{"id":"https://openalex.org/W3207309133","doi":"https://doi.org/10.1155/2021/3904273","title":"Prediction of Geological Parameters during Tunneling by Time Series Analysis on In Situ Data","display_name":"Prediction of Geological Parameters during Tunneling by Time Series Analysis on In Situ Data","publication_year":2021,"publication_date":"2021-01-01","ids":{"openalex":"https://openalex.org/W3207309133","doi":"https://doi.org/10.1155/2021/3904273","mag":"3207309133","pmid":"https://pubmed.ncbi.nlm.nih.gov/34671389"},"language":"en","primary_location":{"id":"doi:10.1155/2021/3904273","is_oa":true,"landing_page_url":"https://doi.org/10.1155/2021/3904273","pdf_url":"https://downloads.hindawi.com/journals/cin/2021/3904273.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/2021/3904273.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5085993318","display_name":"Shanglin Liu","orcid":"https://orcid.org/0000-0002-3630-0334"},"institutions":[{"id":"https://openalex.org/I162868743","display_name":"Tianjin University","ror":"https://ror.org/012tb2g32","country_code":"CN","type":"education","lineage":["https://openalex.org/I162868743"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shanglin Liu","raw_affiliation_strings":["Key Laboratory of Modern Engineering Mechanics, Tianjin University, Tianjin 300072, China"],"affiliations":[{"raw_affiliation_string":"Key Laboratory of Modern Engineering Mechanics, Tianjin University, Tianjin 300072, China","institution_ids":["https://openalex.org/I162868743"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5068786645","display_name":"Kaihong Yang","orcid":"https://orcid.org/0000-0003-2259-6151"},"institutions":[{"id":"https://openalex.org/I162868743","display_name":"Tianjin University","ror":"https://ror.org/012tb2g32","country_code":"CN","type":"education","lineage":["https://openalex.org/I162868743"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Kaihong Yang","raw_affiliation_strings":["Key Laboratory of Modern Engineering Mechanics, Tianjin University, Tianjin 300072, China"],"affiliations":[{"raw_affiliation_string":"Key Laboratory of Modern Engineering Mechanics, Tianjin University, Tianjin 300072, China","institution_ids":["https://openalex.org/I162868743"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5079611154","display_name":"Jie Cai","orcid":"https://orcid.org/0000-0002-6561-5626"},"institutions":[{"id":"https://openalex.org/I4210133882","display_name":"China Railway Construction Corporation (China)","ror":"https://ror.org/03gyssm79","country_code":"CN","type":"company","lineage":["https://openalex.org/I4210133882"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jie Cai","raw_affiliation_strings":["Design and Research Institute of Tunneling Machine, China Railway Construction Heavy Industry, Changsha 410100, China"],"affiliations":[{"raw_affiliation_string":"Design and Research Institute of Tunneling Machine, China Railway Construction Heavy Industry, Changsha 410100, China","institution_ids":["https://openalex.org/I4210133882"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5061546129","display_name":"Siyang Zhou","orcid":"https://orcid.org/0000-0002-0534-2101"},"institutions":[{"id":"https://openalex.org/I162868743","display_name":"Tianjin University","ror":"https://ror.org/012tb2g32","country_code":"CN","type":"education","lineage":["https://openalex.org/I162868743"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Siyang Zhou","raw_affiliation_strings":["Key Laboratory of Modern Engineering Mechanics, Tianjin University, Tianjin 300072, China"],"affiliations":[{"raw_affiliation_string":"Key Laboratory of Modern Engineering Mechanics, Tianjin University, Tianjin 300072, China","institution_ids":["https://openalex.org/I162868743"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5078498439","display_name":"Qian Zhang","orcid":"https://orcid.org/0000-0001-7210-654X"},"institutions":[{"id":"https://openalex.org/I162868743","display_name":"Tianjin University","ror":"https://ror.org/012tb2g32","country_code":"CN","type":"education","lineage":["https://openalex.org/I162868743"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Qian Zhang","raw_affiliation_strings":["Key Laboratory of Modern Engineering Mechanics, Tianjin University, Tianjin 300072, China"],"affiliations":[{"raw_affiliation_string":"Key Laboratory of Modern Engineering Mechanics, Tianjin University, Tianjin 300072, China","institution_ids":["https://openalex.org/I162868743"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5078498439"],"corresponding_institution_ids":["https://openalex.org/I162868743"],"apc_list":{"value":2100,"currency":"USD","value_usd":2100},"apc_paid":{"value":2100,"currency":"USD","value_usd":2100},"fwci":0.9444,"has_fulltext":true,"cited_by_count":15,"citation_normalized_percentile":{"value":0.73038238,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":99},"biblio":{"volume":"2021","issue":"1","first_page":"3904273","last_page":"3904273"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T12482","display_name":"Tunneling and Rock Mechanics","score":1.0,"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":1.0,"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/T10892","display_name":"Drilling and Well Engineering","score":0.9973000288009644,"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/T10161","display_name":"Rock Mechanics and Modeling","score":0.9918000102043152,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/robustness","display_name":"Robustness (evolution)","score":0.6889991760253906},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6475355625152588},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.6446503400802612},{"id":"https://openalex.org/keywords/quantum-tunnelling","display_name":"Quantum tunnelling","score":0.537158727645874},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.4690675437450409},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.44195711612701416},{"id":"https://openalex.org/keywords/field","display_name":"Field (mathematics)","score":0.4366973638534546},{"id":"https://openalex.org/keywords/time-series","display_name":"Time series","score":0.42761707305908203},{"id":"https://openalex.org/keywords/series","display_name":"Series (stratigraphy)","score":0.4204053282737732},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.35562562942504883},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.3180382251739502},{"id":"https://openalex.org/keywords/geology","display_name":"Geology","score":0.2980809807777405},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.10731318593025208}],"concepts":[{"id":"https://openalex.org/C63479239","wikidata":"https://www.wikidata.org/wiki/Q7353546","display_name":"Robustness (evolution)","level":3,"score":0.6889991760253906},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6475355625152588},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.6446503400802612},{"id":"https://openalex.org/C120398109","wikidata":"https://www.wikidata.org/wiki/Q175751","display_name":"Quantum tunnelling","level":2,"score":0.537158727645874},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.4690675437450409},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.44195711612701416},{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.4366973638534546},{"id":"https://openalex.org/C151406439","wikidata":"https://www.wikidata.org/wiki/Q186588","display_name":"Time series","level":2,"score":0.42761707305908203},{"id":"https://openalex.org/C143724316","wikidata":"https://www.wikidata.org/wiki/Q312468","display_name":"Series (stratigraphy)","level":2,"score":0.4204053282737732},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.35562562942504883},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.3180382251739502},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.2980809807777405},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.10731318593025208},{"id":"https://openalex.org/C55493867","wikidata":"https://www.wikidata.org/wiki/Q7094","display_name":"Biochemistry","level":1,"score":0.0},{"id":"https://openalex.org/C202444582","wikidata":"https://www.wikidata.org/wiki/Q837863","display_name":"Pure mathematics","level":1,"score":0.0},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","level":1,"score":0.0},{"id":"https://openalex.org/C104317684","wikidata":"https://www.wikidata.org/wiki/Q7187","display_name":"Gene","level":2,"score":0.0},{"id":"https://openalex.org/C49040817","wikidata":"https://www.wikidata.org/wiki/Q193091","display_name":"Optoelectronics","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},{"id":"https://openalex.org/C185592680","wikidata":"https://www.wikidata.org/wiki/Q2329","display_name":"Chemistry","level":0,"score":0.0}],"mesh":[{"descriptor_ui":"D002681","descriptor_name":"China","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D002681","descriptor_name":"China","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D002681","descriptor_name":"China","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005844","descriptor_name":"Geology","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D005844","descriptor_name":"Geology","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D005844","descriptor_name":"Geology","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D012107","descriptor_name":"Research Design","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012107","descriptor_name":"Research Design","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D012107","descriptor_name":"Research Design","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":true},{"descriptor_ui":"D016571","descriptor_name":"Neural Networks, Computer","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":true}],"locations_count":4,"locations":[{"id":"doi:10.1155/2021/3904273","is_oa":true,"landing_page_url":"https://doi.org/10.1155/2021/3904273","pdf_url":"https://downloads.hindawi.com/journals/cin/2021/3904273.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:34671389","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/34671389","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:ea634214d7e94fd69b264e768fd76151","is_oa":true,"landing_page_url":"https://doaj.org/article/ea634214d7e94fd69b264e768fd76151","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":"Computational Intelligence and Neuroscience, Vol 2021 (2021)","raw_type":"article"},{"id":"pmh:oai:pubmedcentral.nih.gov:8523262","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/8523262","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:10.1155/2021/3904273","is_oa":true,"landing_page_url":"https://doi.org/10.1155/2021/3904273","pdf_url":"https://downloads.hindawi.com/journals/cin/2021/3904273.