{"id":"https://openalex.org/W2902484196","doi":"https://doi.org/10.23919/eusipco.2018.8553358","title":"Classification of Volcano-Seismic Signals with Bayesian Neural Networks","display_name":"Classification of Volcano-Seismic Signals with Bayesian Neural Networks","publication_year":2018,"publication_date":"2018-09-01","ids":{"openalex":"https://openalex.org/W2902484196","doi":"https://doi.org/10.23919/eusipco.2018.8553358","mag":"2902484196"},"language":"en","primary_location":{"id":"doi:10.23919/eusipco.2018.8553358","is_oa":false,"landing_page_url":"https://doi.org/10.23919/eusipco.2018.8553358","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2018 26th European Signal Processing Conference (EUSIPCO)","raw_type":"proceedings-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, University of Granada, Spain"],"affiliations":[{"raw_affiliation_string":"Department of Signal Theory, University of Granada, Spain","institution_ids":["https://openalex.org/I173304897"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5032915531","display_name":"Manuel T\u00edtos","orcid":"https://orcid.org/0000-0002-8279-2341"},"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":"Manuel Titos","raw_affiliation_strings":["Department of Signal Theory, University of Granada, Spain"],"affiliations":[{"raw_affiliation_string":"Department of Signal Theory, University of Granada, Spain","institution_ids":["https://openalex.org/I173304897"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5013746163","display_name":"Luz Garc\u00eda","orcid":"https://orcid.org/0000-0001-5904-5412"},"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":"Luz Garcia","raw_affiliation_strings":["Department of Signal Theory, University of Granada, Spain"],"affiliations":[{"raw_affiliation_string":"Department of Signal Theory, University of Granada, Spain","institution_ids":["https://openalex.org/I173304897"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5088537353","display_name":"Isaac \u00c1lvarez","orcid":"https://orcid.org/0000-0001-5395-4797"},"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":"Isaac Alvarez","raw_affiliation_strings":["Department of Signal Theory, University of Granada, Spain"],"affiliations":[{"raw_affiliation_string":"Department of Signal Theory, University of Granada, Spain","institution_ids":["https://openalex.org/I173304897"]}]},{"author_position":"middle","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 Ibanez","raw_affiliation_strings":["Instituto Andaluz de Geof\u00edsica, University of Granada, Spain"],"affiliations":[{"raw_affiliation_string":"Instituto Andaluz de Geof\u00edsica, University of Granada, Spain","institution_ids":["https://openalex.org/I173304897"]}]},{"author_position":"last","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, University of Granada, Spain"],"affiliations":[{"raw_affiliation_string":"Department of Signal Theory, University of Granada, Spain","institution_ids":["https://openalex.org/I173304897"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5049960149"],"corresponding_institution_ids":["https://openalex.org/I173304897"],"apc_list":null,"apc_paid":null,"fwci":0.677,"has_fulltext":false,"cited_by_count":7,"citation_normalized_percentile":{"value":0.78492528,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":97},"biblio":{"volume":null,"issue":null,"first_page":"2295","last_page":"2299"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13018","display_name":"Seismology and Earthquake Studies","score":0.9994000196456909,"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":0.9994000196456909,"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/T12424","display_name":"Earthquake Detection and Analysis","score":0.9965000152587891,"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/T11512","display_name":"Anomaly Detection Techniques and Applications","score":0.9919999837875366,"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/volcano","display_name":"Volcano","score":0.5635520219802856},{"id":"https://openalex.org/keywords/bayesian-probability","display_name":"Bayesian probability","score":0.5599570274353027},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.5383464097976685},{"id":"https://openalex.org/keywords/geology","display_name":"Geology","score":0.5310673713684082},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.5170465111732483},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.458651065826416},{"id":"https://openalex.org/keywords/seismology","display_name":"Seismology","score":0.4447517693042755},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.385456919670105}],"concepts":[{"id":"https://openalex.org/C120806208","wikidata":"https://www.wikidata.org/wiki/Q8072","display_name":"Volcano","level":2,"score":0.5635520219802856},{"id":"https://openalex.org/C107673813","wikidata":"https://www.wikidata.org/wiki/Q812534","display_name":"Bayesian