{"id":"https://openalex.org/W4411725629","doi":"https://doi.org/10.1109/iscas56072.2025.11044258","title":"Neuromorphic Audio Dataset for Predictive Maintenance in Peristaltic Pumps","display_name":"Neuromorphic Audio Dataset for Predictive Maintenance in Peristaltic Pumps","publication_year":2025,"publication_date":"2025-05-25","ids":{"openalex":"https://openalex.org/W4411725629","doi":"https://doi.org/10.1109/iscas56072.2025.11044258"},"language":"en","primary_location":{"id":"doi:10.1109/iscas56072.2025.11044258","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iscas56072.2025.11044258","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE International Symposium on Circuits and Systems (ISCAS)","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/A5084461940","display_name":"Juan M. Montes-S\u00e1nchez","orcid":"https://orcid.org/0000-0002-0983-2386"},"institutions":[{"id":"https://openalex.org/I79238269","display_name":"Universidad de Sevilla","ror":"https://ror.org/03yxnpp24","country_code":"ES","type":"education","lineage":["https://openalex.org/I79238269"]}],"countries":["ES"],"is_corresponding":true,"raw_author_name":"Juan M. Montes-S\u00e1nchez","raw_affiliation_strings":["Universidad de Sevilla,Robotics and Technology of Computers Lab., ETSII-EPS,Sevilla,Spain"],"affiliations":[{"raw_affiliation_string":"Universidad de Sevilla,Robotics and Technology of Computers Lab., ETSII-EPS,Sevilla,Spain","institution_ids":["https://openalex.org/I79238269"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5001923763","display_name":"Juan P. Dominguez\u2010Morales","orcid":"https://orcid.org/0000-0002-5474-107X"},"institutions":[{"id":"https://openalex.org/I79238269","display_name":"Universidad de Sevilla","ror":"https://ror.org/03yxnpp24","country_code":"ES","type":"education","lineage":["https://openalex.org/I79238269"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Juan P. Dom\u00ednguez-Morales","raw_affiliation_strings":["Universidad de Sevilla,Robotics and Technology of Computers Lab., ETSII-EPS,Sevilla,Spain"],"affiliations":[{"raw_affiliation_string":"Universidad de Sevilla,Robotics and Technology of Computers Lab., ETSII-EPS,Sevilla,Spain","institution_ids":["https://openalex.org/I79238269"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5062576796","display_name":"Saturnino Vicente-D\u00edaz","orcid":"https://orcid.org/0000-0001-9466-485X"},"institutions":[{"id":"https://openalex.org/I79238269","display_name":"Universidad de Sevilla","ror":"https://ror.org/03yxnpp24","country_code":"ES","type":"education","lineage":["https://openalex.org/I79238269"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Saturnino Vicente-D\u00edaz","raw_affiliation_strings":["Universidad de Sevilla,Robotics and Technology of Computers Lab., ETSII-EPS,Sevilla,Spain"],"affiliations":[{"raw_affiliation_string":"Universidad de Sevilla,Robotics and Technology of Computers Lab., ETSII-EPS,Sevilla,Spain","institution_ids":["https://openalex.org/I79238269"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5051554664","display_name":"\u00c1ngel Jim\u00e9nez-Fern\u00e1ndez","orcid":"https://orcid.org/0000-0003-3061-5922"},"institutions":[{"id":"https://openalex.org/I79238269","display_name":"Universidad de Sevilla","ror":"https://ror.org/03yxnpp24","country_code":"ES","type":"education","lineage":["https://openalex.org/I79238269"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"\u00c1ngel Jim\u00e9nez-Fern\u00e1ndez","raw_affiliation_strings":["Universidad de Sevilla,Robotics and Technology of Computers Lab., ETSII-EPS,Sevilla,Spain"],"affiliations":[{"raw_affiliation_string":"Universidad de Sevilla,Robotics and Technology of Computers Lab., ETSII-EPS,Sevilla,Spain","institution_ids":["https://openalex.org/I79238269"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":4,"corresponding_author_ids":["https://openalex.org/A5084461940"],"corresponding_institution_ids":["https://openalex.org/I79238269"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.18067219,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"5"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11372","display_name":"Hydraulic