display_name":"Southwest Petroleum University","ror":"https://ror.org/03h17x602","country_code":"CN","type":"education","lineage":["https://openalex.org/I165745306"]},{"id":"https://openalex.org/I4210098205","display_name":"State Key Laboratory of Oil and Gas Reservoir Geology and Exploitation","ror":"https://ror.org/00ftbmy59","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210098205"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jiajun Yao","raw_affiliation_strings":["Petroleum Engineering School, Southwest Petroleum University, Chengdu, Sichuan 610500, PR China","State Key Laboratory of Oil and Gas Reservoir Geology and Exploitation, Southwest Petroleum University, Chengdu, Sichuan 610500, PR China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Petroleum Engineering School, Southwest Petroleum University, Chengdu, Sichuan 610500, PR China","institution_ids":["https://openalex.org/I165745306"]},{"raw_affiliation_string":"State Key Laboratory of Oil and Gas Reservoir Geology and Exploitation, Southwest Petroleum University, Chengdu, Sichuan 610500, PR China","institution_ids":["https://openalex.org/I165745306","https://openalex.org/I4210098205"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5137827697","display_name":"Xin Li (51274)","orcid":"https://orcid.org/0000-0002-5147-2097"},"institutions":[{"id":"https://openalex.org/I59058292","display_name":"Gas Technology Institute","ror":"https://ror.org/02vk0sm33","country_code":"US","type":"nonprofit","lineage":["https://openalex.org/I59058292"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Xin Li","raw_affiliation_strings":["Oil and Gas Technology Research Institute, PetroChina Huabei Oilfield Company, Renqiu 062550, PR China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Oil and Gas Technology Research Institute, PetroChina Huabei Oilfield Company, Renqiu 062550, PR China","institution_ids":["https://openalex.org/I59058292"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100932537","display_name":"Sun Xuefeng","orcid":"https://orcid.org/0009-0006-6569-1078"},"institutions":[{"id":"https://openalex.org/I4210105529","display_name":"Daqing Oilfield General Hospital","ror":"https://ror.org/01ey7we33","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210105529"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xuefeng Sun","raw_affiliation_strings":["Oil production Engineering Technology Institute, Daqing Oilfield Co., Ltd, Daqing 163453, PR China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Oil production Engineering Technology Institute, Daqing Oilfield Co., Ltd, Daqing 163453, PR China","institution_ids":["https://openalex.org/I4210105529"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5137856283","display_name":"Hao Liu (12832)","orcid":"https://orcid.org/0009-0007-5200-6972"},"institutions":[{"id":"https://openalex.org/I4210105529","display_name":"Daqing Oilfield General Hospital","ror":"https://ror.org/01ey7we33","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210105529"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hao Liu","raw_affiliation_strings":["Oil production Engineering Technology Institute, Daqing Oilfield Co., Ltd, Daqing 163453, PR China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Oil production Engineering Technology Institute, Daqing Oilfield Co., Ltd, Daqing 163453, PR China","institution_ids":["https://openalex.org/I4210105529"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5137876673"],"corresponding_institution_ids":["https://openalex.org/I165745306","https://openalex.org/I4210098205"],"apc_list":{"value":3960,"currency":"USD","value_usd":3960},"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.59823959,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"277","issue":null,"first_page":"112971","last_page":"112971"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10635","display_name":"Hydraulic Fracturing and Reservoir Analysis","score":0.5591999888420105,"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/T10635","display_name":"Hydraulic Fracturing and Reservoir Analysis","score":0.5591999888420105,"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/T10892","display_name":"Drilling and Well Engineering","score":0.1428000032901764,"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/T13050","display_name":"Oil and Gas Production Techniques","score":0.022299999371170998,"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/shale-gas","display_name":"Shale gas","score":0.5974000096321106},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.5544000267982483},{"id":"https://openalex.org/keywords/oil-shale","display_name":"Oil shale","score":0.3736000061035156},{"id":"https://openalex.org/keywords/natural-gas","display_name":"Natural gas","score":0.2816999852657318},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.2734000086784363}],"concepts":[{"id":"https://openalex.org/C2993020645","wikidata":"https://www.wikidata.org/wiki/Q564726","display_name":"Shale gas","level":3,"score":0.5974000096321106},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.5544000267982483},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.44040000438690186},{"id":"https://openalex.org/C78762247","wikidata":"https://www.wikidata.org/wiki/Q1273174","display_name":"Petroleum engineering","level":1,"score":0.42340001463890076},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.41909998655319214},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.41620001196861267},{"id":"https://openalex.org/C153127940","wikidata":"https://www.wikidata.org/wiki/Q221378","display_name":"Oil shale","level":2,"score":0.3736000061035156},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.31060001254081726},{"id":"https://openalex.org/C39432304","wikidata":"https://www.wikidata.org/wiki/Q188847","display_name":"Environmental science","level":0,"score":0.2957000136375427},{"id":"https://openalex.org/C59427239","wikidata":"https://www.wikidata.org/wiki/Q40858","display_name":"Natural gas","level":2,"score":0.2816999852657318},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.2734000086784363},{"id":"https://openalex.org/C45804977","wikidata":"https://www.wikidata.org/wiki/Q7239673","display_name":"Predictive modelling","level":2,"score":0.27079999446868896},{"id":"https://openalex.org/C199104240","wikidata":"https://www.wikidata.org/wiki/Q118291","display_name":"Marine engineering","level":1,"score":0.25429999828338623}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1016/j.ress.2026.112971","is_oa":false,"landing_page_url":"https://doi.org/10.1016/j.ress.2026.112971","pdf_url":null,"source":{"id":"https://openalex.org/S202403813","display_name":"Reliability Engineering & System Safety","issn_l":"0951-8320","issn":["0951-8320","1879-0836"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Reliability Engineering & System Safety","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/13","display_name":"Climate action","score":0.7148877382278442}],"awards":[],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320335960","display_name":"National Major Science and Technology Projects of China","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":40,"referenced_works":["https://openalex.org/W1758545843","https://openalex.org/W1917828803","https://openalex.org/W2085355706","https://openalex.org/W2196397028","https://openalex.org/W2519624960","https://openalex.org/W2565194925","https://openalex.org/W2617255320","https://openalex.org/W2734315284","https://openalex.org/W2792937828","https://openalex.org/W2793458647","https://openalex.org/W2805879477","https://openalex.org/W2898433953","https://openalex.org/W2904712937","https://openalex.org/W3011434803","https://openalex.org/W3034960737","https://openalex.org/W3082718164","https://openalex.org/W3127201910","https://openalex.org/W3197391102","https://openalex.org/W3205156559","https://openalex.org/W3210218299","https://openalex.org/W3211083783","https://openalex.org/W4200151330","https://openalex.org/W4285230680","https://openalex.org/W4306386216","https://openalex.org/W4307935816","https://openalex.org/W4308949640","https://openalex.org/W4312083121","https://openalex.org/W4321497956","https://openalex.org/W4381384376","https://openalex.org/W4385408155","https://openalex.org/W4390748174","https://openalex.org/W4392013177","https://openalex.org/W4399883713","https://openalex.org/W4404413859","https://openalex.org/W4407026253","https://openalex.org/W4407703665","https://openalex.org/W4410495844","https://openalex.org/W4411404762","https://openalex.org/W4412441003","https://openalex.org/W4415459602"],"related_works":[],"abstract_inverted_index":null,"counts_by_year":[],"updated_date":"2026-07-23T08:03:31.855105","created_date":"2026-06-05T00:00:00"}