{"id":"https://openalex.org/W4412081819","doi":"https://doi.org/10.1109/tgrs.2025.3586294","title":"Automatic Differentiation-Based Full Waveform Inversion of Anisotropic Parameters in TTI Media","display_name":"Automatic Differentiation-Based Full Waveform Inversion of Anisotropic Parameters in TTI Media","publication_year":2025,"publication_date":"2025-01-01","ids":{"openalex":"https://openalex.org/W4412081819","doi":"https://doi.org/10.1109/tgrs.2025.3586294"},"language":"en","primary_location":{"id":"doi:10.1109/tgrs.2025.3586294","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tgrs.2025.3586294","pdf_url":null,"source":{"id":"https://openalex.org/S111326731","display_name":"IEEE Transactions on Geoscience and Remote Sensing","issn_l":"0196-2892","issn":["0196-2892","1558-0644"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Geoscience and Remote Sensing","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/A5035929633","display_name":"Shibo Mao","orcid":null},"institutions":[{"id":"https://openalex.org/I59028903","display_name":"Ocean University of China","ror":"https://ror.org/04rdtx186","country_code":"CN","type":"education","lineage":["https://openalex.org/I59028903"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shibo Mao","raw_affiliation_strings":["College of Geoscience, Ocean University of China, Qingdao, China"],"raw_orcid":"https://orcid.org/0009-0003-1913-6469","affiliations":[{"raw_affiliation_string":"College of Geoscience, Ocean University of China, Qingdao, China","institution_ids":["https://openalex.org/I59028903"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5035859003","display_name":"Peng Song","orcid":"https://orcid.org/0000-0002-9786-1768"},"institutions":[{"id":"https://openalex.org/I59028903","display_name":"Ocean University of China","ror":"https://ror.org/04rdtx186","country_code":"CN","type":"education","lineage":["https://openalex.org/I59028903"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Peng Song","raw_affiliation_strings":["College of Geoscience and the Key Laboratory of Submarine Geosciences and Prospecting Techniques (Ministry of Education), Ocean University of China, Qingdao, China","College of Geoscience, Ocean University of China, Qingdao, China"],"raw_orcid":"https://orcid.org/0000-0002-9786-1768","affiliations":[{"raw_affiliation_string":"College of Geoscience and the Key Laboratory of Submarine Geosciences and Prospecting Techniques (Ministry of Education), Ocean University of China, Qingdao, China","institution_ids":["https://openalex.org/I59028903"]},{"raw_affiliation_string":"College of Geoscience, Ocean University of China, Qingdao, China","institution_ids":["https://openalex.org/I59028903"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5035800573","display_name":"Siyou Tong","orcid":"https://orcid.org/0000-0002-3500-6782"},"institutions":[{"id":"https://openalex.org/I59028903","display_name":"Ocean University of China","ror":"https://ror.org/04rdtx186","country_code":"CN","type":"education","lineage":["https://openalex.org/I59028903"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Siyou Tong","raw_affiliation_strings":["College of Geoscience and the Key Laboratory of Submarine Geosciences and Prospecting Techniques (Ministry of Education), Ocean University of China, Qingdao, China","College of Geoscience, Ocean University of China, Qingdao, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Geoscience and the Key Laboratory of Submarine Geosciences and Prospecting Techniques (Ministry of Education), Ocean University of China, Qingdao, China","institution_ids":["https://openalex.org/I59028903"]},{"raw_affiliation_string":"College of Geoscience, Ocean University of China, Qingdao, China","institution_ids":["https://openalex.org/I59028903"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101714477","display_name":"Jun Tan","orcid":"https://orcid.org/0000-0001-9317-1949"},"institutions":[{"id":"https://openalex.org/I59028903","display_name":"Ocean University of China","ror":"https://ror.org/04rdtx186","country_code":"CN","type":"education","lineage":["https://openalex.org/I59028903"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jun Tan","raw_affiliation_strings":["College of Geoscience and the Key Laboratory of Submarine Geosciences and Prospecting Techniques (Ministry of Education), Ocean University of China, Qingdao, China","College of Geoscience, Ocean University of China, Qingdao, China"],"raw_orcid":"https://orcid.org/0000-0001-9317-1949","affiliations":[{"raw_affiliation_string":"College of Geoscience and the Key Laboratory of Submarine Geosciences and Prospecting Techniques (Ministry of Education), Ocean University of China, Qingdao, China","institution_ids":["https://openalex.org/I59028903"]},{"raw_affiliation_string":"College of Geoscience, Ocean University of China, Qingdao, China","institution_ids":["https://openalex.org/I59028903"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101333221","display_name":"Chuang Xie","orcid":null},"institutions":[{"id":"https://openalex.org/I151727225","display_name":"Harbin Engineering University","ror":"https://ror.org/03x80pn82","country_code":"CN","type":"education","lineage":["https://openalex.org/I151727225"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Chuang Xie","raw_affiliation_strings":["College of Underwater Acoustic Engineering, Harbin Engineering University, Harbin, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Underwater