{"id":"https://openalex.org/W3134394808","doi":"https://doi.org/10.1109/tgrs.2020.3048746","title":"Intelligent Deblending of Seismic Data Based on U-Net and Transfer Learning","display_name":"Intelligent Deblending of Seismic Data Based on U-Net and Transfer Learning","publication_year":2021,"publication_date":"2021-02-25","ids":{"openalex":"https://openalex.org/W3134394808","doi":"https://doi.org/10.1109/tgrs.2020.3048746","mag":"3134394808"},"language":"en","primary_location":{"id":"doi:10.1109/tgrs.2020.3048746","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tgrs.2020.3048746","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/A5040170630","display_name":"Benfeng Wang","orcid":"https://orcid.org/0000-0002-5743-0664"},"institutions":[{"id":"https://openalex.org/I116953780","display_name":"Tongji University","ror":"https://ror.org/03rc6as71","country_code":"CN","type":"education","lineage":["https://openalex.org/I116953780"]},{"id":"https://openalex.org/I4391767744","display_name":"State Key Laboratory of Marine Geology","ror":"https://ror.org/02bxj9z30","country_code":null,"type":"facility","lineage":["https://openalex.org/I116953780","https://openalex.org/I4391767744"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Benfeng Wang","raw_affiliation_strings":["State Key Laboratory of Marine Geology, School of Ocean and Earth Science, Tongji University, Shanghai, China"],"raw_orcid":"https://orcid.org/0000-0002-5743-0664","affiliations":[{"raw_affiliation_string":"State Key Laboratory of Marine Geology, School of Ocean and Earth Science, Tongji University, Shanghai, China","institution_ids":["https://openalex.org/I116953780","https://openalex.org/I4391767744"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5058797330","display_name":"Jiakuo Li","orcid":"https://orcid.org/0000-0003-1682-9035"},"institutions":[{"id":"https://openalex.org/I116953780","display_name":"Tongji University","ror":"https://ror.org/03rc6as71","country_code":"CN","type":"education","lineage":["https://openalex.org/I116953780"]},{"id":"https://openalex.org/I4391767744","display_name":"State Key Laboratory of Marine Geology","ror":"https://ror.org/02bxj9z30","country_code":null,"type":"facility","lineage":["https://openalex.org/I116953780","https://openalex.org/I4391767744"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jiakuo Li","raw_affiliation_strings":["State Key Laboratory of Marine Geology, School of Ocean and Earth Science, Tongji University, Shanghai, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"State Key Laboratory of Marine Geology, School of Ocean and Earth Science, Tongji University, Shanghai, China","institution_ids":["https://openalex.org/I116953780","https://openalex.org/I4391767744"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5019286261","display_name":"Jingrui Luo","orcid":"https://orcid.org/0000-0001-8809-0466"},"institutions":[{"id":"https://openalex.org/I4210131919","display_name":"Xi'an University of Technology","ror":"https://ror.org/038avdt50","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210131919"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jingrui Luo","raw_affiliation_strings":["School of Automation and Information Engineering, Xi\u2019an University of Technology, Xi\u2019an, China","School of Automation and Information Engineering, Xi'an University of Technology, Xi'an, China"],"raw_orcid":"https://orcid.org/0000-0001-8809-0466","affiliations":[{"raw_affiliation_string":"School of Automation and Information Engineering, Xi\u2019an University of Technology, Xi\u2019an, China","institution_ids":["https://openalex.org/I4210131919"]},{"raw_affiliation_string":"School of Automation and Information Engineering, Xi'an University of Technology, Xi'an, China","institution_ids":["https://openalex.org/I4210131919"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5100381010","display_name":"Yingying Wang","orcid":"https://orcid.org/0000-0002-5882-8420"},"institutions":[{"id":"https://openalex.org/I116953780","display_name":"Tongji University","ror":"https://ror.org/03rc6as71","country_code":"CN","type":"education","lineage":["https://openalex.org/I116953780"]},{"id":"https://openalex.org/I4391767744","display_name":"State Key Laboratory of Marine Geology","ror":"https://ror.org/02bxj9z30","country_code":null,"type":"facility","lineage":["https://openalex.org/I116953780","https://openalex.org/I4391767744"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yingying Wang","raw_affiliation_strings":["State Key Laboratory of Marine Geology, School of Ocean and Earth Science, Tongji University, Shanghai, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"State Key Laboratory of Marine Geology, School of