{"id":"https://openalex.org/W4400188664","doi":"https://doi.org/10.1109/tgrs.2024.3421597","title":"Stochastic Solutions for Simultaneous Seismic Data Denoising and Reconstruction via Score-Based Generative Models","display_name":"Stochastic Solutions for Simultaneous Seismic Data Denoising and Reconstruction via Score-Based Generative Models","publication_year":2024,"publication_date":"2024-01-01","ids":{"openalex":"https://openalex.org/W4400188664","doi":"https://doi.org/10.1109/tgrs.2024.3421597"},"language":"en","primary_location":{"id":"doi:10.1109/tgrs.2024.3421597","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tgrs.2024.3421597","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/A5033209812","display_name":"Chuangji Meng","orcid":"https://orcid.org/0000-0002-4663-4645"},"institutions":[{"id":"https://openalex.org/I87445476","display_name":"Xi'an Jiaotong University","ror":"https://ror.org/017zhmm22","country_code":"CN","type":"education","lineage":["https://openalex.org/I87445476"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Chuangji Meng","raw_affiliation_strings":["School of Information and Communications Engineering, Xi’an Jiaotong University, Xi’an, China"],"affiliations":[{"raw_affiliation_string":"School of Information and Communications Engineering, Xi’an Jiaotong University, Xi’an, China","institution_ids":["https://openalex.org/I87445476"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5077552109","display_name":"Jinghuai Gao","orcid":"https://orcid.org/0000-0002-0448-8555"},"institutions":[{"id":"https://openalex.org/I87445476","display_name":"Xi'an Jiaotong University","ror":"https://ror.org/017zhmm22","country_code":"CN","type":"education","lineage":["https://openalex.org/I87445476"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jinghuai Gao","raw_affiliation_strings":["School of Information and Communications Engineering, Xi’an Jiaotong University, Xi’an, China"],"affiliations":[{"raw_affiliation_string":"School of Information and Communications Engineering, Xi’an Jiaotong University, Xi’an, China","institution_ids":["https://openalex.org/I87445476"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5044599355","display_name":"Yajun Tian","orcid":"https://orcid.org/0000-0003-0237-0657"},"institutions":[{"id":"https://openalex.org/I87445476","display_name":"Xi'an Jiaotong University","ror":"https://ror.org/017zhmm22","country_code":"CN","type":"education","lineage":["https://openalex.org/I87445476"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yajun Tian","raw_affiliation_strings":["School of Information and Communications Engineering, Xi’an Jiaotong University, Xi’an, China"],"affiliations":[{"raw_affiliation_string":"School of Information and Communications Engineering, Xi’an Jiaotong University, Xi’an, China","institution_ids":["https://openalex.org/I87445476"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5083228558","display_name":"Hongling Chen","orcid":"https://orcid.org/0000-0001-5188-7762"},"institutions":[{"id":"https://openalex.org/I87445476","display_name":"Xi'an Jiaotong University","ror":"https://ror.org/017zhmm22","country_code":"CN","type":"education","lineage":["https://openalex.org/I87445476"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Hongling Chen","raw_affiliation_strings":["School of Information and Communications Engineering, Xi’an Jiaotong University, Xi’an, China"],"affiliations":[{"raw_affiliation_string":"School of Information and Communications Engineering, Xi’an Jiaotong University, Xi’an, China","institution_ids":["https://openalex.org/I87445476"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5019140146","display_name":"Wei Zhang","orcid":"https://orcid.org/0000-0002-6461-3522"},"institutions":[{"id":"https://openalex.org/I87445476","display_name":"Xi'an Jiaotong University","ror":"https://ror.org/017zhmm22","country_code":"CN","type":"education","lineage":["https://openalex.org/I87445476"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wei Zhang","raw_affiliation_strings":["School of Information and Communications Engineering, Xi’an Jiaotong