{"id":"https://openalex.org/W3094426208","doi":"https://doi.org/10.1109/bigdata50022.2020.9378084","title":"Deep Learning for Surface Wave Identification in Distributed Acoustic Sensing Data","display_name":"Deep Learning for Surface Wave Identification in Distributed Acoustic Sensing Data","publication_year":2020,"publication_date":"2020-12-10","ids":{"openalex":"https://openalex.org/W3094426208","doi":"https://doi.org/10.1109/bigdata50022.2020.9378084","mag":"3094426208"},"language":"en","primary_location":{"id":"doi:10.1109/bigdata50022.2020.9378084","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bigdata50022.2020.9378084","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2020 IEEE International Conference on Big Data (Big Data)","raw_type":"proceedings-article"},"type":"article","indexed_in":["arxiv","crossref"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/2010.10352","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5046058668","display_name":"Vincent Dumont","orcid":"https://orcid.org/0000-0002-4718-1051"},"institutions":[{"id":"https://openalex.org/I148283060","display_name":"Lawrence Berkeley National Laboratory","ror":"https://ror.org/02jbv0t02","country_code":"US","type":"facility","lineage":["https://openalex.org/I1330989302","https://openalex.org/I148283060","https://openalex.org/I39565521"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Vincent Dumont","raw_affiliation_strings":["Lawrence Berkeley National Laboratory, Berkeley, CA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Lawrence Berkeley National Laboratory, Berkeley, CA, USA","institution_ids":["https://openalex.org/I148283060"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5041659800","display_name":"Ver\u00f3nica Rodr\u0131\u0301guez Tribaldos","orcid":"https://orcid.org/0000-0002-1325-0434"},"institutions":[{"id":"https://openalex.org/I148283060","display_name":"Lawrence Berkeley National Laboratory","ror":"https://ror.org/02jbv0t02","country_code":"US","type":"facility","lineage":["https://openalex.org/I1330989302","https://openalex.org/I148283060","https://openalex.org/I39565521"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Veronica Rodriguez Tribaldos","raw_affiliation_strings":["Lawrence Berkeley National Laboratory, Berkeley, CA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Lawrence Berkeley National Laboratory, Berkeley, CA, USA","institution_ids":["https://openalex.org/I148283060"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5061785448","display_name":"Jonathan Ajo\u2010Franklin","orcid":"https://orcid.org/0000-0002-6666-4702"},"institutions":[{"id":"https://openalex.org/I148283060","display_name":"Lawrence Berkeley National Laboratory","ror":"https://ror.org/02jbv0t02","country_code":"US","type":"facility","lineage":["https://openalex.org/I1330989302","https://openalex.org/I148283060","https://openalex.org/I39565521"]},{"id":"https://openalex.org/I74775410","display_name":"Rice University","ror":"https://ror.org/008zs3103","country_code":"US","type":"education","lineage":["https://openalex.org/I74775410"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Jonathan Ajo-Franklin","raw_affiliation_strings":["Lawrence Berkeley National Laboratory, Berkeley, CA, USA","Rice University, Houston, TX, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Lawrence Berkeley National Laboratory, Berkeley, CA, USA","institution_ids":["https://openalex.org/I148283060"]},{"raw_affiliation_string":"Rice University, Houston, TX, USA","institution_ids":["https://openalex.org/I74775410"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5043129695","display_name":"Kesheng Wu","orcid":"https://orcid.org/0000-0002-6907-3393"},"institutions":[{"id":"https://openalex.org/I148283060","display_name":"Lawrence Berkeley National Laboratory","ror":"https://ror.org/02jbv0t02","country_code":"US","type":"facility","lineage":["https://openalex.org/I1330989302","https://openalex.org/I148283060","https://openalex.org/I39565521"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Kesheng Wu","raw_affiliation_strings":["Lawrence Berkeley National Laboratory, Berkeley, CA, USA"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Lawrence Berkeley National