{"id":"https://openalex.org/W4399211579","doi":"https://doi.org/10.3233/his-240006","title":"Exploring the potential of combining Mel spectrograms with neural networks optimized by the modified crayfish optimization algorithm for acoustic speed violation identification","display_name":"Exploring the potential of combining Mel spectrograms with neural networks optimized by the modified crayfish optimization algorithm for acoustic speed violation identification","publication_year":2024,"publication_date":"2024-05-31","ids":{"openalex":"https://openalex.org/W4399211579","doi":"https://doi.org/10.3233/his-240006"},"language":"en","primary_location":{"id":"doi:10.3233/his-240006","is_oa":false,"landing_page_url":"https://doi.org/10.3233/his-240006","pdf_url":null,"source":{"id":"https://openalex.org/S50927259","display_name":"International Journal of Hybrid Intelligent Systems","issn_l":"1448-5869","issn":["1448-5869","1875-8819"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318577","host_organization_name":"IOS Press","host_organization_lineage":["https://openalex.org/P4310318577"],"host_organization_lineage_names":["IOS Press"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Hybrid Intelligent Systems","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/A5023168673","display_name":"Marko Stankovic","orcid":"https://orcid.org/0000-0002-9241-3659"},"institutions":[{"id":"https://openalex.org/I170253739","display_name":"Singidunum University","ror":"https://ror.org/017v7rz39","country_code":"RS","type":"education","lineage":["https://openalex.org/I170253739"]}],"countries":["RS"],"is_corresponding":true,"raw_author_name":"Marko Stankovic","raw_affiliation_strings":["Singidunum University, Danijelova, Belgrade, Serbia"],"raw_orcid":"https://orcid.org/0000-0002-9241-3659","affiliations":[{"raw_affiliation_string":"Singidunum University, Danijelova, Belgrade, Serbia","institution_ids":["https://openalex.org/I170253739"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5068911769","display_name":"Luka Jovanovi\u0107","orcid":"https://orcid.org/0000-0001-9402-7391"},"institutions":[{"id":"https://openalex.org/I170253739","display_name":"Singidunum University","ror":"https://ror.org/017v7rz39","country_code":"RS","type":"education","lineage":["https://openalex.org/I170253739"]}],"countries":["RS"],"is_corresponding":false,"raw_author_name":"Luka Jovanovic","raw_affiliation_strings":["Singidunum University, Danijelova, Belgrade, Serbia"],"raw_orcid":"https://orcid.org/0000-0001-9402-7391","affiliations":[{"raw_affiliation_string":"Singidunum University, Danijelova, Belgrade, Serbia","institution_ids":["https://openalex.org/I170253739"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5108940521","display_name":"Aleksandra Bozovic","orcid":null},"institutions":[{"id":"https://openalex.org/I170726198","display_name":"University of Novi Sad","ror":"https://ror.org/00xa57a59","country_code":"RS","type":"education","lineage":["https://openalex.org/I170726198"]}],"countries":["RS"],"is_corresponding":false,"raw_author_name":"Aleksandra Bozovic","raw_affiliation_strings":["Technical faculty \u201cMihajlo Pupin\u201d, University of Novi Sad, Dure Dakovica bb, Zrenjanin, Serbia","Technical faculty \"Mihajlo Pupin\", University of Novi Sad, Dure Dakovica bb, Zrenjanin, Serbia"],"raw_orcid":"https://orcid.org/0000-0001-9402-7391","affiliations":[{"raw_affiliation_string":"Technical faculty \u201cMihajlo Pupin\u201d, University of Novi Sad, Dure Dakovica bb, Zrenjanin, Serbia","institution_ids":["https://openalex.org/I170726198"]},{"raw_affiliation_string":"Technical faculty \"Mihajlo Pupin\", University of Novi Sad, Dure Dakovica bb, Zrenjanin, Serbia","institution_ids":["https://openalex.org/I170726198"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5044553572","display_name":"Neboj\u0161a Budimirovi\u0107","orcid":"https://orcid.org/0000-0001-9237-3135"},"institutions":[{"id":"https://openalex.org/I170253739","display_name":"Singidunum University","ror":"https://ror.org/017v7rz39","country_code":"RS","type":"education","lineage":["https://openalex.org/I170253739"]}],"countries":["RS"],"is_corresponding":false,"raw_author_name":"Nebojsa Budimirovic","raw_affiliation_strings":["Singidunum University, Danijelova, Belgrade, Serbia"],"raw_orcid":"https://orcid.org/0000-0001-9237-3135","affiliations":[{"raw_affiliation_string":"Singidunum