{"id":"https://openalex.org/W4416278330","doi":"https://doi.org/10.1007/s44196-025-01029-6","title":"Microseismic Source Location Based on Full Waveform Inversion-Driven Neural Network","display_name":"Microseismic Source Location Based on Full Waveform Inversion-Driven Neural Network","publication_year":2025,"publication_date":"2025-11-17","ids":{"openalex":"https://openalex.org/W4416278330","doi":"https://doi.org/10.1007/s44196-025-01029-6"},"language":"en","primary_location":{"id":"doi:10.1007/s44196-025-01029-6","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s44196-025-01029-6","pdf_url":"https://link.springer.com/content/pdf/10.1007/s44196-025-01029-6.pdf","source":{"id":"https://openalex.org/S190680769","display_name":"International Journal of Computational Intelligence Systems","issn_l":"1875-6883","issn":["1875-6883","1875-6891"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Computational Intelligence Systems","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://link.springer.com/content/pdf/10.1007/s44196-025-01029-6.pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5076606618","display_name":"Yan Zhang","orcid":"https://orcid.org/0000-0002-5804-2268"},"institutions":[{"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":"Yan Zhang","raw_affiliation_strings":["School of Computer and Information Technology, Northeast Petroleum University, Daqing, 163318, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer and Information Technology, Northeast Petroleum University, Daqing, 163318, China","institution_ids":["https://openalex.org/I921716337"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5059431515","display_name":"Zixin Wei","orcid":null},"institutions":[{"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":true,"raw_author_name":"Yan Zhang","raw_affiliation_strings":["School of Computer and Information Technology, Northeast Petroleum University, Daqing, 163318, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer and Information Technology, Northeast Petroleum University, Daqing, 163318, China","institution_ids":["https://openalex.org/I921716337"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101796084","display_name":"Yongxue Zhang","orcid":"https://orcid.org/0000-0003-2208-6127"},"institutions":[{"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":"Zixin Wei","raw_affiliation_strings":["School of Computer and Information Technology, Northeast Petroleum University, Daqing, 163318, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer and Information Technology, Northeast Petroleum University, Daqing, 163318, China","institution_ids":["https://openalex.org/I921716337"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5064660687","display_name":"Hongli Dong","orcid":"https://orcid.org/0000-0001-8531-6757"},"institutions":[{"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":true,"raw_author_name":"Yongxue Zhang","raw_affiliation_strings":["School of Computer and Information Technology, Northeast Petroleum University, Daqing, 163318, China","The Institute of Artificial Intelligence Energy Research, Northeast Petroleum University, Daqing, 163318, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer and Information Technology, Northeast Petroleum University, Daqing, 163318, China","institution_ids":["https://openalex.org/I921716337"]},{"raw_affiliation_string":"The Institute of Artificial Intelligence Energy Research, Northeast Petroleum University, Daqing, 163318, China","institution_ids":["https://openalex.org/I921716337"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5021209111","display_name":"Jingzhe Wang","orcid":"https://orcid.org/0000-0001-8332-7997"},"institutions":[{"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":"Yongxue Zhang","raw_affiliation_strings":["School of Computer and Information Technology, Northeast Petroleum University, Daqing, 163318, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer and Information Technology, Northeast Petroleum University, Daqing, 163318, China","institution_ids":["https://openalex.org/I921716337"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101925774","display_name":"Linjun Zhang","orcid":"https://orcid.org/0000-0002-9436-0773"},"institutions":[{"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":"Hongli Dong","raw_affiliation_strings":["The Institute of Artificial Intelligence Energy Research, Northeast Petroleum University, Daqing, 163318, China","School of Computer and Information Technology, Northeast Petroleum University, Daqing, 163318, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"The Institute of Artificial Intelligence Energy Research, Northeast Petroleum University, Daqing, 163318, China","institution_ids":["https://openalex.org/I921716337"]},{"raw_affiliation_string":"School of Computer and Information Technology, Northeast Petroleum University, Daqing, 163318, China","institution_ids":["https://openalex.org/I921716337"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5029664730","display_name":"Liwei Song","orcid":"https://orcid.org/0000-0003-1039-8131"},"institutions":[{"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":"Jingzhe Wang","raw_affiliation_strings":["School of Computer and Information Technology, Northeast Petroleum University, Daqing, 163318, China","The School of Physics and Electronic Engineering, Northeast Petroleum University, Daqing, 163318, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer and Information Technology, Northeast Petroleum University, Daqing, 163318, China","institution_ids":["https://openalex.org/I921716337"]},{"raw_affiliation_string":"The School of Physics and Electronic Engineering, Northeast Petroleum University, Daqing, 163318, China","institution_ids":["https://openalex.org/I921716337"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101925774","display_name":"Linjun Zhang","orcid":"https://orcid.org/0000-0002-9436-0773"},"institutions":[{"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":"Linjun Zhang","raw_affiliation_strings":["School of Computer and Information Technology, Northeast Petroleum University, Daqing, 163318, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Computer and Information Technology, Northeast Petroleum University, Daqing, 163318, China","institution_ids":["https://openalex.org/I921716337"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5029664730","display_name":"Liwei Song","orcid":"https://orcid.org/0000-0003-1039-8131"},"institutions":[{"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":"Liwei Song","raw_affiliation_strings":["The School of Physics and Electronic Engineering, Northeast Petroleum University, Daqing, 163318, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"The School of Physics and Electronic Engineering, Northeast Petroleum University, Daqing, 163318, China","institution_ids":["https://openalex.org/I921716337"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":9,"corresponding_author_ids":["https://openalex.org/A5059431515","https://openalex.org/A5064660687"],"corresponding_institution_ids":["https://openalex.org/I921716337"],"apc_list":{"value":1390,"currency":"GBP","value_usd":1704},"apc_paid":{"value":1390,"currency":"GBP","value_usd":1704},"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.30317887,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"18","issue":"1","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10271","display_name":"Seismic Imaging and Inversion Techniques","score":0.9330000281333923,"subfield":{"id":"https://openalex.org/subfields/1908","display_name":"Geophysics"},"field":{"id":"https://openalex.org/fields/19","display_name":"Earth and Planetary Sciences"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10271","display_name":"Seismic Imaging and Inversion Techniques","score":0.9330000281333923,"subfield":{"id":"https://openalex.org/subfields/1908","display_name":"Geophysics"},"field":{"id":"https://openalex.org/fields/19","display_name":"Earth and Planetary Sciences"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T13018","display_name":"Seismology and Earthquake Studies","score":0.040300000458955765,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11757","display_name":"Seismic Waves and Analysis","score":0.004999999888241291,"subfield":{"id":"https://openalex.org/subfields/1908","display_name":"Geophysics"},"field":{"id":"https://openalex.org/fields/19","display_name":"Earth and Planetary Sciences"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/microseism","display_name":"Microseism","score":0.9401000142097473},{"id":"https://openalex.org/keywords/waveform","display_name":"Waveform","score":0.7257000207901001},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.5936999917030334},{"id":"https://openalex.org/keywords/inversion","display_name":"Inversion (geology)","score":0.5672000050544739},{"id":"https://openalex.org/keywords/convolutional-neural-network","display_name":"Convolutional neural network","score":0.4957999885082245},{"id":"https://openalex.org/keywords/nonlinear-system","display_name":"Nonlinear system","score":0.45809999108314514}],"concepts":[{"id":"https://openalex.org/C7266685","wikidata":"https://www.wikidata.org/wiki/Q1303250","display_name":"Microseism","level":2,"score":0.9401000142097473},{"id":"https://openalex.org/C197424946","wikidata":"https://www.wikidata.org/wiki/Q1165717","display_name":"Waveform","level":3,"score":0.7257000207901001},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.616599977016449},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.5936999917030334},{"id":"https://openalex.org/C1893757","wikidata":"https://www.wikidata.org/wiki/Q3653001","display_name":"Inversion (geology)","level":3,"score":0.5672000050544739},{"id":"https://openalex.org/C81363708","wikidata":"https://www.wikidata.org/wiki/Q17084460","display_name":"Convolutional neural network","level":2,"score":0.4957999885082245},{"id":"https://openalex.org/C158622935","wikidata":"https://www.wikidata.org/wiki/Q660848","display_name":"Nonlinear system","level":2,"score":0.45809999108314514},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.3921000063419342},{"id":"https://openalex.org/C39267094","wikidata":"https://www.wikidata.org/wiki/Q7446968","display_name":"Seismic inversion","level":3,"score":0.3919000029563904},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.34850001335144043},{"id":"https://openalex.org/C155032097","wikidata":"https://www.wikidata.org/wiki/Q798503","display_name":"Backpropagation","level":3,"score":0.32440000772476196},{"id":"https://openalex.org/C78542244","wikidata":"https://www.wikidata.org/wiki/Q186167","display_name":"Seismic wave","level":2,"score":0.31929999589920044},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3188000023365021},{"id":"https://openalex.org/C160920958","wikidata":"https://www.wikidata.org/wiki/Q7662746","display_name":"Synthetic