Laboratory, Berkeley, CA, USA","institution_ids":["https://openalex.org/I148283060"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":[],"corresponding_institution_ids":[],"apc_list":null,"apc_paid":null,"fwci":3.1797,"has_fulltext":false,"cited_by_count":23,"citation_normalized_percentile":{"value":0.91473235,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":90,"max":98},"biblio":{"volume":null,"issue":null,"first_page":"1293","last_page":"1300"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11757","display_name":"Seismic Waves and Analysis","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/T11757","display_name":"Seismic Waves and Analysis","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/T11609","display_name":"Geophysical Methods and Applications","score":0.9991999864578247,"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/T13018","display_name":"Seismology and Earthquake Studies","score":0.9986000061035156,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5969497561454773},{"id":"https://openalex.org/keywords/ambient-noise-level","display_name":"Ambient noise level","score":0.5561825633049011},{"id":"https://openalex.org/keywords/data-acquisition","display_name":"Data acquisition","score":0.5366503596305847},{"id":"https://openalex.org/keywords/distributed-acoustic-sensing","display_name":"Distributed acoustic sensing","score":0.5319125056266785},{"id":"https://openalex.org/keywords/scalability","display_name":"Scalability","score":0.5203877687454224},{"id":"https://openalex.org/keywords/noise","display_name":"Noise (video)","score":0.5201880931854248},{"id":"https://openalex.org/keywords/seismology","display_name":"Seismology","score":0.44430387020111084},{"id":"https://openalex.org/keywords/identification","display_name":"Identification (biology)","score":0.42577800154685974},{"id":"https://openalex.org/keywords/energy","display_name":"Energy (signal processing)","score":0.4217888116836548},{"id":"https://openalex.org/keywords/geology","display_name":"Geology","score":0.41894251108169556},{"id":"https://openalex.org/keywords/surface-wave","display_name":"Surface wave","score":0.4158734083175659},{"id":"https://openalex.org/keywords/big-data","display_name":"Big data","score":0.41263347864151},{"id":"https://openalex.org/keywords/remote-sensing","display_name":"Remote sensing","score":0.3851050138473511},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.3110758066177368},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.29601433873176575},{"id":"https://openalex.org/keywords/telecommunications","display_name":"Telecommunications","score":0.12168678641319275}],"concepts":[{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5969497561454773},{"id":"https://openalex.org/C205312793","wikidata":"https://www.wikidata.org/wiki/Q16002801","display_name":"Ambient noise level","level":3,"score":0.5561825633049011},{"id":"https://openalex.org/C163985040","wikidata":"https://www.wikidata.org/wiki/Q1172399","display_name":"Data acquisition","level":2,"score":0.5366503596305847},{"id":"https://openalex.org/C158543913","wikidata":"https://www.wikidata.org/wiki/Q5283133","display_name":"Distributed acoustic sensing","level":4,"score":0.5319125056266785},{"id":"https://openalex.org/C48044578","wikidata":"https://www.wikidata.org/wiki/Q727490","display_name":"Scalability","level":2,"score":0.5203877687454224},{"id":"https://openalex.org/C99498987","wikidata":"https://www.wikidata.org/wiki/Q2210247","display_name":"Noise (video)","level":3,"score":0.5201880931854248},{"id":"https://openalex.org/C165205528","wikidata":"https://www.wikidata.org/wiki/Q83371","display_name":"Seismology","level":1,"score":0.44430387020111084},{"id":"https://openalex.org/C116834253","wikidata":"https://www.wikidata.org/wiki/Q2039217","display_name":"Identification (biology)","level":2,"score":0.42577800154685974},{"id":"https://openalex.org/C186370098","wikidata":"https://www.wikidata.org/wiki/Q442787","display_name":"Energy (signal processing)","level":2,"score":0.4217888116836548},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.41894251108169556},{"id":"https://openalex.org/C84174578","wikidata":"https://www.wikidata.org/wiki/Q889796","display_name":"Surface