University, Danijelova, Belgrade, Serbia","institution_ids":["https://openalex.org/I170253739"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5072469505","display_name":"Miodrag \u017divkovi\u0107","orcid":"https://orcid.org/0000-0002-4351-068X"},"institutions":[{"id":"https://openalex.org/I170253739","display_name":"Singidunum University","ror":"https://ror.org/017v7rz39","country_code":"RS","type":"education","lineage":["https://openalex.org/I170253739"]}],"countries":["RS"],"is_corresponding":false,"raw_author_name":"Miodrag Zivkovic","raw_affiliation_strings":["Singidunum University, Danijelova, Belgrade, Serbia"],"raw_orcid":"https://orcid.org/0000-0002-4351-068X","affiliations":[{"raw_affiliation_string":"Singidunum University, Danijelova, Belgrade, Serbia","institution_ids":["https://openalex.org/I170253739"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5064081550","display_name":"Neboj\u0161a Ba\u010danin","orcid":"https://orcid.org/0000-0002-2062-924X"},"institutions":[{"id":"https://openalex.org/I170253739","display_name":"Singidunum University","ror":"https://ror.org/017v7rz39","country_code":"RS","type":"education","lineage":["https://openalex.org/I170253739"]},{"id":"https://openalex.org/I85461943","display_name":"Saveetha University","ror":"https://ror.org/0034me914","country_code":"IN","type":"education","lineage":["https://openalex.org/I85461943"]},{"id":"https://openalex.org/I91633459","display_name":"Middle East University","ror":"https://ror.org/059bgad73","country_code":"JO","type":"education","lineage":["https://openalex.org/I91633459"]}],"countries":["IN","JO","RS"],"is_corresponding":true,"raw_author_name":"Nebojsa Bacanin","raw_affiliation_strings":["Department of Mathematics, Saveetha School of Engineering, SIMATS, Thandalam, Tamil Nadu, India","MEU Research Unit, Middle East University, Amman, Jordan","Singidunum University, Danijelova, Belgrade, Serbia"],"raw_orcid":"https://orcid.org/0000-0002-2062-924X","affiliations":[{"raw_affiliation_string":"Department of Mathematics, Saveetha School of Engineering, SIMATS, Thandalam, Tamil Nadu, India","institution_ids":["https://openalex.org/I85461943"]},{"raw_affiliation_string":"MEU Research Unit, Middle East University, Amman, Jordan","institution_ids":["https://openalex.org/I91633459"]},{"raw_affiliation_string":"Singidunum University, Danijelova, Belgrade, Serbia","institution_ids":["https://openalex.org/I170253739"]}]}],"institutions":[],"countries_distinct_count":3,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5023168673","https://openalex.org/A5064081550"],"corresponding_institution_ids":["https://openalex.org/I170253739","https://openalex.org/I85461943","https://openalex.org/I91633459"],"apc_list":null,"apc_paid":null,"fwci":0.9865,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.73307533,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":90,"max":98},"biblio":{"volume":"20","issue":"2","first_page":"119","last_page":"143"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11309","display_name":"Music and Audio Processing","score":0.9988999962806702,"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"}},"topics":[{"id":"https://openalex.org/T11309","display_name":"Music and Audio Processing","score":0.9988999962806702,"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/T10860","display_name":"Speech and Audio Processing","score":0.9962999820709229,"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/T11447","display_name":"Blind Source Separation Techniques","score":0.9944000244140625,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/spectrogram","display_name":"Spectrogram","score":0.8986678123474121},{"id":"https://openalex.org/keywords/crayfish","display_name":"Crayfish","score":0.8144383430480957},{"id":"https://openalex.org/keywords/identification","display_name":"Identification (biology)","score":0.6339466571807861},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.6146714091300964},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.5744255185127258},{"id":"https://openalex.org/keywords/optimization-algorithm","display_name":"Optimization algorithm","score":0.4810631275177002},{"id":"https://openalex.org/keywords/speech-recognition","display_name":"Speech