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":[{"id":"https://metadata.un.org/sdg/11","display_name":"Sustainable cities and communities","score":0.47999998927116394}],"awards":[{"id":"https://openalex.org/G1121271761","display_name":null,"funder_award_id":"Program","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G3317480652","display_name":null,"funder_award_id":"Science","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G4666673310","display_name":null,"funder_award_id":"11872269","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5151943654","display_name":null,"funder_award_id":"2018YFB1702505","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G577028431","display_name":null,"funder_award_id":"2018YFB1702505","funder_id":"https://openalex.org/F4320335777","funder_display_name":"National Key Research and Development Program of China"},{"id":"https://openalex.org/G5994120800","display_name":null,"funder_award_id":"Natural","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G8998465345","display_name":null,"funder_award_id":"12022205","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"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/W3207309133.pdf","grobid_xml":"https://content.openalex.org/works/W3207309133.grobid-xml"},"referenced_works_count":35,"referenced_works":["https://openalex.org/W1975405397","https://openalex.org/W1984138658","https://openalex.org/W2023179384","https://openalex.org/W2035356149","https://openalex.org/W2039951646","https://openalex.org/W2054224043","https://openalex.org/W2116261113","https://openalex.org/W2158136112","https://openalex.org/W2166186246","https://openalex.org/W2167247020","https://openalex.org/W2290560226","https://openalex.org/W2342405325","https://openalex.org/W2401784868","https://openalex.org/W2416069211","https://openalex.org/W2686770366","https://openalex.org/W2735391677","https://openalex.org/W2774778633","https://openalex.org/W2789216643","https://openalex.org/W2789508474","https://openalex.org/W2793047315","https://openalex.org/W2795656226","https://openalex.org/W2809020232","https://openalex.org/W2889272682","https://openalex.org/W2902508499","https://openalex.org/W3004822113","https://openalex.org/W3009921884","https://openalex.org/W3010738077","https://openalex.org/W3011632114","https://openalex.org/W3013158696","https://openalex.org/W3024761859","https://openalex.org/W3130982961","https://openalex.org/W3132385694","https://openalex.org/W3153118471","https://openalex.org/W3170336472","https://openalex.org/W3175013175"],"related_works":["https://openalex.org/W2012959172","https://openalex.org/W1995707634","https://openalex.org/W2740243652","https://openalex.org/W2025480516","https://openalex.org/W3182877397","https://openalex.org/W2119012848","https://openalex.org/W2622688551","https://openalex.org/W1550175370","https://openalex.org/W3146111732","https://openalex.org/W1990205660"],"abstract_inverted_index":{"A":[0,99],"tunnel":[1,18,70,124],"boring":[2],"machine":[3],"(TBM)":[4],"is":[5,13,115,252],"a":[6,52,123,258,271],"type":[7],"of":[8,35,47,69,132,147,154,163,172,180,187,201,208,218,224,232,242,247,278],"heavy":[9],"load":[10],"equipment":[11,79],"that":[12,30,153,171,191],"widely":[14],"used":[15],"in":[16,23,55,71,96,106,126,203,280],"underground":[17],"construction.":[19],"The":[20,117,145,160,206,254],"geological":[21,48,104,138,233,263],"conditions":[22],"the":[24,33,45,62,66,75,84,103,129,133,148,164,173,176,192,198,202,215,219,222,225,229,240,250,275,279],"tunneling":[25,40,236],"process":[26],"are":[27,140,182],"decisive":[28],"factors":[29],"directly":[31],"affect":[32],"control":[34],"construction":[36,267],"equipment.":[37],"Because":[38],"TBM":[39,110,266],"always":[41],"takes":[42],"place":[43],"underground,":[44],"acquisition":[46],"information":[49,264],"has":[50],"become":[51],"key":[53],"issue":[54],"this":[56],"field.":[57],"This":[58],"study":[59],"focused":[60],"on":[61,109,249],"internal":[63],"relationships":[64],"between":[65,78],"sequential":[67],"nature":[68],"situ":[72,97,204,281],"data":[73,114,282],"and":[74,80,82,128,175,178,228,245,268],"continuous":[76],"interaction":[77,210],"geology":[81],"introduced":[83],"long":[85],"short-term":[86],"memory":[87,216],"(LSTM)":[88],"time":[89,243],"series":[90],"neural":[91,157],"network":[92,158],"method":[93,100,119,195,256],"for":[94,101,136,274],"processing":[95],"data.":[98,205],"predicting":[102],"parameters":[105,139,234],"advance":[107],"based":[108],"real-time":[111],"state":[112],"monitoring":[113],"proposed.":[116],"proposed":[118,193,255],"was":[120,150,166,211,237],"applied":[121],"to":[122],"project":[125],"China,":[127],"<i>R</i>":[130],"<sup>2</sup>":[131],"prediction":[134,161,231,248],"results":[135],"five":[137],"all":[141],"higher":[142,168],"than":[143,185],"0.98.":[144],"performance":[146],"LSTM":[149,165,181,194],"compared":[151,169],"with":[152,170,283],"an":[155],"artificial":[156],"(ANN).":[159],"accuracy":[162],"significantly":[167],"ANN,":[174,188],"generalization":[177],"robustness":[179],"also":[183,269],"better":[184],"those":[186],"which":[189],"indicates":[190],"could":[196],"extract":[197],"sequence":[199,284],"properties":[200],"rule":[207],"equipment-geology":[209],"reflected":[212],"by":[213],"increasing":[214],"structure":[217],"model":[220,251],"through":[221],"introduction":[223],"\"gate\"":[226],"concept,":[227],"accurate":[230],"during":[235,265],"realized.":[238],"Additionally,":[239],"influence":[241],"window":[244],"distance":[246],"discussed.":[253],"provides":[257,270],"new":[259],"approach":[260],"toward":[261],"obtaining":[262],"certain":[272],"reference":[273],"effective":[276],"analysis":[277],"properties.":[285]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":5},{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":5},{"year":2022,"cited_by_count":1}],"updated_date":"2026-04-16T08:26:57.006410","created_date":"2025-10-10T00:00:00"}
