{"id":"https://openalex.org/W4391559601","doi":"https://doi.org/10.1109/tgrs.2024.3362853","title":"Analysis of DAS Seismic Noise Generation and Elimination Process Based on Mean-SDE Diffusion Model","display_name":"Analysis of DAS Seismic Noise Generation and Elimination Process Based on Mean-SDE Diffusion Model","publication_year":2024,"publication_date":"2024-01-01","ids":{"openalex":"https://openalex.org/W4391559601","doi":"https://doi.org/10.1109/tgrs.2024.3362853"},"language":"en","primary_location":{"id":"doi:10.1109/tgrs.2024.3362853","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tgrs.2024.3362853","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/A5080565524","display_name":"Qiankun Feng","orcid":"https://orcid.org/0000-0003-1485-5539"},"institutions":[{"id":"https://openalex.org/I194450716","display_name":"Jilin University","ror":"https://ror.org/00js3aw79","country_code":"CN","type":"education","lineage":["https://openalex.org/I194450716"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Qiankun Feng","raw_affiliation_strings":["Department of Information, College of Communication Engineering, Jilin University, Changchun, China"],"affiliations":[{"raw_affiliation_string":"Department of Information, College of Communication Engineering, Jilin University, Changchun, China","institution_ids":["https://openalex.org/I194450716"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5101855294","display_name":"Shigang Wang","orcid":"https://orcid.org/0000-0002-3598-9352"},"institutions":[{"id":"https://openalex.org/I194450716","display_name":"Jilin University","ror":"https://ror.org/00js3aw79","country_code":"CN","type":"education","lineage":["https://openalex.org/I194450716"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Shigang Wang","raw_affiliation_strings":["Department of Information, College of Communication Engineering, Jilin University, Changchun, China"],"affiliations":[{"raw_affiliation_string":"Department of Information, College of Communication Engineering, Jilin University, Changchun, China","institution_ids":["https://openalex.org/I194450716"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5100621538","display_name":"Yue Li","orcid":"https://orcid.org/0000-0001-5482-6244"},"institutions":[{"id":"https://openalex.org/I194450716","display_name":"Jilin University","ror":"https://ror.org/00js3aw79","country_code":"CN","type":"education","lineage":["https://openalex.org/I194450716"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Yue Li","raw_affiliation_strings":["Department of Information, College of Communication Engineering, Jilin University, Changchun, China"],"affiliations":[{"raw_affiliation_string":"Department of Information, College of Communication Engineering, Jilin University, Changchun, China","institution_ids":["https://openalex.org/I194450716"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":3,"corresponding_author_ids":["https://openalex.org/A5080565524"],"corresponding_institution_ids":["https://openalex.org/I194450716"],"apc_list":null,"apc_paid":null,"fwci":4.6349,"has_fulltext":false,"cited_by_count":8,"citation_normalized_percentile":{"value":0.94463891,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":99},"biblio":{"volume":"62","issue":null,"first_page":"1","last_page":"13"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10271","display_name":"Seismic Imaging and Inversion Techniques","score":0.9991000294685364,"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":0.9991000294685364,"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/T11757","display_name":"Seismic Waves and Analysis","score":0.9984999895095825,"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/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/diffusion","display_name":"Diffusion","score":0.5194075107574463},{"id":"https://openalex.org/keywords/noise","display_name":"Noise (video)","score":0.5127502679824829},{"id":"https://openalex.org/keywords/diffusion-process","display_name":"Diffusion process","score":0.4984259605407715},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.48631247878074646},{"id":"https://openalex.org/keywords/stochastic-process","display_name":"Stochastic process","score":0.4513236880302429},{"id":"https://openalex.org/keywords/geology","display_name":"Geology","score":0.38618049025535583},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.15284830331802368},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.15267202258110046},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.12521621584892273},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.10849267244338989},{"id":"https://openalex.org/keywords/thermodynamics","display_name":"Thermodynamics","score":0.08828955888748169},{"id":"https://openalex.org/keywords/innovation-diffusion","display_name":"Innovation diffusion","score":0.08421951532363892}],"concepts":[{"id":"https://openalex.org/C69357855","wikidata":"https://www.wikidata.org/wiki/Q163214","display_name":"Diffusion","level":2,"score":0.5194075107574463},{"id":"https://openalex.org/C99498987","wikidata":"https://www.wikidata.org/wiki/Q2210247","display_name":"Noise (video)","level":3,"score":0.5127502679824829},{"id":"https://openalex.org/C68710425","wikidata":"https://www.wikidata.org/wiki/Q5275442","display_name":"Diffusion process","level":3,"score":0.4984259605407715},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.48631247878074646},{"id":"https://openalex.org/C8272713","wikidata":"https://www.wikidata.org/wiki/Q176737","display_name":"Stochastic process","level":2,"score":0.4513236880302429},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.38618049025535583},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.15284830331802368},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.15267202258110046},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.12521621584892273},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.10849267244338989},{"id":"https://openalex.org/C97355855","wikidata":"https://www.wikidata.org/wiki/Q11473","display_name":"Thermodynamics","level":1,"score":0.08828955888748169},{"id":"https://openalex.org/C3017618536","wikidata":"https://www.wikidata.org/wiki/Q304994","display_name":"Innovation