{"id":"https://openalex.org/W4390744932","doi":"https://doi.org/10.3389/fcomp.2023.1254678","title":"The design of Datascapes: toward a design framework for sonification for anomaly detection in AI-supported networked environments","display_name":"The design of Datascapes: toward a design framework for sonification for anomaly detection in AI-supported networked environments","publication_year":2024,"publication_date":"2024-01-11","ids":{"openalex":"https://openalex.org/W4390744932","doi":"https://doi.org/10.3389/fcomp.2023.1254678"},"language":"en","primary_location":{"id":"doi:10.3389/fcomp.2023.1254678","is_oa":true,"landing_page_url":"https://doi.org/10.3389/fcomp.2023.1254678","pdf_url":"https://www.frontiersin.org/articles/10.3389/fcomp.2023.1254678/pdf?isPublishedV2=False","source":{"id":"https://openalex.org/S4210211086","display_name":"Frontiers in Computer Science","issn_l":"2624-9898","issn":["2624-9898"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320527","host_organization_name":"Frontiers Media","host_organization_lineage":["https://openalex.org/P4310320527"],"host_organization_lineage_names":["Frontiers Media"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in Computer Science","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.frontiersin.org/articles/10.3389/fcomp.2023.1254678/pdf?isPublishedV2=False","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5056765157","display_name":"Sara Lenzi","orcid":"https://orcid.org/0000-0001-5534-0596"},"institutions":[{"id":"https://openalex.org/I110594554","display_name":"Ikerbasque","ror":"https://ror.org/01cc3fy72","country_code":"ES","type":"other","lineage":["https://openalex.org/I110594554"]},{"id":"https://openalex.org/I136040515","display_name":"Universidad de Deusto","ror":"https://ror.org/00ne6sr39","country_code":"ES","type":"education","lineage":["https://openalex.org/I136040515"]},{"id":"https://openalex.org/I93860229","display_name":"Politecnico di Milano","ror":"https://ror.org/01nffqt88","country_code":"IT","type":"education","lineage":["https://openalex.org/I93860229"]}],"countries":["ES","IT"],"is_corresponding":true,"raw_author_name":"Sara Lenzi","raw_affiliation_strings":["Department of Design, Politecnico di Milano, Milano, Italy","Faculty of Engineering, Universidad de Deusto, Bilbao, Spain","Ikerbasque Basque Foundation for Science, Bilbao, Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Design, Politecnico di Milano, Milano, Italy","institution_ids":["https://openalex.org/I93860229"]},{"raw_affiliation_string":"Faculty of Engineering, Universidad de Deusto, Bilbao, Spain","institution_ids":["https://openalex.org/I136040515"]},{"raw_affiliation_string":"Ikerbasque Basque Foundation for Science, Bilbao, Spain","institution_ids":["https://openalex.org/I110594554"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5008670093","display_name":"Ginevra Terenghi","orcid":"https://orcid.org/0009-0003-9541-1637"},"institutions":[{"id":"https://openalex.org/I93860229","display_name":"Politecnico di Milano","ror":"https://ror.org/01nffqt88","country_code":"IT","type":"education","lineage":["https://openalex.org/I93860229"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Ginevra Terenghi","raw_affiliation_strings":["Department of Design, Politecnico di Milano, Milano, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Design, Politecnico di Milano, Milano, Italy","institution_ids":["https://openalex.org/I93860229"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5056868244","display_name":"Damiano Meacci","orcid":"https://orcid.org/0000-0002-0379-8674"},"institutions":[{"id":"https://openalex.org/I4210122312","display_name":"Conservatorio di Musica Luigi Cherubini","ror":"https://ror.org/02zkr7r20","country_code":"IT","type":"other","lineage":["https://openalex.org/I4210122312"]},{"id":"https://openalex.org/I4210160633","display_name":"Camera di Commercio di Firenze","ror":"https://ror.org/053qa4s13","country_code":"IT","type":"nonprofit","lineage":["https://openalex.org/I4210160633"]}],"countries":["IT"],"is_corresponding":false,"raw_author_name":"Damiano Meacci","raw_affiliation_strings":["Department of Music and New Technologies, Conservatorio di Musica \u2018Luigi Cherubini', Florence, Italy","Tempo Reale, Florence, Italy"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Music