{"id":"https://openalex.org/W2979489002","doi":"https://doi.org/10.1109/tgrs.2019.2941494","title":"Volcano-Seismic Transfer Learning and Uncertainty Quantification With Bayesian Neural Networks","display_name":"Volcano-Seismic Transfer Learning and Uncertainty Quantification With Bayesian Neural Networks","publication_year":2019,"publication_date":"2019-10-07","ids":{"openalex":"https://openalex.org/W2979489002","doi":"https://doi.org/10.1109/tgrs.2019.2941494","mag":"2979489002"},"language":"en","primary_location":{"id":"doi:10.1109/tgrs.2019.2941494","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tgrs.2019.2941494","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/A5049960149","display_name":"\u00c1ngel Bueno Rodr\u00edguez","orcid":"https://orcid.org/0000-0002-7265-5642"},"institutions":[{"id":"https://openalex.org/I173304897","display_name":"Universidad de Granada","ror":"https://ror.org/04njjy449","country_code":"ES","type":"education","lineage":["https://openalex.org/I173304897"]}],"countries":["ES"],"is_corresponding":true,"raw_author_name":"Angel Bueno","raw_affiliation_strings":["Department of Signal Theory, Telematics and Communications, University of Granada, Granada, Spain"],"affiliations":[{"raw_affiliation_string":"Department of Signal Theory, Telematics and Communications, University of Granada, Granada, Spain","institution_ids":["https://openalex.org/I173304897"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5032065113","display_name":"Carmen Ben\u0131\u0301tez","orcid":"https://orcid.org/0000-0002-5407-8335"},"institutions":[{"id":"https://openalex.org/I173304897","display_name":"Universidad de Granada","ror":"https://ror.org/04njjy449","country_code":"ES","type":"education","lineage":["https://openalex.org/I173304897"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Carmen Benitez","raw_affiliation_strings":["Department of Signal Theory, Telematics and Communications, University of Granada, Granada, Spain"],"affiliations":[{"raw_affiliation_string":"Department of Signal Theory, Telematics and Communications, University of Granada, Granada, Spain","institution_ids":["https://openalex.org/I173304897"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5067798004","display_name":"Silvio De Angelis","orcid":"https://orcid.org/0000-0003-2636-3056"},"institutions":[{"id":"https://openalex.org/I146655781","display_name":"University of Liverpool","ror":"https://ror.org/04xs57h96","country_code":"GB","type":"education","lineage":["https://openalex.org/I146655781"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Silvio De Angelis","raw_affiliation_strings":["Department of Earth, Ocean and Ecological Sciences, University of Liverpool, Liverpool, U.K"],"affiliations":[{"raw_affiliation_string":"Department of Earth, Ocean and Ecological Sciences, University of Liverpool, Liverpool, U.K","institution_ids":["https://openalex.org/I146655781"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5027499258","display_name":"Alejandro D\u00edaz\u2010Moreno","orcid":"https://orcid.org/0000-0003-3288-3728"},"institutions":[{"id":"https://openalex.org/I146655781","display_name":"University of Liverpool","ror":"https://ror.org/04xs57h96","country_code":"GB","type":"education","lineage":["https://openalex.org/I146655781"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Alejandro Diaz Moreno","raw_affiliation_strings":["Department of Earth, Ocean and Ecological Sciences, University of Liverpool, Liverpool, U.K"],"affiliations":[{"raw_affiliation_string":"Department of Earth, Ocean and Ecological Sciences, University of Liverpool, Liverpool, U.K","institution_ids":["https://openalex.org/I146655781"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5042729787","display_name":"Jes\u00fas M. Ib\u00e1\u00f1ez","orcid":"https://orcid.org/0000-0002-9846-8781"},"institutions":[{"id":"https://openalex.org/I173304897","display_name":"Universidad de Granada","ror":"https://ror.org/04njjy449","country_code":"ES","type":"education","lineage":["https://openalex.org/I173304897"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Jesus