Ocean and Earth Science, Tongji University, Shanghai, China","institution_ids":["https://openalex.org/I116953780","https://openalex.org/I4391767744"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100735723","display_name":"Jianhua Geng","orcid":"https://orcid.org/0000-0002-0411-1192"},"institutions":[{"id":"https://openalex.org/I116953780","display_name":"Tongji University","ror":"https://ror.org/03rc6as71","country_code":"CN","type":"education","lineage":["https://openalex.org/I116953780"]},{"id":"https://openalex.org/I4391767744","display_name":"State Key Laboratory of Marine Geology","ror":"https://ror.org/02bxj9z30","country_code":null,"type":"facility","lineage":["https://openalex.org/I116953780","https://openalex.org/I4391767744"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jianhua Geng","raw_affiliation_strings":["State Key Laboratory of Marine Geology, School of Ocean and Earth Science, Tongji University, Shanghai, China"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"State Key Laboratory of Marine Geology, School of Ocean and Earth Science, Tongji University, Shanghai, China","institution_ids":["https://openalex.org/I116953780","https://openalex.org/I4391767744"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":8.5787,"has_fulltext":false,"cited_by_count":62,"citation_normalized_percentile":{"value":0.98838836,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":97,"max":100},"biblio":{"volume":"59","issue":"10","first_page":"8885","last_page":"8894"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10271","display_name":"Seismic Imaging and Inversion Techniques","score":0.9998999834060669,"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":0.9998999834060669,"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/T11801","display_name":"Reservoir Engineering and Simulation Methods","score":0.9976000189781189,"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/T11757","display_name":"Seismic Waves and Analysis","score":0.989799976348877,"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/computer-science","display_name":"Computer science","score":0.7446936964988708},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.46073243021965027},{"id":"https://openalex.org/keywords/transfer-of-learning","display_name":"Transfer of learning","score":0.4525947570800781},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.4469098150730133},{"id":"https://openalex.org/keywords/data-processing","display_name":"Data processing","score":0.44015011191368103},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.38960030674934387},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.33338475227355957},{"id":"https://openalex.org/keywords/database","display_name":"Database","score":0.0801076889038086}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7446936964988708},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.46073243021965027},{"id":"https://openalex.org/C150899416","wikidata":"https://www.wikidata.org/wiki/Q1820378","display_name":"Transfer of learning","level":2,"score":0.4525947570800781},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.4469098150730133},{"id":"https://openalex.org/C138827492","wikidata":"https://www.wikidata.org/wiki/Q6661985","display_name":"Data processing","level":2,"score":0.44015011191368103},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.38960030674934387},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.33338475227355957},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.0801076889038086}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tgrs.2020.3048746","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tgrs.2020.3048746","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/G2362496806","display_name":null,"funder_award_id":"2018QNRC001","funder_id":"https://openalex.org/F4320311778","funder_display_name":"China Association for Science and Technology"},{"id":"https://openalex.org/G4432022243","display_name":null,"funder_award_id":"41704118","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G486263576","display_name":"\u5730\u9707\u4fe1\u53f7\u8870\u51cf\u7279\u6027\u5206\u6790\u53ca\u9c81\u68d2Q\u503c\u4f30\u8ba1\u591a\u9053\u8865\u507f\u65b9\u6cd5\u7814\u7a76","funder_award_id":"41874128","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G7808369620","display_name":null,"funder_award_id":"2018YFC0310104","funder_id":"https://openalex.org/F4320335777","funder_display_name":"National Key Research and Development Program of China"}],"funders":[{"id":"https://openalex.org/F4320311778","display_name":"China Association for Science and