and New Technologies, Conservatorio di Musica \u2018Luigi Cherubini', Florence, Italy","institution_ids":["https://openalex.org/I4210122312"]},{"raw_affiliation_string":"Tempo Reale, Florence, Italy","institution_ids":["https://openalex.org/I4210160633"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5093703860","display_name":"Aitor Moreno Fernandez-de-Leceta","orcid":null},"institutions":[{"id":"https://openalex.org/I4210163072","display_name":"Iberm\u00e1tica (Spain)","ror":"https://ror.org/05gh7t135","country_code":"ES","type":"company","lineage":["https://openalex.org/I4210163072"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Aitor Moreno Fernandez-de-Leceta","raw_affiliation_strings":["Instituto Iberm\u00e1tica de Innovaci\u00f3n (i3B), Vitoria-Gasteiz, Spain"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Instituto Iberm\u00e1tica de Innovaci\u00f3n (i3B), Vitoria-Gasteiz, Spain","institution_ids":["https://openalex.org/I4210163072"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5033272916","display_name":"Paolo Ciuccarelli","orcid":"https://orcid.org/0000-0001-5831-5660"},"institutions":[{"id":"https://openalex.org/I12912129","display_name":"Northeastern University","ror":"https://ror.org/04t5xt781","country_code":"US","type":"education","lineage":["https://openalex.org/I12912129"]}],"countries":["US"],"is_corresponding":false,"raw_author_name":"Paolo Ciuccarelli","raw_affiliation_strings":["Center for Design, College of Arts Media and Design, Northeastern University, Boston, MA, United States"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Center for Design, College of Arts Media and Design, Northeastern University, Boston, MA, United States","institution_ids":["https://openalex.org/I12912129"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5056765157"],"corresponding_institution_ids":["https://openalex.org/I110594554","https://openalex.org/I136040515","https://openalex.org/I93860229"],"apc_list":{"value":1285,"currency":"USD","value_usd":1285},"apc_paid":{"value":1285,"currency":"USD","value_usd":1285},"fwci":0.1643,"has_fulltext":true,"cited_by_count":1,"citation_normalized_percentile":{"value":0.3680841,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":94},"biblio":{"volume":"5","issue":null,"first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11349","display_name":"Music Technology and Sound Studies","score":0.9785000085830688,"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"}},"topics":[{"id":"https://openalex.org/T11349","display_name":"Music Technology and Sound Studies","score":0.9785000085830688,"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"}},{"id":"https://openalex.org/T11309","display_name":"Music and Audio Processing","score":0.9553999900817871,"subfield":{"id":"https://openalex.org/subfields/1711","display_name":"Signal Processing"},"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/T11800","display_name":"User Authentication and Security Systems","score":0.9506000280380249,"subfield":{"id":"https://openalex.org/subfields/1710","display_name":"Information Systems"},"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/sonification","display_name":"Sonification","score":0.9895431995391846},{"id":"https://openalex.org/keywords/anomaly-detection","display_name":"Anomaly detection","score":0.7345844507217407},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6344756484031677},{"id":"https://openalex.org/keywords/context","display_name":"Context (archaeology)","score":0.5890821218490601},{"id":"https://openalex.org/keywords/visualization","display_name":"Visualization","score":0.5363937616348267},{"id":"https://openalex.org/keywords/human\u2013computer-interaction","display_name":"Human\u2013computer interaction","score":0.4590074419975281},{"id":"https://openalex.org/keywords/data-mining","display_name":"Data mining","score":0.19301068782806396}],"concepts":[{"id":"https://openalex.org/C91607612","wikidata":"https://www.wikidata.org/wiki/Q1416058","display_name":"Sonification","level":2,"score":0.9895431995391846},{"id":"https://openalex.org/C739882","wikidata":"https://www.wikidata.org/wiki/Q3560506","display_name":"Anomaly