M. Ibanez","raw_affiliation_strings":["Instituto Andaluz de Geof\u00edsica, University of Granada, Granada, Spain"],"affiliations":[{"raw_affiliation_string":"Instituto Andaluz de Geof\u00edsica, University of Granada, Granada, Spain","institution_ids":["https://openalex.org/I173304897"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5049960149"],"corresponding_institution_ids":["https://openalex.org/I173304897"],"apc_list":null,"apc_paid":null,"fwci":3.3284,"has_fulltext":false,"cited_by_count":50,"citation_normalized_percentile":{"value":0.93990303,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":94,"max":99},"biblio":{"volume":"58","issue":"2","first_page":"892","last_page":"902"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13018","display_name":"Seismology and Earthquake Studies","score":0.9998000264167786,"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"}},"topics":[{"id":"https://openalex.org/T13018","display_name":"Seismology and Earthquake Studies","score":0.9998000264167786,"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"}},{"id":"https://openalex.org/T10110","display_name":"earthquake and tectonic studies","score":0.9977999925613403,"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":0.9977999925613403,"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/unrest","display_name":"Unrest","score":0.7159650325775146},{"id":"https://openalex.org/keywords/volcano","display_name":"Volcano","score":0.7075140476226807},{"id":"https://openalex.org/keywords/probabilistic-logic","display_name":"Probabilistic logic","score":0.6153544783592224},{"id":"https://openalex.org/keywords/bayesian-probability","display_name":"Bayesian probability","score":0.5637229681015015},{"id":"https://openalex.org/keywords/event","display_name":"Event (particle physics)","score":0.5251766443252563},{"id":"https://openalex.org/keywords/bayesian-network","display_name":"Bayesian network","score":0.5105224847793579},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.49878740310668945},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.4766165316104889},{"id":"https://openalex.org/keywords/machine-learning","display_name":"Machine learning","score":0.46142250299453735},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.46012330055236816},{"id":"https://openalex.org/keywords/uncertainty-quantification","display_name":"Uncertainty quantification","score":0.4573572874069214},{"id":"https://openalex.org/keywords/workflow","display_name":"Workflow","score":0.44645583629608154},{"id":"https://openalex.org/keywords/seismology","display_name":"Seismology","score":0.42462190985679626},{"id":"https://openalex.org/keywords/geology","display_name":"Geology","score":0.3884109556674957}],"concepts":[{"id":"https://openalex.org/C2778358470","wikidata":"https://www.wikidata.org/wiki/Q7897387","display_name":"Unrest","level":3,"score":0.7159650325775146},{"id":"https://openalex.org/C120806208","wikidata":"https://www.wikidata.org/wiki/Q8072","display_name":"Volcano","level":2,"score":0.7075140476226807},{"id":"https://openalex.org/C49937458","wikidata":"https://www.wikidata.org/wiki/Q2599292","display_name":"Probabilistic logic","level":2,"score":0.6153544783592224},{"id":"https://openalex.org/C107673813","wikidata":"https://www.wikidata.org/wiki/Q812534","display_name":"Bayesian probability","level":2,"score":0.5637229681015015},{"id":"https://openalex.org/C2779662365","wikidata":"https://www.wikidata.org/wiki/Q5416694","display_name":"Event (particle physics)","level":2,"score":0.5251766443252563},{"id":"https://openalex.org/C33724603","wikidata":"https://www.wikidata.org/wiki/Q812540","display_name":"Bayesian network","level":2,"score":0.5105224847793579},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.49878740310668945},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4766165316104889},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.46142250299453735},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.46012330055236816},{"id":"https://openalex.org/C32230216","wikidata":"https://www.wikidata.org/wiki/Q7882499","display_name":"Uncertainty