data","level":2,"score":0.28610000014305115},{"id":"https://openalex.org/C8058405","wikidata":"https://www.wikidata.org/wiki/Q46255","display_name":"Geophysics","level":1,"score":0.27309998869895935},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.27300000190734863},{"id":"https://openalex.org/C165205528","wikidata":"https://www.wikidata.org/wiki/Q83371","display_name":"Seismology","level":1,"score":0.2508000135421753}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.1007/s44196-025-01029-6","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s44196-025-01029-6","pdf_url":"https://link.springer.com/content/pdf/10.1007/s44196-025-01029-6.pdf","source":{"id":"https://openalex.org/S190680769","display_name":"International Journal of Computational Intelligence Systems","issn_l":"1875-6883","issn":["1875-6883","1875-6891"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Computational Intelligence Systems","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:3009349d5b17438d8766ea7d2e82909e","is_oa":true,"landing_page_url":"https://doaj.org/article/3009349d5b17438d8766ea7d2e82909e","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","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":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"International Journal of Computational Intelligence Systems, Vol 18, Iss 1, Pp 1-17 (2025)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.1007/s44196-025-01029-6","is_oa":true,"landing_page_url":"https://doi.org/10.1007/s44196-025-01029-6","pdf_url":"https://link.springer.com/content/pdf/10.1007/s44196-025-01029-6.pdf","source":{"id":"https://openalex.org/S190680769","display_name":"International Journal of Computational Intelligence Systems","issn_l":"1875-6883","issn":["1875-6883","1875-6891"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310319965","host_organization_name":"Springer Nature","host_organization_lineage":["https://openalex.org/P4310319965"],"host_organization_lineage_names":["Springer Nature"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Computational Intelligence Systems","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4416278330.pdf","grobid_xml":"https://content.openalex.org/works/W4416278330.grobid-xml"},"referenced_works_count":29,"referenced_works":["https://openalex.org/W2009552164","https://openalex.org/W2028005832","https://openalex.org/W2060665466","https://openalex.org/W2099857446","https://openalex.org/W2319291697","https://openalex.org/W2592688957","https://openalex.org/W2762410434","https://openalex.org/W2806067761","https://openalex.org/W2897323746","https://openalex.org/W2900828118","https://openalex.org/W2928445043","https://openalex.org/W2982283800","https://openalex.org/W2983807332","https://openalex.org/W3090394361","https://openalex.org/W3185014703","https://openalex.org/W3193621325","https://openalex.org/W3202979466","https://openalex.org/W3207967945","https://openalex.org/W3214113946","https://openalex.org/W4206073891","https://openalex.org/W4206817852","https://openalex.org/W4294131996","https://openalex.org/W4385202448","https://openalex.org/W4389334343","https://openalex.org/W4390062867","https://openalex.org/W4392203261","https://openalex.org/W4393976847","https://openalex.org/W4400489031","https://openalex.org/W4408596916"],"related_works":[],"abstract_inverted_index":{"Accurate":[0],"localization":[1,22,50,70,165],"of":[2,33,102,135,151],"microseismic":[3,48,68,96],"sources":[4],"is":[5,88,106,144],"essential":[6],"in":[7,116],"fields":[8],"such":[9],"as":[10],"oil":[11],"and":[12,15,35,129,141,170],"gas":[13],"extraction":[14],"underground":[16],"energy":[17],"storage.":[18],"Current":[19],"seismic":[20,84,137,153],"source":[21,49,69,138],"methods":[23,51],"based":[24],"on":[25],"full":[26,74,113],"waveform":[27,75,114],"inversion":[28,76,115],"exhibit":[29],"a":[30,67,78],"high":[31,164,167],"degree":[32],"nonlinearity":[34],"involve":[36],"complex":[37],"gradient":[38,111],"calculations":[39],"for":[40,112],"the":[41,83,103,110,124,127,132,136,148,152,160],"objective":[42],"function.":[43],"However,":[44],"data-driven":[45],"neural":[46,80,104],"network":[47,105],"lack":[52],"physical":[53],"constraints,":[54],"which":[55],"can":[56],"compromise":[57],"geological":[58],"validity.":[59],"To":[60],"address":[61],"these":[62],"challenges,":[63],"this":[64],"paper":[65],"proposes":[66],"method":[71,162],"that":[72,159],"integrates":[73],"with":[77],"recurrent":[79],"network.":[81],"First,":[82],"wavefield":[85],"propagation":[86],"operator":[87],"designed":[89],"using":[90],"convolutional":[91],"kernels":[92],"to":[93,108,146,172],"achieve":[94],"networked":[95],"forward":[97],"modeling.":[98],"Next,":[99],"chain":[100],"differentiation":[101],"employed":[107],"calculate":[109],"reverse,":[117],"improving":[118],"computational":[119,168],"efficiency.":[120],"Finally,":[121],"by":[122],"minimizing":[123],"error":[125],"between":[126],"observed":[128],"forward-modeled":[130],"data,":[131],"spatial":[133,149],"components":[134],"are":[139],"optimized,":[140],"non-maximum":[142],"suppression":[143],"applied":[145],"obtain":[147],"location":[150],"source.":[154],"The":[155],"experimental":[156],"results":[157],"reveal":[158],"proposed":[161],"achieves":[163],"accuracy,":[166],"efficiency,":[169],"resistance":[171],"noise.":[173]},"counts_by_year":[],"updated_date":"2026-06-22T08:00:12.763002","created_date":"2025-11-17T00:00:00"}