wave","level":2,"score":0.4158734083175659},{"id":"https://openalex.org/C75684735","wikidata":"https://www.wikidata.org/wiki/Q858810","display_name":"Big data","level":2,"score":0.41263347864151},{"id":"https://openalex.org/C62649853","wikidata":"https://www.wikidata.org/wiki/Q199687","display_name":"Remote sensing","level":1,"score":0.3851050138473511},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.3110758066177368},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.29601433873176575},{"id":"https://openalex.org/C76155785","wikidata":"https://www.wikidata.org/wiki/Q418","display_name":"Telecommunications","level":1,"score":0.12168678641319275},{"id":"https://openalex.org/C21651689","wikidata":"https://www.wikidata.org/wiki/Q1397427","display_name":"Fiber optic sensor","level":3,"score":0.0},{"id":"https://openalex.org/C111919701","wikidata":"https://www.wikidata.org/wiki/Q9135","display_name":"Operating system","level":1,"score":0.0},{"id":"https://openalex.org/C203718221","wikidata":"https://www.wikidata.org/wiki/Q491713","display_name":"Sound (geography)","level":2,"score":0.0},{"id":"https://openalex.org/C77088390","wikidata":"https://www.wikidata.org/wiki/Q8513","display_name":"Database","level":1,"score":0.0},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.0},{"id":"https://openalex.org/C59822182","wikidata":"https://www.wikidata.org/wiki/Q441","display_name":"Botany","level":1,"score":0.0},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.0},{"id":"https://openalex.org/C114793014","wikidata":"https://www.wikidata.org/wiki/Q52109","display_name":"Geomorphology","level":1,"score":0.0},{"id":"https://openalex.org/C194232370","wikidata":"https://www.wikidata.org/wiki/Q162","display_name":"Optical fiber","level":2,"score":0.0},{"id":"https://openalex.org/C115961682","wikidata":"https://www.wikidata.org/wiki/Q860623","display_name":"Image (mathematics)","level":2,"score":0.0},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.0}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.1109/bigdata50022.2020.9378084","is_oa":false,"landing_page_url":"https://doi.org/10.1109/bigdata50022.2020.9378084","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2020 IEEE International Conference on Big Data (Big Data)","raw_type":"proceedings-article"},{"id":"pmh:oai:arXiv.org:2010.10352","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2010.10352","pdf_url":"https://arxiv.org/pdf/2010.10352","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},{"id":"pmh:oai:gfzpublic.gfz-potsdam.de:item_5022030","is_oa":false,"landing_page_url":"https://gfzpublic.gfz-potsdam.de/pubman/item/item_5022030","pdf_url":null,"source":{"id":"https://openalex.org/S4306401313","display_name":"Publication Database GFZ (GFZ German Research Centre for Geosciences)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210152878","host_organization_name":"GFZ Helmholtz Centre for Geosciences","host_organization_lineage":["https://openalex.org/I4210152878"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Proceedings","raw_type":"info:eu-repo/semantics/conferenceObject"},{"id":"pmh:oai:gfzpublic.gfz.de:item_5022030","is_oa":false,"landing_page_url":"https://gfzpublic.gfz.de/pubman/item/item_5022030","pdf_url":null,"source":{"id":"https://openalex.org/S4306401313","display_name":"Publication Database GFZ (GFZ German Research Centre for Geosciences)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210152878","host_organization_name":"GFZ Helmholtz Centre for Geosciences","host_organization_lineage":["https://openalex.org/I4210152878"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Proceedings","raw_type":"info:eu-repo/semantics/conferenceObject"}],"best_oa_location":{"id":"pmh:oai:arXiv.org:2010.10352","is_oa":true,"landing_page_url":"http://arxiv.org/abs/2010.10352","pdf_url":"https://arxiv.org/pdf/2010.10352","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},"sustainable_development_goals":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320317220","display_name":"National Energy Research Scientific Computing Center","ror":"https://ror.org/05v3mvq14"},{"id":"https://openalex.org/F4320338292","display_name":"Lawrence Berkeley National