{"id":"https://openalex.org/W4398234043","doi":"https://doi.org/10.1145/3652628.3652637","title":"Machine Learning-Based Research on Reserve Prediction of Natural-Gas-Hydrates","display_name":"Machine Learning-Based Research on Reserve Prediction of Natural-Gas-Hydrates","publication_year":2023,"publication_date":"2023-11-17","ids":{"openalex":"https://openalex.org/W4398234043","doi":"https://doi.org/10.1145/3652628.3652637"},"language":"en","primary_location":{"id":"doi:10.1145/3652628.3652637","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3652628.3652637","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 4th International Conference on Artificial Intelligence and Computer Engineering","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/A5108321745","display_name":"S. Ye","orcid":null},"institutions":[{"id":"https://openalex.org/I4210128140","display_name":"Guangdong University of Petrochemical Technology","ror":"https://ror.org/030ffke25","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210128140"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Sumin Ye","raw_affiliation_strings":["College of Energy and Power Engineering, Guangdong University of Petrochemical Technology, China"],"raw_orcid":"https://orcid.org/0009-0000-7669-0827","affiliations":[{"raw_affiliation_string":"College of Energy and Power Engineering, Guangdong University of Petrochemical Technology, China","institution_ids":["https://openalex.org/I4210128140"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5102805795","display_name":"Shuxian Mai","orcid":"https://orcid.org/0009-0000-3746-9716"},"institutions":[{"id":"https://openalex.org/I4210128140","display_name":"Guangdong University of Petrochemical Technology","ror":"https://ror.org/030ffke25","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210128140"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shuxian Mai","raw_affiliation_strings":["College of Energy and Power Engineering, Guangdong University of Petrochemical Technology, China"],"raw_orcid":"https://orcid.org/0009-0000-3746-9716","affiliations":[{"raw_affiliation_string":"College of Energy and Power Engineering, Guangdong University of Petrochemical Technology, China","institution_ids":["https://openalex.org/I4210128140"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5109511544","display_name":"Wenbo Niu","orcid":"https://orcid.org/0009-0000-6983-9814"},"institutions":[{"id":"https://openalex.org/I4210128140","display_name":"Guangdong University of Petrochemical Technology","ror":"https://ror.org/030ffke25","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210128140"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wenbo Niu","raw_affiliation_strings":["College of Energy and Power Engineering, Guangdong University of Petrochemical Technology, China"],"raw_orcid":"https://orcid.org/0009-0000-6983-9814","affiliations":[{"raw_affiliation_string":"College of Energy and Power Engineering, Guangdong University of Petrochemical Technology, China","institution_ids":["https://openalex.org/I4210128140"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5103176515","display_name":"Tao Yang","orcid":"https://orcid.org/0009-0005-5141-884X"},"institutions":[{"id":"https://openalex.org/I4210128140","display_name":"Guangdong University of Petrochemical Technology","ror":"https://ror.org/030ffke25","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210128140"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Tao Yang","raw_affiliation_strings":["College of Energy and Power Engineering, Guangdong University of Petrochemical Technology, China"],"raw_orcid":"https://orcid.org/0009-0005-5141-884X","affiliations":[{"raw_affiliation_string":"College of Energy and Power Engineering, Guangdong University of Petrochemical Technology, China","institution_ids":["https://openalex.org/I4210128140"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5076851285","display_name":"Lei Ye","orcid":"https://orcid.org/0009-0001-6701-8294"},"institutions":[{"id":"https://openalex.org/I4210128140","display_name":"Guangdong University of Petrochemical Technology","ror":"https://ror.org/030ffke25","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210128140"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Lei Ye","raw_affiliation_strings":["College of Energy and Power Engineering, Guangdong University of Petrochemical Technology, China"],"raw_orcid":"https://orcid.org/0009-0001-6701-8294","affiliations":[{"raw_affiliation_string":"College of Energy and Power Engineering, Guangdong University of Petrochemical Technology, China","institution_ids":["https://openalex.org/I4210128140"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5038867623","display_name":"K. Zhang","orcid":"https://orcid.org/0009-0002-4870-2223"},"institutions":[{"id":"https://openalex.org/I4210128140","display_name":"Guangdong University of Petrochemical Technology","ror":"https://ror.org/030ffke25","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210128140"]},{"id":"https://openalex.org/I921716337","display_name":"Northeast Petroleum University","ror":"https://ror.org/03net5943","country_code":"CN","type":"education","lineage":["https://openalex.org/I921716337"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Kun Zhang","raw_affiliation_strings":["School of mechanical sctence and Engineering, Northeast Petroleum University, China and \rCollege of Energy and Power Engineering, Guangdong University of