quantification","level":2,"score":0.4573572874069214},{"id":"https://openalex.org/C177212765","wikidata":"https://www.wikidata.org/wiki/Q627335","display_name":"Workflow","level":2,"score":0.44645583629608154},{"id":"https://openalex.org/C165205528","wikidata":"https://www.wikidata.org/wiki/Q83371","display_name":"Seismology","level":1,"score":0.42462190985679626},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.3884109556674957},{"id":"https://openalex.org/C94625758","wikidata":"https://www.wikidata.org/wiki/Q7163","display_name":"Politics","level":2,"score":0.0},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C17744445","wikidata":"https://www.wikidata.org/wiki/Q36442","display_name":"Political science","level":0,"score":0.0},{"id":"https://openalex.org/C199539241","wikidata":"https://www.wikidata.org/wiki/Q7748","display_name":"Law","level":1,"score":0.0},{"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.2019.2941494","is_oa":false,"landing_page_url":"https://doi.org/10.1109/tgrs.2019.2941494","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":[{"score":0.5600000023841858,"display_name":"Reduced inequalities","id":"https://metadata.un.org/sdg/10"},{"score":0.47999998927116394,"display_name":"Peace, Justice and strong institutions","id":"https://metadata.un.org/sdg/16"}],"awards":[{"id":"https://openalex.org/G1783287825","display_name":null,"funder_award_id":"NE/P00105X/1","funder_id":"https://openalex.org/F4320320022","funder_display_name":"Sight Research UK"},{"id":"https://openalex.org/G1855538136","display_name":null,"funder_award_id":"TEC2015-68752","funder_id":"https://openalex.org/F4320321837","funder_display_name":"Ministerio de Econom\u00eda y Competitividad"},{"id":"https://openalex.org/G5973541137","display_name":null,"funder_award_id":"NE/P00105X/1","funder_id":"https://openalex.org/F4320334631","funder_display_name":"Natural Environment Research Council"},{"id":"https://openalex.org/G752496402","display_name":"Assessing the strength of volcanic eruptions using acoustic infrasound measurements","funder_award_id":"NE/P00105X/1","funder_id":"https://openalex.org/F4320334631","funder_display_name":"Natural Environment Research Council"}],"funders":[{"id":"https://openalex.org/F4320320022","display_name":"Sight Research UK","ror":"https://ror.org/03z2py885"},{"id":"https://openalex.org/F4320321837","display_name":"Ministerio de Econom\u00eda y Competitividad","ror":"https://ror.org/034900433"},{"id":"https://openalex.org/F4320334631","display_name":"Natural Environment Research Council","ror":"https://ror.org/02b5d8509"}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":63,"referenced_works":["https://openalex.org/W168422447","https://openalex.org/W256761060","https://openalex.org/W1522301498","https://openalex.org/W1539761381","https://openalex.org/W1567512734","https://openalex.org/W1826234144","https://openalex.org/W1963546387","https://openalex.org/W1967558140","https://openalex.org/W1994197834","https://openalex.org/W1998682226","https://openalex.org/W2002273453","https://openalex.org/W2005360984","https://openalex.org/W2047229728","https://openalex.org/W2049304293","https://openalex.org/W2089928476","https://openalex.org/W2091227876","https://openalex.org/W2095705004","https://openalex.org/W2108677974","https://openalex.org/W2111272962","https://openalex.org/W2112393517","https://openalex.org/W2123336221","https://openalex.org/W2127506757","https://openalex.org/W2139701068","https://openalex.org/W2149933564","https://openalex.org/W2157160818","https://openalex.org/W2160815625","https://openalex.org/W2165698076","https://openalex.org/W2167329658","https://openalex.org/W2167433878","https://openalex.org/W2170505850","https://openalex.org/W2318410576","https://openalex.org/W2497350911","https://openalex.org/W2528164082","https://openalex.org