detection","level":2,"score":0.7345844507217407},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6344756484031677},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.5890821218490601},{"id":"https://openalex.org/C36464697","wikidata":"https://www.wikidata.org/wiki/Q451553","display_name":"Visualization","level":2,"score":0.5363937616348267},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.4590074419975281},{"id":"https://openalex.org/C124101348","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data mining","level":1,"score":0.19301068782806396},{"id":"https://openalex.org/C151730666","wikidata":"https://www.wikidata.org/wiki/Q7205","display_name":"Paleontology","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}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.3389/fcomp.2023.1254678","is_oa":true,"landing_page_url":"https://doi.org/10.3389/fcomp.2023.1254678","pdf_url":"https://www.frontiersin.org/articles/10.3389/fcomp.2023.1254678/pdf?isPublishedV2=False","source":{"id":"https://openalex.org/S4210211086","display_name":"Frontiers in Computer Science","issn_l":"2624-9898","issn":["2624-9898"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320527","host_organization_name":"Frontiers Media","host_organization_lineage":["https://openalex.org/P4310320527"],"host_organization_lineage_names":["Frontiers Media"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in Computer Science","raw_type":"journal-article"},{"id":"pmh:oai:re.public.polimi.it:11311/1281625","is_oa":true,"landing_page_url":"https://hdl.handle.net/11311/1281625","pdf_url":"https://re.public.polimi.it/bitstream/11311/1281625/1/fcomp-05-1254678.pdf","source":{"id":"https://openalex.org/S4306400312","display_name":"Virtual Community of Pathological Anatomy (University of Castilla La Mancha)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I79189158","host_organization_name":"University of Castilla-La Mancha","host_organization_lineage":["https://openalex.org/I79189158"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"info:eu-repo/semantics/article"},{"id":"pmh:oai:doaj.org/article:d2a5ce8459ac45acbb70fc04459fd272","is_oa":true,"landing_page_url":"https://doaj.org/article/d2a5ce8459ac45acbb70fc04459fd272","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Frontiers in Computer Science, Vol 5 (2024)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.3389/fcomp.2023.1254678","is_oa":true,"landing_page_url":"https://doi.org/10.3389/fcomp.2023.1254678","pdf_url":"https://www.frontiersin.org/articles/10.3389/fcomp.2023.1254678/pdf?isPublishedV2=False","source":{"id":"https://openalex.org/S4210211086","display_name":"Frontiers in Computer Science","issn_l":"2624-9898","issn":["2624-9898"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320527","host_organization_name":"Frontiers Media","host_organization_lineage":["https://openalex.org/P4310320527"],"host_organization_lineage_names":["Frontiers Media"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in Computer Science","raw_type":"journal-article"},"sustainable_development_goals":[{"score":0.6700000166893005,"display_name":"Clean water and sanitation","id":"https://metadata.un.org/sdg/6"}],"awards":[],"funders":[],"has_content":{"pdf":true,"grobid_xml":false},"content_urls":{"pdf":"https://content.openalex.org/works/W4390744932.pdf"},"referenced_works_count":75,"referenced_works":["https://openalex.org/W51043520","https://openalex.org/W422962062","https://openalex.org/W588944751","https://openalex.org/W1502148365","https://openalex.org/W1542533515","https://openalex.org/W1556850597","https://openalex.org/W1968008571","https://openalex.org/W1968983388","https://openalex.org/W1991376523","https://openalex.org/W2028878459","https://openalex.org/W2032337854","https://openalex.org/W2035486824","https://openalex.org/W2043774331","https://openalex.org/W2092390732","https://openalex.org/W2092677285","https://openalex.org/W2097327863","https://openalex.org/W2103604870","https://openalex.org/W2119480063","https://openalex.org/W2125570765","https://openalex.org/W2136925099","https://openalex.org/W2156897173","https://openalex.org/W2168851722","https://openalex.org/W2184854514","https://openalex.org/W2205103754","https://openalex.org/W2466158603","https://openalex.org/W2517387660","https://openalex.org/W2587918681","https://openalex.org/W2623681463","https://openalex.org/W2670007299","https://openalex.org/W2724612790","https