Petrochemical Technology, China"],"raw_orcid":"https://orcid.org/0009-0002-4870-2223","affiliations":[{"raw_affiliation_string":"School of mechanical sctence and Engineering, Northeast Petroleum University, China and \rCollege of Energy and Power Engineering, Guangdong University of Petrochemical Technology, China","institution_ids":["https://openalex.org/I4210128140","https://openalex.org/I921716337"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5031659998","display_name":"Huimin Tang","orcid":"https://orcid.org/0009-0009-9928-5010"},"institutions":[],"countries":[],"is_corresponding":false,"raw_author_name":"Huimin Tang","raw_affiliation_strings":["Hainan Branch CNOOC (China) Co., Ltd., China"],"raw_orcid":"https://orcid.org/0009-0009-9928-5010","affiliations":[{"raw_affiliation_string":"Hainan Branch CNOOC (China) Co., Ltd., China","institution_ids":[]}]},{"author_position":"middle","author":{"id":null,"display_name":"Chenglong Li","orcid":"https://orcid.org/0009-0003-8854-6269"},"institutions":[{"id":"https://openalex.org/I4210112595","display_name":"Research Institute of Petroleum Exploration and Development","ror":"https://ror.org/02awe6g05","country_code":"CN","type":"facility","lineage":["https://openalex.org/I4210112595","https://openalex.org/I98227222"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chenglong Li","raw_affiliation_strings":["Exploration and Development Research institute, Daqing Oilfield Co. Ltd., China and \rHeilongjiang Key Laboratory of Reservoir Physics and Fluid Mechanics in Porous Medium, China"],"raw_orcid":"https://orcid.org/0009-0003-8854-6269","affiliations":[{"raw_affiliation_string":"Exploration and Development Research institute, Daqing Oilfield Co. Ltd., China and \rHeilongjiang Key Laboratory of Reservoir Physics and Fluid Mechanics in Porous Medium, China","institution_ids":["https://openalex.org/I4210112595"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5014255534","display_name":"Boyang Peng","orcid":"https://orcid.org/0009-0005-5196-9318"},"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":"Boyang Peng","raw_affiliation_strings":["Geological Research Institute, No. 4 Oil Production Plant of Daqing Oilfield Co. Ltd., China"],"raw_orcid":"https://orcid.org/0009-0005-5196-9318","affiliations":[{"raw_affiliation_string":"Geological Research Institute, No. 4 Oil Production Plant of Daqing Oilfield Co. Ltd., China","institution_ids":["https://openalex.org/I4210105529"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5061328884","display_name":"Qiannan Yu","orcid":"https://orcid.org/0000-0002-2313-3768"},"institutions":[{"id":"https://openalex.org/I4210128140","display_name":"Guangdong University of Petrochemical Technology","ror":"https://ror.org/030ffke25","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210128140"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qiannan Yu","raw_affiliation_strings":["College of Energy and Power Engineering, Guangdong University of Petrochemical Technology, China"],"raw_orcid":"https://orcid.org/0000-0002-2313-3768","affiliations":[{"raw_affiliation_string":"College of Energy and Power Engineering, Guangdong University of Petrochemical Technology, China","institution_ids":["https://openalex.org/I4210128140"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":null,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":null,"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"53","last_page":"58"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10995","display_name":"Methane Hydrates and Related Phenomena","score":0.9998000264167786,"subfield":{"id":"https://openalex.org/subfields/2304","display_name":"Environmental Chemistry"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10995","display_name":"Methane Hydrates and Related Phenomena","score":0.9998000264167786,"subfield":{"id":"https://openalex.org/subfields/2304","display_name":"Environmental Chemistry"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10399","display_name":"Hydrocarbon exploration and reservoir analysis","score":0.9976999759674072,"subfield":{"id":"https://openalex.org/subfields/2211","display_name":"Mechanics of Materials"},"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/T11588","display_name":"Atmospheric and Environmental Gas Dynamics","score":0.9941999912261963,"subfield":{"id":"https://openalex.org/subfields/2306","display_name":"Global and Planetary Change"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/natural-gas","display_name":"Natural gas","score":0.6120637655258179},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6011365652084351},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.5999544262886047},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.5025792121887207},{"id":"https://openalex.org/keywords/submarine-pipeline","display_name":"Submarine pipeline","score":0.49261194467544556},{"id":"https://openalex.org/keywords/generalization","display_name":"Generalization","score":0.4853702783584595},{"id":"https://openalex.org/keywords/support-vector-machine","display_name":"Support vector machine","score":0.4208871126174927},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.4193044900894165},{"id":"https://openalex.org/keywords/petroleum-engineering","display_name":"Petroleum