Technology","ror":"https://ror.org/035vmht26"},{"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":false,"pdf":false},"content_urls":null,"referenced_works_count":43,"referenced_works":["https://openalex.org/W1901129140","https://openalex.org/W1980454827","https://openalex.org/W2042040926","https://openalex.org/W2066682713","https://openalex.org/W2076513090","https://openalex.org/W2100556411","https://openalex.org/W2111333160","https://openalex.org/W2115528090","https://openalex.org/W2129983037","https://openalex.org/W2135554828","https://openalex.org/W2151169043","https://openalex.org/W2168917711","https://openalex.org/W2171584283","https://openalex.org/W2182747765","https://openalex.org/W2192125225","https://openalex.org/W2194493324","https://openalex.org/W2194775991","https://openalex.org/W2216762059","https://openalex.org/W2249210872","https://openalex.org/W2259014849","https://openalex.org/W2326213634","https://openalex.org/W2474759111","https://openalex.org/W2894410771","https://openalex.org/W2897137065","https://openalex.org/W2904005001","https://openalex.org/W2921277066","https://openalex.org/W2942251381","https://openalex.org/W2944811543","https://openalex.org/W2947299201","https://openalex.org/W2955412401","https://openalex.org/W2963322354","https://openalex.org/W2979637052","https://openalex.org/W2981028488","https://openalex.org/W2984603160","https://openalex.org/W2985018706","https://openalex.org/W2991580101","https://openalex.org/W2999119012","https://openalex.org/W3013404951","https://openalex.org/W3033271345","https://openalex.org/W3174765192","https://openalex.org/W4233353631","https://openalex.org/W6639824700","https://openalex.org/W7014673677"],"related_works":["https://openalex.org/W2051487156","https://openalex.org/W2073681303","https://openalex.org/W2317200988","https://openalex.org/W2052122378","https://openalex.org/W2544423928","https://openalex.org/W2053286651","https://openalex.org/W3201126466","https://openalex.org/W2181743346","https://openalex.org/W2187401768","https://openalex.org/W2181413294"],"abstract_inverted_index":{"The":[0,178,202],"blended":[1],"acquisition":[2,19,24],"allows":[3],"multiple":[4,32],"sources":[5,33],"to":[6,141,158,169],"be":[7,50],"simulated":[8],"simultaneously":[9],"in":[10,86,207],"a":[11,53,64,70,77,87,95,115],"narrow":[12],"time":[13],"interval,":[14],"which":[15,100,219],"can":[16,59,81],"improve":[17,189],"the":[18,23,28,123,138,143,146,151,155,171,190,199,208,215,221,224],"efficiency":[20,212],"and":[21,46,104,125,131,210],"reduce":[22],"cost":[25],"tremendously.":[26],"However,":[27],"overlapped":[29],"information":[30],"from":[31],"poses":[34],"challenges":[35],"for":[36,69,128],"traditional":[37],"seismic":[38,74,83],"data":[39,62,84,113,127,134,140,157,164],"migration":[40],"or":[41],"inversion":[42],"algorithms.":[43],"Thus,":[44],"accurate":[45,97],"efficient":[47],"deblending":[48,57,98,152,191,203,217,227],"should":[49],"implemented":[51],"as":[52,137],"pre-requisite.":[54],"Traditional":[55],"inversion-based":[56],"algorithms":[58],"provide":[60],"deblended":[61],"with":[63,114,165,198,214],"high":[65],"computational":[66,211],"burden,":[67],"especially":[68],"large":[71],"volume":[72],"of":[73,110,118,145,154,162,223],"data.":[75],"As":[76],"deep":[78],"learning":[79,103],"strategy":[80,197],"match":[82],"accurately":[85],"nonlinear":[88],"way":[89],"through":[90],"supervised":[91],"learning,":[92],"we":[93,193],"propose":[94],"U-net-based":[96],"algorithm,":[99],"incorporates":[101],"transfer":[102,176],"an":[105,195],"iterative":[106,196],"strategy.":[107],"A":[108],"set":[109],"labeled":[111],"synthetic":[112],"blending":[116],"fold":[117],"2":[119],"are":[120,135,167],"classified":[121],"into":[122],"training":[124,130],"validation":[126],"U-net":[129,173],"validation.":[132],"Field":[133],"regarded":[136],"test":[139],"assess":[142],"performance":[144,153,204],"trained":[147,172],"U-net.":[148,201],"To":[149,187],"guarantee":[150],"field":[156,163],"some":[159],"extent,":[160],"parts":[161],"labels":[166],"used":[168],"fine-tune":[170],"based":[174],"on":[175],"learning.":[177],"fine-tuning":[179],"procedure":[180],"is":[181,205],"relatively":[182],"fast":[183],"within":[184],"several":[185],"minutes.":[186],"further":[188],"performance,":[192],"incorporate":[194],"fine-tuned":[200],"promising":[206],"quality":[209],"compared":[213],"curvelet-thresholding-based":[216],"method,":[218],"demonstrates":[220],"validity":[222],"proposed":[225],"intelligent":[226],"method.":[228]},"counts_by_year":[{"year":2026,"cited_by_count":6},{"year":2025,"cited_by_count":10},{"year":2024,"cited_by_count":9},{"year":2023,"cited_by_count":13},{"year":2022,"cited_by_count":20},{"year":2021,"cited_by_count":4}],"updated_date":"2026-06-23T13:55:30.953635","created_date":"2025-10-10T00:00:00"}