://openalex.org/W2735921494","https://openalex.org/W2780310278","https://openalex.org/W2807219356","https://openalex.org/W2828983966","https://openalex.org/W2886032821","https://openalex.org/W2898557974","https://openalex.org/W2912155051","https://openalex.org/W2922132587","https://openalex.org/W2966356272","https://openalex.org/W2990496140","https://openalex.org/W2992372991","https://openalex.org/W3002629079","https://openalex.org/W3005085113","https://openalex.org/W3037950454","https://openalex.org/W3078797493","https://openalex.org/W3109167942","https://openalex.org/W3206494219","https://openalex.org/W3213654856","https://openalex.org/W4240975635","https://openalex.org/W4241909176","https://openalex.org/W4250958168","https://openalex.org/W4254010142","https://openalex.org/W4300068207","https://openalex.org/W4312525752","https://openalex.org/W4382601395","https://openalex.org/W4399713305","https://openalex.org/W6604342670","https://openalex.org/W6606777770","https://openalex.org/W6614708990","https://openalex.org/W6629693777","https://openalex.org/W6629764185","https://openalex.org/W6630108217","https://openalex.org/W6654605509","https://openalex.org/W6669327198","https://openalex.org/W6695951489","https://openalex.org/W6726694917","https://openalex.org/W6735429616","https://openalex.org/W6740161652","https://openalex.org/W6796683208","https://openalex.org/W6831880867","https://openalex.org/W6869400750","https://openalex.org/W6869760532","https://openalex.org/W6996812726","https://openalex.org/W7015251770","https://openalex.org/W7015439612"],"related_works":["https://openalex.org/W4251837693","https://openalex.org/W4304092500","https://openalex.org/W2965150687","https://openalex.org/W1563329648","https://openalex.org/W2903489948","https://openalex.org/W1530991922","https://openalex.org/W2176226776","https://openalex.org/W4304099409","https://openalex.org/W2131473689","https://openalex.org/W1521847617"],"abstract_inverted_index":{"There":[0],"is":[1,29],"a":[2,50,66,120,161],"growing":[3],"need":[4],"for":[5,76,172],"solutions":[6,33],"that":[7,31,54,69,92],"can":[8,46,175],"improve":[9],"the":[10,20,37,71,77,96,137,151,154,179],"communication":[11],"between":[12],"anomaly":[13,173],"detection":[14,99],"algorithms":[15],"and":[16,62,98,107,117,129,145,150,159,164,182],"human":[17],"operators.":[18],"In":[19],"context":[21],"of":[22,25,73,79,100,113,139,184],"real-time":[23],"monitoring":[24,52,78,97],"networked":[26,83],"systems,":[27],"it":[28],"crucial":[30],"new":[32],"do":[34],"not":[35],"increase":[36],"burden":[38],"on":[39,81,95,136],"an":[40],"already":[41],"overloaded":[42],"visual":[43],"channel.":[44],"Sonification":[45],"be":[47],"leveraged":[48],"as":[49],"peripheral":[51],"tool":[53],"complements":[55],"current":[56],"visualization":[57],"systems.":[58],"We":[59],"conceptualized,":[60],"designed,":[61],"prototyped":[63],"Datascapes":[64],",":[65],"framework":[67],"project":[68],"explores":[70],"potential":[72],"sound-based":[74],"applications":[75],"cyber-attacks":[80],"AI-supported":[82],"environments.":[84],"Within":[85],"Datascapes,":[86],"two":[87],"Design":[88],"Actions":[89],"were":[90,115],"realized":[91],"applied":[93],"sonification":[94,140,171,186],"anomalies":[101],"in":[102,119,126,170,178],"(1)":[103],"water":[104],"distribution":[105],"networks":[106],"(2)":[108],"Internet":[109],"networks.":[110],"Two":[111],"series":[112],"prototypes":[114],"implemented":[116],"evaluated":[118],"real-world":[121,185],"environment":[122],"with":[123],"eight":[124],"experts":[125],"network":[127],"management":[128],"cybersecurity.":[130],"This":[131],"paper":[132],"presents":[133],"experimental":[134],"results":[135],"use":[138],"to":[141],"disclose":[142],"anomalous":[143],"behavior":[144],"assess":[146],"both":[147],"its":[148],"gravity":[149],"location":[152],"within":[153],"network.":[155],"Furthermore,":[156],"we":[157],"define":[158],"present":[160],"design":[162],"methodology":[163],"evaluation":[165],"protocol":[166],"that,":[167],"albeit":[168],"grounded":[169],"detection,":[174],"support":[176],"designers":[177],"definition,":[180],"development,":[181],"validation":[183],"applications.":[187]},"counts_by_year":[{"year":2024,"cited_by_count":1}],"updated_date":"2026-07-23T08:03:31.855105","created_date":"2025-10-10T00:00:00"}