University, Xi’an, China"],"affiliations":[{"raw_affiliation_string":"School of Information and Communications Engineering, Xi’an Jiaotong University, Xi’an, China","institution_ids":["https://openalex.org/I87445476"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5055542784","display_name":"Renyu Luo","orcid":"https://orcid.org/0000-0002-7508-9658"},"institutions":[{"id":"https://openalex.org/I87445476","display_name":"Xi'an Jiaotong University","ror":"https://ror.org/017zhmm22","country_code":"CN","type":"education","lineage":["https://openalex.org/I87445476"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Renyu Luo","raw_affiliation_strings":["School of Information and Communications Engineering, Xi’an Jiaotong University, Xi’an, China"],"affiliations":[{"raw_affiliation_string":"School of Information and Communications Engineering, Xi’an Jiaotong University, Xi’an, China","institution_ids":["https://openalex.org/I87445476"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5033209812"],"corresponding_institution_ids":["https://openalex.org/I87445476"],"apc_list":null,"apc_paid":null,"fwci":1.7049,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.81325981,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":96,"max":97},"biblio":{"volume":"62","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":0.9990000128746033,"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":0.9990000128746033,"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":0.9987999796867371,"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/T10688","display_name":"Image and Signal Denoising Methods","score":0.9980000257492065,"subfield":{"id":"https://openalex.org/subfields/1707","display_name":"Computer Vision and Pattern Recognition"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5830881595611572},{"id":"https://openalex.org/keywords/noise-reduction","display_name":"Noise reduction","score":0.5374489426612854},{"id":"https://openalex.org/keywords/data-modeling","display_name":"Data modeling","score":0.4263404905796051},{"id":"https://openalex.org/keywords/geology","display_name":"Geology","score":0.36599448323249817},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.3007299602031708}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5830881595611572},{"id":"https://openalex.org/C163294075","wikidata":"https://www.wikidata.org/wiki/Q581861","display_name":"Noise reduction","level":2,"score":0.5374489426612854},{"id":"https://openalex.org/C67186912","wikidata":"https://www.wikidata.org/wiki/Q367664","display_name":"Data modeling","level":2,"score":0.4263404905796051},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.36599448323249817},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3007299602031708},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tgrs.2024.3421597","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tgrs.2024.3421597","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":[{"id":"https://metadata.un.org/sdg/13","display_name":"Climate action","score":0.5799999833106995}],"awards":[{"id":"https://openalex.org/G2286357082","display_name":null,"funder_award_id":"2020YFA0713403","funder_id":"https://openalex.org/F4320335777","funder_display_name":"National Key Research and Development Program of China"},{"id":"https://openalex.org/G7685781024","display_name":null,"funder_award_id":"2020YFA0713400","funder_id":"https://openalex.org/F4320335777","funder_display_name":"National Key Research and Development Program of