and Pneumatic Systems","score":0.9564999938011169,"subfield":{"id":"https://openalex.org/subfields/2210","display_name":"Mechanical Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T11372","display_name":"Hydraulic and Pneumatic Systems","score":0.9564999938011169,"subfield":{"id":"https://openalex.org/subfields/2210","display_name":"Mechanical Engineering"},"field":{"id":"https://openalex.org/fields/22","display_name":"Engineering"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/neuromorphic-engineering","display_name":"Neuromorphic engineering","score":0.8684350252151489},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.654509425163269},{"id":"https://openalex.org/keywords/peristalsis","display_name":"Peristalsis","score":0.6373568773269653},{"id":"https://openalex.org/keywords/peristaltic-pump","display_name":"Peristaltic pump","score":0.5313402414321899},{"id":"https://openalex.org/keywords/speech-recognition","display_name":"Speech recognition","score":0.4477628171443939},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.34827208518981934},{"id":"https://openalex.org/keywords/acoustics","display_name":"Acoustics","score":0.335983544588089},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.23164936900138855},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.19007381796836853},{"id":"https://openalex.org/keywords/physics","display_name":"Physics","score":0.13027051091194153},{"id":"https://openalex.org/keywords/mechanical-engineering","display_name":"Mechanical engineering","score":0.08164152503013611}],"concepts":[{"id":"https://openalex.org/C151927369","wikidata":"https://www.wikidata.org/wiki/Q1981312","display_name":"Neuromorphic engineering","level":3,"score":0.8684350252151489},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.654509425163269},{"id":"https://openalex.org/C206813253","wikidata":"https://www.wikidata.org/wiki/Q308695","display_name":"Peristalsis","level":2,"score":0.6373568773269653},{"id":"https://openalex.org/C134519083","wikidata":"https://www.wikidata.org/wiki/Q650921","display_name":"Peristaltic pump","level":2,"score":0.5313402414321899},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.4477628171443939},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.34827208518981934},{"id":"https://openalex.org/C24890656","wikidata":"https://www.wikidata.org/wiki/Q82811","display_name":"Acoustics","level":1,"score":0.335983544588089},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.23164936900138855},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.19007381796836853},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.13027051091194153},{"id":"https://openalex.org/C78519656","wikidata":"https://www.wikidata.org/wiki/Q101333","display_name":"Mechanical engineering","level":1,"score":0.08164152503013611},{"id":"https://openalex.org/C105702510","wikidata":"https://www.wikidata.org/wiki/Q514","display_name":"Anatomy","level":1,"score":0.0},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/iscas56072.2025.11044258","is_oa":false,"landing_page_url":"https://doi.org/10.1109/iscas56072.2025.11044258","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 IEEE International Symposium on Circuits and Systems (ISCAS)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.6299999952316284,"id":"https://metadata.un.org/sdg/7","display_name":"Affordable and clean energy"}],"awards":[],"funders":[{"id":"https://openalex.org/F4320322930","display_name":"Ministerio de Ciencia e Innovaci\u00f3n","ror":"https://ror.org/034900433"},{"id":"https://openalex.org/F4320335598","display_name":"Agencia Estatal de