Laboratory","ror":"https://ror.org/02jbv0t02"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":17,"referenced_works":["https://openalex.org/W2001032894","https://openalex.org/W2194775991","https://openalex.org/W2695879227","https://openalex.org/W2884499926","https://openalex.org/W2890337672","https://openalex.org/W2895139741","https://openalex.org/W2895786783","https://openalex.org/W2896318269","https://openalex.org/W2913828577","https://openalex.org/W2997018269","https://openalex.org/W3082673682","https://openalex.org/W3105230231","https://openalex.org/W3126852164","https://openalex.org/W4253401240","https://openalex.org/W6754520954","https://openalex.org/W6755543977","https://openalex.org/W6790143366"],"related_works":["https://openalex.org/W4390608645","https://openalex.org/W4247566972","https://openalex.org/W2960264696","https://openalex.org/W3090563135","https://openalex.org/W2497432351","https://openalex.org/W4206777497","https://openalex.org/W4367152814","https://openalex.org/W3170495571","https://openalex.org/W4382816380","https://openalex.org/W3211503954"],"abstract_inverted_index":{"Moving":[0],"loads":[1],"such":[2,44,59],"as":[3,45],"cars":[4],"and":[5,54,92,137,182,190],"trains":[6],"are":[7],"very":[8,89],"useful":[9,127,184],"sources":[10],"of":[11,25,31,42,48,85,97,111,126,173,198,215,220,224,239],"seismic":[12,23,51,174],"waves,":[13],"which":[14],"can":[15],"be":[16,71],"analyzed":[17],"to":[18,61,123,140,161,207],"retrieve":[19],"information":[20,36],"on":[21,179,194,210],"the":[22,29,49,104,108,218,237,244],"velocity":[24],"subsurface":[26],"materials":[27],"using":[28],"techniques":[30],"ambient":[32],"noise":[33,68],"seismology.":[34],"This":[35],"is":[37,77,107,114,177,183],"valuable":[38],"for":[39,58,95,185],"a":[40,78,118,134,152,171],"variety":[41],"applications":[43],"geotechnical":[46],"characterization":[47],"near-surface,":[50],"hazard":[52],"evaluation,":[53],"groundwater":[55],"monitoring.":[56],"However,":[57],"processes":[60],"converge":[62],"quickly,":[63],"data":[64,87,112,145,153,216],"segments":[65],"with":[66,243],"appropriate":[67],"energy":[69],"should":[70],"selected.":[72],"Distributed":[73],"Acoustic":[74],"Sensing":[75],"(DAS)":[76],"novel":[79],"sensing":[80],"technique":[81],"that":[82,113,176],"enables":[83],"acquisition":[84],"these":[86,180],"at":[88],"high":[90],"spatial":[91],"temporal":[93],"resolution":[94],"tens":[96],"kilometers.":[98],"One":[99],"major":[100],"challenge":[101,122],"when":[102],"utilizing":[103],"DAS":[105,144,199],"technology":[106],"large":[109],"volume":[110],"produced,":[115],"thereby":[116],"presenting":[117],"significant":[119],"Big":[120],"Data":[121,188],"find":[124],"regions":[125],"energy.":[128],"In":[129],"this":[130],"work,":[131],"we":[132,204],"present":[133],"highly":[135],"scalable":[136],"efficient":[138],"approach":[139],"process":[141],"real,":[142],"complex":[143],"by":[146,157,168],"integrating":[147],"physics":[148],"knowledge":[149],"acquired":[150],"during":[151],"exploration":[154,189],"phase":[155],"followed":[156],"deep":[158],"supervised":[159],"learning":[160],"identify":[162],"\"useful\"":[163],"coherent":[164],"surface":[165],"waves":[166,175],"generated":[167],"anthropogenic":[169],"activity,":[170],"class":[172],"abundant":[178],"recordings":[181],"geophysical":[186],"imaging.":[187],"training":[191],"were":[192,205],"done":[193],"130":[195],"Gigabytes":[196],"(GB)":[197],"measurements.":[200],"Using":[201],"parallel":[202],"computing,":[203],"able":[206],"do":[208],"inference":[209],"an":[211],"additional":[212],"170":[213],"GB":[214],"(or":[217],"equivalent":[219],"10":[221],"days\u2019":[222],"worth":[223],"recordings)":[225],"in":[226],"less":[227],"than":[228],"30":[229],"minutes.":[230],"Our":[231],"method":[232],"provides":[233],"interpretable":[234],"patterns":[235],"describing":[236],"interaction":[238],"ground-based":[240],"human":[241],"activities":[242],"buried":[245],"sensors.":[246]},"counts_by_year":[{"year":2025,"cited_by_count":5},{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":4},{"year":2022,"cited_by_count":6},{"year":2021,"cited_by_count":7}],"updated_date":"2026-06-11T09:08:48.828518","created_date":"2025-10-10T00:00:00"}