probability","level":2,"score":0.5599570274353027},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.5383464097976685},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.5310673713684082},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.5170465111732483},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.458651065826416},{"id":"https://openalex.org/C165205528","wikidata":"https://www.wikidata.org/wiki/Q83371","display_name":"Seismology","level":1,"score":0.4447517693042755},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.385456919670105}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.23919/eusipco.2018.8553358","is_oa":false,"landing_page_url":"https://doi.org/10.23919/eusipco.2018.8553358","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2018 26th European Signal Processing Conference (EUSIPCO)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.46000000834465027,"display_name":"Climate action","id":"https://metadata.un.org/sdg/13"}],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":27,"referenced_works":["https://openalex.org/W168422447","https://openalex.org/W582134693","https://openalex.org/W1539761381","https://openalex.org/W1567512734","https://openalex.org/W1963899048","https://openalex.org/W1982667385","https://openalex.org/W1994197834","https://openalex.org/W1997044610","https://openalex.org/W2089928476","https://openalex.org/W2095705004","https://openalex.org/W2130382289","https://openalex.org/W2140334865","https://openalex.org/W2164411961","https://openalex.org/W2170505850","https://openalex.org/W2300156636","https://openalex.org/W2600383743","https://openalex.org/W2608518078","https://openalex.org/W2621581787","https://openalex.org/W2794436210","https://openalex.org/W2964059111","https://openalex.org/W3109246687","https://openalex.org/W4235123616","https://openalex.org/W6617145748","https://openalex.org/W6674330103","https://openalex.org/W6684488266","https://openalex.org/W6735443497","https://openalex.org/W6786398078"],"related_works":["https://openalex.org/W2083693806","https://openalex.org/W209750280","https://openalex.org/W25222758","https://openalex.org/W2354926593","https://openalex.org/W3017254117","https://openalex.org/W596046958","https://openalex.org/W2322738631","https://openalex.org/W2488662787","https://openalex.org/W3006124467","https://openalex.org/W1750550458"],"abstract_inverted_index":{"Whilst":[0],"recent":[1],"advances":[2],"in":[3],"the":[4,23,28,114],"field":[5],"of":[6,30,63,87,116],"artificial":[7],"neural":[8],"networks":[9],"could":[10,42],"be":[11],"applied":[12],"to":[13,65,108,136],"monitor":[14],"volcanoes,":[15],"its":[16],"direct":[17],"application":[18],"remains":[19],"a":[20],"challenge":[21],"given":[22],"complex":[24],"geodynamics":[25],"involved":[26],"and":[27,44,77,119],"size":[29],"available":[31],"datasets.":[32],"However,":[33],"Bayesian":[34,117],"Neural":[35],"Networks":[36],"(BNNs)":[37],"are":[38],"probabilistic":[39],"models":[40],"that":[41,123],"classify":[43,66],"provide":[45,125],"uncertainty":[46,126],"estimation":[47],"for":[48,102],"transient":[49],"seismic":[50],"sources,":[51],"even":[52],"under":[53],"data":[54],"scarcity":[55],"conditions.":[56],"This":[57],"research":[58],"focuses":[59],"on":[60,84],"practical":[61],"applications":[62],"BNNs":[64,124],"volcano-seismic":[67,130],"signals":[68],"using":[69],"two":[70],"variational":[71],"learning":[72,118],"approaches:":[73],"Bayes":[74,109],"by":[75,110],"back-prop":[76],"Monte-Carlo":[78,103],"dropout.":[79],"We":[80],"evaluate":[81],"classification":[82],"performance":[83],"seven":[85],"classes":[86],"isolated":[88],"events":[89],"registered":[90],"at":[91,113,142],"\u201cVolc\u00e1n":[92],"de":[93],"Fuego\u201d,":[94],"Colima.":[95],"Experimental":[96],"results":[97],"show":[98],"an":[99],"overall":[100],"improvement":[101],"dropout":[104],"approximation":[105],"when":[106,128],"compared":[107],"backprop.":[111],"Being":[112],"intersection":[115],"geophysics,":[120],"we":[121],"demonstrate":[122],"estimations":[127],"internal":[129],"sources":[131],"change,":[132],"which":[133],"undoubtedly":[134],"helps":[135],"enhance":[137],"current":[138],"early":[139],"warning":[140],"systems":[141],"volcanic":[143],"observatories.":[144]},"counts_by_year":[{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":1},{"year":2021,"cited_by_count":1},{"year":2020,"cited_by_count":3}],"updated_date":"2026-04-16T15:07:20.185449","created_date":"2025-10-10T00:00:00"}