engineering","score":0.3691156506538391},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.3654381036758423},{"id":"https://openalex.org/keywords/geology","display_name":"Geology","score":0.16710194945335388},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.1648138463497162},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.13442778587341309},{"id":"https://openalex.org/keywords/geotechnical-engineering","display_name":"Geotechnical engineering","score":0.11342468857765198}],"concepts":[{"id":"https://openalex.org/C59427239","wikidata":"https://www.wikidata.org/wiki/Q40858","display_name":"Natural gas","level":2,"score":0.6120637655258179},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6011365652084351},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.5999544262886047},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.5025792121887207},{"id":"https://openalex.org/C162284963","wikidata":"https://www.wikidata.org/wiki/Q17106102","display_name":"Submarine pipeline","level":2,"score":0.49261194467544556},{"id":"https://openalex.org/C177148314","wikidata":"https://www.wikidata.org/wiki/Q170084","display_name":"Generalization","level":2,"score":0.4853702783584595},{"id":"https://openalex.org/C12267149","wikidata":"https://www.wikidata.org/wiki/Q282453","display_name":"Support vector machine","level":2,"score":0.4208871126174927},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.4193044900894165},{"id":"https://openalex.org/C78762247","wikidata":"https://www.wikidata.org/wiki/Q1273174","display_name":"Petroleum engineering","level":1,"score":0.3691156506538391},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.3654381036758423},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.16710194945335388},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.1648138463497162},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.13442778587341309},{"id":"https://openalex.org/C187320778","wikidata":"https://www.wikidata.org/wiki/Q1349130","display_name":"Geotechnical engineering","level":1,"score":0.11342468857765198},{"id":"https://openalex.org/C134306372","wikidata":"https://www.wikidata.org/wiki/Q7754","display_name":"Mathematical analysis","level":1,"score":0.0},{"id":"https://openalex.org/C548081761","wikidata":"https://www.wikidata.org/wiki/Q180388","display_name":"Waste management","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1145/3652628.3652637","is_oa":false,"landing_page_url":"https://doi.org/10.1145/3652628.3652637","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Proceedings of the 4th International Conference on Artificial Intelligence and Computer Engineering","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":8,"referenced_works":["https://openalex.org/W2162022344","https://openalex.org/W3022789660","https://openalex.org/W3139117707","https://openalex.org/W4206242273","https://openalex.org/W4226323522","https://openalex.org/W4288046136","https://openalex.org/W4294930979","https://openalex.org/W4297236383"],"related_works":["https://openalex.org/W3162204513","https://openalex.org/W2090763504","https://openalex.org/W2371138613","https://openalex.org/W2048963458","https://openalex.org/W43109613","https://openalex.org/W2359952343","https://openalex.org/W148178222","https://openalex.org/W2239445980","https://openalex.org/W2364874348","https://openalex.org/W2353320871"],"abstract_inverted_index":{"Currently,":[0],"there":[1],"are":[2],"challenges":[3],"in":[4,11,47,55,79,116],"reserve":[5,147],"prediction":[6,148],"of":[7,32,57,73,111,113,119,128,170],"natural-gas-hydrates,":[8],"including":[9],"difficulties":[10],"obtaining":[12],"parameters,":[13],"limited":[14],"calculation":[15],"accuracy,":[16,153],"and":[17,34,37,50,60,63,93,105,122,126,156,168,172],"complex":[18],"processes.":[19],"Machine":[20],"learning":[21,67],"is":[22],"a":[23],"data-driven":[24],"predictive":[25,152],"method":[26,130,149],"with":[27],"strong":[28],"generalization":[29],"capabilities,":[30],"capable":[31],"abstracting":[33],"inducing":[35],"knowledge":[36],"rules":[38],"from":[39],"basic":[40],"data":[41],"witch":[42],"has":[43,51],"made":[44],"significant":[45],"advancements":[46],"various":[48],"fields":[49,56],"been":[52],"preliminarily":[53],"applied":[54],"earth":[58],"sciences":[59],"energy":[61],"exploration":[62],"development.":[64],"Various":[65],"machine":[66,85,145],"algorithms":[68],"for":[69,108,163,175],"determining":[70],"the":[71,109,124,129,144],"parameters":[72,112],"gas":[74],"hydrate":[75],"reserves":[76,115],"were":[77],"introduced":[78,100],"this":[80],"paper.":[81],"The":[82],"support":[83],"vector":[84],"algorithm":[86,98],"was":[87,99,131],"employed":[88],"to":[89,101,134],"calculate":[90,102],"effective":[91],"area":[92,118],"thickness,":[94],"while":[95],"neural":[96],"network":[97],"porosity,":[103],"saturation,":[104],"decomposition":[106],"coefficient":[107],"determination":[110],"natural-gas-hydrates":[114,171],"Shenhu":[117],"China's":[120],"offshore,":[121],"then":[123],"feasibility":[125],"accuracy":[127],"verified.":[132],"Compared":[133],"evaluation":[135],"results":[136],"based":[137],"on":[138,166],"trial":[139],"mining":[140],"or":[141],"numerical":[142],"simulation,":[143],"learning-based":[146],"demonstrates":[150],"high":[151],"clear":[154],"processes,":[155],"simple":[157],"structure,":[158],"making":[159],"it":[160],"highly":[161],"valuable":[162],"future":[164,176],"research":[165],"storage":[167],"transportation":[169],"provides":[173],"foundation":[174],"industrial":[177],"applications.":[178]},"counts_by_year":[],"updated_date":"2026-07-14T23:27:15.235271","created_date":"2025-10-10T00:00:00"}