Acoustic Engineering, Harbin Engineering University, Harbin, China","institution_ids":["https://openalex.org/I151727225"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5118845684","display_name":"Guochang Zu","orcid":null},"institutions":[{"id":"https://openalex.org/I59028903","display_name":"Ocean University of China","ror":"https://ror.org/04rdtx186","country_code":"CN","type":"education","lineage":["https://openalex.org/I59028903"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Guochang Zu","raw_affiliation_strings":["College of Geoscience, Ocean University of China, Qingdao, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Geoscience, Ocean University of China, Qingdao, China","institution_ids":["https://openalex.org/I59028903"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5078736944","display_name":"Guangzhao Liu","orcid":null},"institutions":[{"id":"https://openalex.org/I59028903","display_name":"Ocean University of China","ror":"https://ror.org/04rdtx186","country_code":"CN","type":"education","lineage":["https://openalex.org/I59028903"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Guangzhao Liu","raw_affiliation_strings":["College of Geoscience, Ocean University of China, Qingdao, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"College of Geoscience, Ocean University of China, Qingdao, China","institution_ids":["https://openalex.org/I59028903"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":2.2981,"has_fulltext":false,"cited_by_count":2,"citation_normalized_percentile":{"value":0.86469507,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":91,"max":97},"biblio":{"volume":"63","issue":null,"first_page":"1","last_page":"15"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10271","display_name":"Seismic Imaging and Inversion Techniques","score":0.9979000091552734,"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":0.9979000091552734,"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/T13885","display_name":"Geophysics and Sensor Technology","score":0.986299991607666,"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/T10662","display_name":"Ultrasonics and Acoustic Wave Propagation","score":0.9861000180244446,"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/inversion","display_name":"Inversion (geology)","score":0.599484920501709},{"id":"https://openalex.org/keywords/waveform","display_name":"Waveform","score":0.5223932266235352},{"id":"https://openalex.org/keywords/geology","display_name":"Geology","score":0.4685664474964142},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.4677097201347351},{"id":"https://openalex.org/keywords/remote-sensing","display_name":"Remote sensing","score":0.45580366253852844},{"id":"https://openalex.org/keywords/anisotropy","display_name":"Anisotropy","score":0.4537917673587799},{"id":"https://openalex.org/keywords/geophysics","display_name":"Geophysics","score":0.3481963276863098},{"id":"https://openalex.org/keywords/seismology","display_name":"Seismology","score":0.18690115213394165},{"id":"https://openalex.org/keywords/optics","display_name":"Optics","score":0.18148383498191833},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.17019623517990112},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.11157774925231934},{"id":"https://openalex.org/keywords/radar","display_name":"Radar","score":0.1039743423461914}],"concepts":[{"id":"https://openalex.org/C1893757","wikidata":"https://www.wikidata.org/wiki/Q3653001","display_name":"Inversion (geology)","level":3,"score":0.599484920501709},{"id":"https://openalex.org/C197424946","wikidata":"https://www.wikidata.org/wiki/Q1165717","display_name":"Waveform","level":3,"score":0.5223932266235352},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.4685664474964142},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4677097201347351},{"id":"https://openalex.org/C62649853","wikidata":"https://www.wikidata.org/wiki/Q199687","display_name":"Remote sensing","level":1,"score":0.45580366253852844},{"id":"https://openalex.org/C85725439","wikidata":"https://www.wikidata.org/wiki/Q466686","display_name":"Anisotropy","level":2,"score":0.4537917673587799},{"id":"https://openalex.org/C8058405","wikidata":"https://www.wikidata.org/wiki/Q46255","display_name":"Geophysics","level":1,"score":0.3481963276863098},{"id":"https://openalex.org/C165205528","wikidata":"https://www.wikidata.org/wiki/Q83371","display_name":"Seismology","level":1,"score":0.18690115213394165},{"id":"https://openalex.org/C120665830","wikidata":"https://www.wikidata.org/wiki/Q14620","display_name":"Optics","level":1,"score":0.18148383498191833},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.17019623517990112},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.11157774925231934},{"id":"https://openalex.org/C554190296","wikidata":"https://www.wikidata.org/wiki/Q47528","display_name":"Radar","level":2,"score":0.1039743423461914},{"id":"https://openalex.org/C77928131","wikidata":"https://www.wikidata.org/wiki/Q193343","display_name":"Tectonics","level":2,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tgrs.2025.3586294","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tgrs.2025.3586294","pdf_url":null,"source":{"id":"https://openalex.org/S111326731","display_name":"IEEE Transactions on Geoscience and Remote Sensing","issn_l":"0196-2892","issn":["0196-2892","1558-0644"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319808","host_organization_name":"Institute