Investigaci\u00f3n","ror":null}],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":30,"referenced_works":["https://openalex.org/W2016574277","https://openalex.org/W2132870234","https://openalex.org/W2143957206","https://openalex.org/W2149530067","https://openalex.org/W2170505850","https://openalex.org/W2207801947","https://openalex.org/W2480004694","https://openalex.org/W2758244442","https://openalex.org/W2788415486","https://openalex.org/W2963446712","https://openalex.org/W2980513133","https://openalex.org/W3120241842","https://openalex.org/W3141162172","https://openalex.org/W3153477213","https://openalex.org/W3195098050","https://openalex.org/W4210725851","https://openalex.org/W4289526978","https://openalex.org/W4301398184","https://openalex.org/W4309905345","https://openalex.org/W4379058347","https://openalex.org/W4385080101","https://openalex.org/W4386696961","https://openalex.org/W4389400871","https://openalex.org/W4389897661","https://openalex.org/W4390285062","https://openalex.org/W4403028833","https://openalex.org/W4404411551","https://openalex.org/W4406736463","https://openalex.org/W6606171110","https://openalex.org/W6805148076"],"related_works":["https://openalex.org/W2186603117","https://openalex.org/W4252399881","https://openalex.org/W3129902250","https://openalex.org/W4205455042","https://openalex.org/W2364161805","https://openalex.org/W3201488282","https://openalex.org/W4224305171","https://openalex.org/W2051136944","https://openalex.org/W2944684716","https://openalex.org/W2742023566"],"abstract_inverted_index":{"Predictive":[0],"maintenance":[1],"(PdM)":[2],"applications":[3],"are":[4,17,47,52,187],"becoming":[5,18],"more":[6,8,19],"and":[7,21,57,81,126,179,219],"popular,":[9],"in":[10,76,105,136,145,230],"part":[11],"because":[12],"Artificial":[13],"Intelligence":[14],"(AI)":[15],"algorithms":[16],"powerful":[20],"affordable.":[22],"However,":[23],"this":[24],"method":[25],"requires":[26],"a":[27,40,69,87,94,109,156,168,191,196,204,209],"lot":[28],"of":[29,50,62,78,103,119,132,158,162,171,177,184,213],"data":[30,186],"which":[31,73,151,173],"need":[32],"to":[33,36,59,92,117,233],"be":[34,228],"specific":[35],"the":[37,45,60,120,130,137,175,216,222,231,235,238],"application.":[38],"Only":[39],"few":[41],"audio":[42,96,141],"datasets":[43],"on":[44,54,114,128,237],"topic":[46],"available,":[48],"most":[49],"them":[51],"focused":[53,113],"generic":[55],"systems,":[56],"none":[58],"best":[61],"our":[63],"knowledge":[64],"has":[65],"been":[66],"created":[67],"from":[68,108],"neuromorphic":[70,95],"engineering":[71],"approach,":[72],"offers":[74],"benefits":[75],"terms":[77],"power":[79],"consumption":[80],"robustness":[82],"among":[83],"others.":[84],"We":[85,112,166,194],"used":[86,167],"Neuromorphic":[88],"Auditory":[89],"Sensor":[90],"(NAS)":[91],"record":[93],"dataset":[97],"that":[98,207],"covers":[99],"two":[100],"different":[101],"scenarios":[102,201],"PdM":[104],"actual":[106],"equipment":[107],"commercial":[110],"device.":[111],"faults":[115],"due":[116],"deterioration":[118],"peristaltic":[121],"pumps":[122],"caused":[123],"by":[124,202],"aging":[125,217],"also":[127],"detecting":[129],"presence":[131],"undesired":[133],"air":[134],"bubbles":[135],"hydraulic":[138],"circuit.":[139],"The":[140],"information":[142],"was":[143,152],"processed":[144],"Address":[146],"Event":[147],"Representation":[148],"(AER)":[149],"format,":[150],"then":[153],"converted":[154],"into":[155],"set":[157],"labeled":[159],"sonogram":[160],"images":[161],"0.5":[163],"s":[164],"each.":[165],"window":[169],"overlap":[170],"50%,":[172],"enlarges":[174],"number":[176],"samples":[178],"improves":[180],"training":[181,203],"results.":[182],"All":[183],"these":[185],"now":[188],"available":[189],"as":[190],"public":[192],"dataset.":[193],"did":[195],"classification":[197],"test":[198],"for":[199,215,221],"both":[200],"DenseNet121":[205],"model":[206],"achieved":[208],"F1":[210],"weighted":[211],"average":[212],"0.99":[214],"scenario":[218],"0.71":[220],"bubble":[223,239],"scenario.":[224,240],"Further":[225],"processing":[226],"should":[227],"done":[229],"future":[232],"improve":[234],"results":[236]},"counts_by_year":[],"updated_date":"2025-11-06T03:46:38.306776","created_date":"2025-10-10T00:00:00"}