diffusion","level":2,"score":0.08421951532363892},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.0},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/tgrs.2024.3362853","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tgrs.2024.3362853","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":[{"display_name":"Climate action","id":"https://metadata.un.org/sdg/13","score":0.75}],"awards":[{"id":"https://openalex.org/G5458738667","display_name":null,"funder_award_id":"42230805","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G7231234634","display_name":null,"funder_award_id":"42304126","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G7489042616","display_name":null,"funder_award_id":"2023M741327","funder_id":"https://openalex.org/F4320321543","funder_display_name":"China Postdoctoral Science Foundation"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320321543","display_name":"China Postdoctoral Science Foundation","ror":"https://ror.org/0426zh255"}],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":40,"referenced_works":["https://openalex.org/W2133665775","https://openalex.org/W2943079831","https://openalex.org/W2995351631","https://openalex.org/W3011487871","https://openalex.org/W3034950392","https://openalex.org/W3038682383","https://openalex.org/W3117598707","https://openalex.org/W3122567262","https://openalex.org/W3129028618","https://openalex.org/W3159347950","https://openalex.org/W3167139504","https://openalex.org/W3169045728","https://openalex.org/W3175528029","https://openalex.org/W3178402925","https://openalex.org/W4210484148","https://openalex.org/W4224096481","https://openalex.org/W4283068909","https://openalex.org/W4288391493","https://openalex.org/W4308668141","https://openalex.org/W4311316637","https://openalex.org/W4312756164","https://openalex.org/W4312933868","https://openalex.org/W4312938066","https://openalex.org/W4313589456","https://openalex.org/W4313890988","https://openalex.org/W4318718620","https://openalex.org/W4319344645","https://openalex.org/W4321011699","https://openalex.org/W4360859265","https://openalex.org/W4360884927","https://openalex.org/W4361856978","https://openalex.org/W4385732820","https://openalex.org/W4385800876","https://openalex.org/W4386264086","https://openalex.org/W4390729692","https://openalex.org/W6765775151","https://openalex.org/W6788990321","https://openalex.org/W6797359156","https://openalex.org/W6849565481","https://openalex.org/W6849574363"],"related_works":["https://openalex.org/W2386796262","https://openalex.org/W2354853573","https://openalex.org/W2064306826","https://openalex.org/W2924020013","https://openalex.org/W2075187783","https://openalex.org/W2807797544","https://openalex.org/W2057463076","https://openalex.org/W2614023814","https://openalex.org/W2383408482","https://openalex.org/W1968453607"],"abstract_inverted_index":{"Suppressing":[0],"various":[1],"noises":[2],"while":[3,189],"achieving":[4],"precise":[5,100],"signal":[6,166,213],"reconstruction":[7,167],"in":[8,117,148,209,221],"Distributed":[9],"Acoustic":[10],"Sensing":[11],"Vertical":[12],"Seismic":[13],"Profiling":[14],"(DAS":[15],"VSP)":[16],"remains":[17],"a":[18,87,128,179],"challenge.":[19],"Existing":[20],"denoising":[21],"methods":[22],"are":[23],"insufficient":[24],"due":[25],"to":[26,73,135,156,185,194,233],"factors":[27],"such":[28],"as":[29,51],"the":[30,44,57,78,83,90,118,158,162,172,186,190,196,204],"unknown":[31],"noise-disturbing":[32],"mechanism,":[33],"low":[34],"SNR,":[35],"and":[36,64,94,106,216],"limited":[37],"training":[38,145,230],"data.":[39],"Therefore,":[40],"this":[41],"study":[42],"proposes":[43],"Mean-Stochastic":[45],"Differential":[46],"Equation":[47],"(SDE)":[48],"diffusion":[49,59,66,80,177],"model":[50,69],"an":[52],"advanced":[53],"solution.":[54],"Built":[55],"upon":[56],"standard":[58,149],"model,":[60],"which":[61],"incorporates":[62],"forward":[63,79,176],"backward":[65,108,119,191],"processes,":[67],"our":[68,207,224],"introduced":[70],"three":[71],"modifications":[72],"enhance":[74],"performance.":[75],"1.":[76],"Improving":[77],"process:":[81,120],"Transforming":[82],"final":[84],"state":[85],"into":[86],"combination":[88],"of":[89,102,161,165,182,206],"noisy":[91],"DAS":[92],"VSP":[93],"Gaussian":[95],"noise.":[96],"This":[97],"adjustment":[98],"allows":[99],"representations":[101],"multi-type":[103],"noise":[104,112,138,173,184,197,211],"generation":[105],"facilitates":[107],"sampling.":[109],"2.":[110],"Enhancing":[111],"prediction":[113],"between":[114],"successive":[115],"steps":[116],"A":[121],"Nonlinear":[122],"Activation":[123],"Free":[124],"Network":[125],"(NAFnet)":[126],"with":[127],"time":[129],"Multi-Layer":[130],"Perceptron":[131],"(MLP)":[132],"was":[133],"employed":[134],"provide":[136],"accurate":[137],"predictions":[139],"at":[140],"different":[141],"states.":[142],"3.":[143],"Addressing":[144],"instability":[146],"inherent":[147],"diffusion:":[150],"The":[151,175],"objective":[152],"function":[153],"is":[154,178],"modified":[155],"seek":[157],"optimal":[159],"trajectory":[160],"best":[163],"quality":[164],"rather":[168],"than":[169],"directly":[170],"evaluating":[171],"prediction.":[174],"dynamic":[180],"evolution":[181],"adding":[183],"pure":[187],"signal,":[188],"processing":[192],"aims":[193],"remove":[195],"step":[198],"by":[199],"step.":[200],"Comprehensive":[201],"experiments":[202],"demonstrate":[203],"superiority":[205],"method":[208,225],"diverse":[210],"suppression,":[212],"resolution":[214],"enhancement,":[215],"amplitude":[217],"preservation.":[218],"Moreover,":[219],"grounded":[220],"physics-based":[222],"equations,":[223],"exhibits":[226],"less":[227],"dependency":[228],"on":[229],"data":[231],"compared":[232],"conventional":[234],"deep":[235],"learning":[236],"methods.":[237]},"counts_by_year":[{"year":2025,"cited_by_count":6},{"year":2024,"cited_by_count":2}],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}