/W2581991052","https://openalex.org/W2600383743","https://openalex.org/W2604959036","https://openalex.org/W2608518078","https://openalex.org/W2625710583","https://openalex.org/W2750599140","https://openalex.org/W2793454338","https://openalex.org/W2794436210","https://openalex.org/W2894841399","https://openalex.org/W2907292342","https://openalex.org/W2907748016","https://openalex.org/W2914025801","https://openalex.org/W2919115771","https://openalex.org/W2923222994","https://openalex.org/W2951266961","https://openalex.org/W2951595529","https://openalex.org/W2963550089","https://openalex.org/W3124928229","https://openalex.org/W4235123616","https://openalex.org/W4244577065","https://openalex.org/W4299518610","https://openalex.org/W6631190155","https://openalex.org/W6638836233","https://openalex.org/W6674330103","https://openalex.org/W6676315081","https://openalex.org/W6682132143","https://openalex.org/W6684809622","https://openalex.org/W6735443497","https://openalex.org/W6736327223","https://openalex.org/W6764214684"],"related_works":["https://openalex.org/W2079866311","https://openalex.org/W2781687412","https://openalex.org/W3102732260","https://openalex.org/W2267091068","https://openalex.org/W3160173398","https://openalex.org/W4249980330","https://openalex.org/W1669689750","https://openalex.org/W2592354528","https://openalex.org/W4390881395","https://openalex.org/W2583223212"],"abstract_inverted_index":{"Over":[0],"the":[1,15,33,62,117,125,143,148,160,168,173,185],"past":[2],"few":[3],"years,":[4],"deep":[5],"learning":[6],"(DL)":[7],"has":[8],"emerged":[9],"as":[10],"an":[11],"important":[12],"tool":[13],"in":[14,71,114,167],"fields":[16],"of":[17,32,61,119,170],"volcano":[18],"and":[19,52,65,86,102,121,132,175],"earthquake":[20],"seismology.":[21],"However,":[22],"these":[23,67],"methods":[24],"have":[25],"been":[26],"applied":[27],"without":[28],"performing":[29],"thorough":[30],"analyses":[31],"associated":[34,63],"uncertainties.":[35],"Here,":[36],"we":[37,50,75,140],"propose":[38,176],"a":[39,54],"solution":[40],"to":[41,69,81,165,182,191],"enhance":[42],"volcano-seismic":[43],"monitoring":[44],"systems,":[45],"through":[46],"probabilistic":[47],"Bayesian":[48,77],"DL;":[49],"implement":[51],"demonstrate":[53,107,141],"workflow":[55],"for":[56],"waveform":[57],"classification,":[58,85],"rapid":[59],"quantification":[60],"uncertainty,":[64],"link":[66],"uncertainties":[68],"changes":[70,166],"volcanic":[72],"unrest.":[73],"Specifically,":[74],"introduce":[76],"neural":[78],"networks":[79],"(BNNs)":[80],"perform":[82],"event":[83,120],"identification,":[84],"their":[87],"estimated":[88,161],"uncertainty":[89,162],"on":[90],"data":[91,127,144],"gathered":[92],"at":[93,172],"two":[94,126],"active":[95],"volcanoes,":[96],"Mount":[97],"St.":[98],"Helens,":[99],"Washington,":[100],"USA,":[101],"Bezymianny,":[103],"Kamchatka,":[104],"Russia.":[105],"We":[106,156],"how":[108],"BNNs":[109,149],"achieve":[110],"excellent":[111],"performance":[112],"(92.08%)":[113],"discriminating":[115],"both":[116],"type":[118],"its":[122],"origin":[123],"when":[124],"sets":[128],"are":[129,150],"merged":[130],"together,":[131],"no":[133],"additional":[134],"training":[135],"information":[136],"is":[137,163],"provided.":[138],"Finally,":[139],"that":[142,159,177],"representations":[145],"learned":[146,186],"by":[147],"transferable":[151],"across":[152],"different":[153],"eruptive":[154,193],"periods.":[155],"also":[157],"find":[158],"related":[164],"state":[169],"unrest":[171],"volcanoes":[174],"it":[178],"could":[179],"be":[180,189],"used":[181],"gauge":[183],"whether":[184],"models":[187],"may":[188],"exported":[190],"other":[192],"scenarios.":[194]},"counts_by_year":[{"year":2026,"cited_by_count":2},{"year":2025,"cited_by_count":7},{"year":2024,"cited_by_count":7},{"year":2023,"cited_by_count":11},{"year":2022,"cited_by_count":2},{"year":2021,"cited_by_count":13},{"year":2020,"cited_by_count":8}],"updated_date":"2026-03-31T07:56:22.981413","created_date":"2025-10-10T00:00:00"}