China"}],"funders":[{"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":51,"referenced_works":["https://openalex.org/W1901129140","https://openalex.org/W1973540739","https://openalex.org/W1981607562","https://openalex.org/W1990498189","https://openalex.org/W2020205028","https://openalex.org/W2021203793","https://openalex.org/W2026728392","https://openalex.org/W2124769970","https://openalex.org/W2133629708","https://openalex.org/W2137832649","https://openalex.org/W2141953966","https://openalex.org/W2148502869","https://openalex.org/W2170860899","https://openalex.org/W2468203014","https://openalex.org/W2894410771","https://openalex.org/W2904005001","https://openalex.org/W2964013315","https://openalex.org/W2991580101","https://openalex.org/W3032305282","https://openalex.org/W3045320078","https://openalex.org/W3110257065","https://openalex.org/W3115624514","https://openalex.org/W3121689249","https://openalex.org/W3122351001","https://openalex.org/W3126514463","https://openalex.org/W3140751667","https://openalex.org/W3143265780","https://openalex.org/W3205399766","https://openalex.org/W3206439203","https://openalex.org/W3207575373","https://openalex.org/W4213190624","https://openalex.org/W4285201903","https://openalex.org/W4285256183","https://openalex.org/W4316812910","https://openalex.org/W4322576542","https://openalex.org/W4383988304","https://openalex.org/W4385237229","https://openalex.org/W4385695886","https://openalex.org/W4386090489","https://openalex.org/W4388145574","https://openalex.org/W4388536087","https://openalex.org/W4391020569","https://openalex.org/W6759001153","https://openalex.org/W6765775151","https://openalex.org/W6778946027","https://openalex.org/W6779823529","https://openalex.org/W6786375611","https://openalex.org/W6796086097","https://openalex.org/W6803078664","https://openalex.org/W6803646683","https://openalex.org/W6854907166"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2748952813","https://openalex.org/W2324615561","https://openalex.org/W2086120259","https://openalex.org/W2390279801","https://openalex.org/W2245170124","https://openalex.org/W2076393078","https://openalex.org/W2358668433","https://openalex.org/W3186982001","https://openalex.org/W1984402782"],"abstract_inverted_index":{"Usually,":[0],"inverse":[1,9,37,48,191],"problems":[2,49],"are":[3],"ill-posed.":[4],"The":[5],"solution":[6,33],"to":[7,29,34,82,101,186],"the":[8,70,88,102,114,163,178,184,190,197,203,208],"problem":[10],"is":[11,26,183],"indeterminate,":[12],"meaning":[13],"that":[14,170],"for":[15,46,62,86,152,189],"given":[16,64],"observational":[17],"data,":[18],"there":[19],"may":[20,93],"be":[21,83],"multiple":[22],"possible":[23,58],"solutions.":[24],"It":[25],"not":[27],"sufficient":[28],"give":[30],"a":[31,55,63],"definite":[32],"common":[35],"seismic":[36,47,175,198],"problems.":[38],"In":[39,119],"this":[40],"study,":[41],"we":[42,91],"provide":[43],"stochastic":[44,89],"solutions":[45,61,90],"(denoising":[50],"and":[51,59,110,132,135,150,158,168],"reconstruction).":[52],"We":[53,160],"sample":[54],"range":[56],"of":[57,99,116,165,174],"high-quality":[60],"observation":[65],"with":[66,76,154],"various":[67],"degradations":[68],"from":[69,196],"posterior":[71,117,187],"distribution":[72],"through":[73],"Langevin":[74],"dynamics":[75],"conditional":[77],"score":[78,205],"function,":[79],"all":[80,194],"shown":[81],"reasonable":[84],"results;":[85],"example,":[87],"sampled":[92],"contain":[94],"as":[95,104,130],"many":[96],"geological":[97],"structures":[98],"interest":[100],"expert":[103],"possible.":[105],"Experimental":[106],"results":[107],"on":[108],"synthetic":[109],"field":[111],"data":[112,153,176,199],"verify":[113],"superiority":[115],"sampling.":[118],"particular,":[120],"our":[121,166],"method":[122],"has":[123],"obvious":[124],"advantages":[125,164],"over":[126],"other":[127],"methods,":[128,140],"such":[129],"traditional":[131],"(supervised,":[133],"self-supervised,":[134],"unsupervised)":[136],"deep":[137],"learning":[138],"(DL)":[139],"especially":[141],"in":[142,202,207],"denoising":[143],"under":[144],"extremely":[145],"low":[146],"signal-to-noise":[147],"ratio":[148],"(SNR)":[149],"reconstruction":[151],"consecutively":[155],"missing":[156],"traces":[157],"noise.":[159],"also":[161],"analyze":[162],"approach":[167],"concluded":[169],"successful":[171],"generative":[172,180],"modeling":[173],"by":[177],"score-based":[179],"models":[181],"(SGMs)":[182],"key":[185],"sampling":[188],"problems,":[192],"which":[193],"benefit":[195],"prior":[200],"implicit":[201],"trained":[204],"network":[206],"SGM.":[209]},"counts_by_year":[{"year":2025,"cited_by_count":3}],"updated_date":"2025-12-26T23:08:49.675405","created_date":"2025-10-10T00:00:00"}