of Electrical and Electronics Engineers","host_organization_lineage":["https://openalex.org/P4310319808"],"host_organization_lineage_names":["Institute of Electrical and Electronics Engineers"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"IEEE Transactions on Geoscience and Remote Sensing","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1418407030","display_name":null,"funder_award_id":"2022YFC2803501","funder_id":"https://openalex.org/F4320335777","funder_display_name":"National Key Research and Development Program of China"},{"id":"https://openalex.org/G4418027318","display_name":null,"funder_award_id":"LSKJ202204803","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5305812265","display_name":null,"funder_award_id":"42404129","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G5664776442","display_name":null,"funder_award_id":"42074138","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":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":44,"referenced_works":["https://openalex.org/W1988868334","https://openalex.org/W2009552164","https://openalex.org/W2019204104","https://openalex.org/W2040901582","https://openalex.org/W2064716756","https://openalex.org/W2098274171","https://openalex.org/W2100245965","https://openalex.org/W2108113382","https://openalex.org/W2124203590","https://openalex.org/W2138594903","https://openalex.org/W2164772098","https://openalex.org/W2166525224","https://openalex.org/W2168265014","https://openalex.org/W2178369172","https://openalex.org/W2313874631","https://openalex.org/W2342970950","https://openalex.org/W2614813594","https://openalex.org/W2735215857","https://openalex.org/W2921714712","https://openalex.org/W2983807332","https://openalex.org/W2995199223","https://openalex.org/W2999335726","https://openalex.org/W3001295808","https://openalex.org/W3012414209","https://openalex.org/W3036796894","https://openalex.org/W3183154679","https://openalex.org/W3198207138","https://openalex.org/W3212911183","https://openalex.org/W4281485061","https://openalex.org/W4288489321","https://openalex.org/W4307715642","https://openalex.org/W4320489960","https://openalex.org/W4321327328","https://openalex.org/W4366430363","https://openalex.org/W4385413342","https://openalex.org/W4386902727","https://openalex.org/W4390062867","https://openalex.org/W4391065854","https://openalex.org/W4391282533","https://openalex.org/W4393977086","https://openalex.org/W4401076922","https://openalex.org/W6748030506","https://openalex.org/W6783248837","https://openalex.org/W7002287915"],"related_works":["https://openalex.org/W1974895211","https://openalex.org/W2129841057","https://openalex.org/W3040712279","https://openalex.org/W2176409448","https://openalex.org/W2364769705","https://openalex.org/W2056136368","https://openalex.org/W2374664672","https://openalex.org/W4367555392","https://openalex.org/W2054037196","https://openalex.org/W4211168827"],"abstract_inverted_index":{"Conventional":[0],"full":[1],"waveform":[2],"inversion":[3,179],"(FWI)":[4],"requires":[5],"explicit":[6,99],"computation":[7,151],"of":[8,15,22,33,52,124,133],"adjoint":[9,16,100],"source":[10,101],"backpropagated":[11],"wavefields":[12],"and":[13,50,103,129,181,195],"derivation":[14,32],"equations":[17,38],"to":[18,28,64,176],"obtain":[19],"the":[20,23,48,82,96,110,118,122,130,144,162,166],"gradient":[21,34,150,168],"objective":[24,83],"function":[25],"with":[26],"respect":[27],"model":[29],"parameters.":[30],"However,":[31],"formulas":[35],"for":[36,98,152,183],"complex":[37,153],"involving":[39],"multiple":[40],"parameters":[41],"often":[42],"presents":[43],"significant":[44],"mathematical":[45],"challenges,":[46],"hindering":[47],"development":[49],"application":[51,123],"multiparameter":[53,184,197],"FWI":[54,67,75,132,198],"in":[55,68,127,135,186,199],"anisotropic":[56,65],"media.":[57,188,201],"This":[58],"study":[59],"applies":[60],"automatic":[61],"differentiation":[62],"(AD)":[63],"parameter":[66],"tilted":[69],"transversely":[70],"isotropic":[71],"(TTI)":[72],"media,":[73],"reformulating":[74],"as":[76],"an":[77],"optimization":[78,169],"problem":[79],"that":[80],"minimizes":[81],"function.":[84],"By":[85],"directly":[86],"computing":[87],"gradients":[88],"through":[89],"chain":[90],"rule":[91],"propagation,":[92,106],"our":[93],"method":[94],"eliminates":[95],"need":[97],"calculation":[102],"backward":[104],"wavefield":[105],"thereby":[107],"significantly":[108],"simplifying":[109],"implementation":[111],"workflow.":[112],"The":[113,189],"enormous":[114],"memory":[115,146],"consumption":[116,147],"is":[117,159,174],"main":[119],"factor":[120],"limiting":[121],"AD":[125,131,163],"technology":[126],"FWI,":[128],"multi-parameters":[134],"TTI":[136,154,187,200],"media":[137],"further":[138],"exacerbates":[139],"this":[140],"issue.":[141],"To":[142],"address":[143],"excessive":[145],"during":[148],"AD-based":[149],"equations,":[155],"a":[156],"boundary-saving":[157],"strategy":[158],"integrated":[160],"into":[161],"framework.":[164],"Furthermore,":[165],"Adam":[167],"algorithm":[170],"from":[171],"deep":[172],"learning":[173],"introduced":[175],"enhance":[177],"both":[178],"efficiency":[180],"accuracy":[182],"reconstruction":[185],"proposed":[190],"approach":[191],"ultimately":[192],"achieves":[193],"efficient":[194],"high-accuracy":[196]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":1}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}