recognition","score":0.44434860348701477},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.43362730741500854},{"id":"https://openalex.org/keywords/algorithm","display_name":"Algorithm","score":0.42975467443466187},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.3503836393356323},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.16926822066307068},{"id":"https://openalex.org/keywords/mathematical-optimization","display_name":"Mathematical optimization","score":0.1534339189529419},{"id":"https://openalex.org/keywords/fishery","display_name":"Fishery","score":0.07087448239326477},{"id":"https://openalex.org/keywords/biology","display_name":"Biology","score":0.06536591053009033}],"concepts":[{"id":"https://openalex.org/C45273575","wikidata":"https://www.wikidata.org/wiki/Q578970","display_name":"Spectrogram","level":2,"score":0.8986678123474121},{"id":"https://openalex.org/C2781403440","wikidata":"https://www.wikidata.org/wiki/Q1211742","display_name":"Crayfish","level":2,"score":0.8144383430480957},{"id":"https://openalex.org/C116834253","wikidata":"https://www.wikidata.org/wiki/Q2039217","display_name":"Identification (biology)","level":2,"score":0.6339466571807861},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.6146714091300964},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.5744255185127258},{"id":"https://openalex.org/C2987595161","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Optimization algorithm","level":2,"score":0.4810631275177002},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.44434860348701477},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.43362730741500854},{"id":"https://openalex.org/C11413529","wikidata":"https://www.wikidata.org/wiki/Q8366","display_name":"Algorithm","level":1,"score":0.42975467443466187},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.3503836393356323},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.16926822066307068},{"id":"https://openalex.org/C126255220","wikidata":"https://www.wikidata.org/wiki/Q141495","display_name":"Mathematical optimization","level":1,"score":0.1534339189529419},{"id":"https://openalex.org/C505870484","wikidata":"https://www.wikidata.org/wiki/Q180538","display_name":"Fishery","level":1,"score":0.07087448239326477},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.06536591053009033},{"id":"https://openalex.org/C59822182","wikidata":"https://www.wikidata.org/wiki/Q441","display_name":"Botany","level":1,"score":0.0}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.3233/his-240006","is_oa":false,"landing_page_url":"https://doi.org/10.3233/his-240006","pdf_url":null,"source":{"id":"https://openalex.org/S50927259","display_name":"International Journal of Hybrid Intelligent Systems","issn_l":"1448-5869","issn":["1448-5869","1875-8819"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310318577","host_organization_name":"IOS Press","host_organization_lineage":["https://openalex.org/P4310318577"],"host_organization_lineage_names":["IOS Press"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"International Journal of Hybrid Intelligent Systems","raw_type":"journal-article"}],"best_oa_location":null,"sustainable_development_goals":[{"score":0.5,"display_name":"Peace, Justice and strong institutions","id":"https://metadata.un.org/sdg/16"},{"score":0.49000000953674316,"display_name":"Reduced inequalities","id":"https://metadata.un.org/sdg/10"}],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":87,"referenced_works":["https://openalex.org/W1496704041","https://openalex.org/W1523741643","https://openalex.org/W1994333399","https://openalex.org/W2002429869","https://openalex.org/W2018292427","https://openalex.org/W2024501962","https://openalex.org/W2042708267","https://openalex.org/W2066663732","https://openalex.org/W2069943693","https://openalex.org/W2111331420","https://openalex.org/W2144317842","https://openalex.org/W2151554678","https://openalex.org/W2152195021","https://openalex.org/W2157833270","https://openalex.org/W2508384486","https://openalex.org/W2509065397","https://openalex.org/W2526050071","https://openalex.org/W2780740184","https://openalex.org/W2919979744","https://openalex.org/W2962949934","https://openalex.org/W2963103847","https://openalex.org/W3003976313","https://openalex.org/W3033816133","https://openalex.org/W3042633958","https://openalex.org/W3045832254","https://openalex.org/W3047928395","https://openalex.org/W3094310242","https://openalex.org/W3096581236","https://openalex.org/W3098357269","https://openalex.org/W3112455820","https://openalex.org/W3114266307","https://openalex.org/W3118658682","https://openalex.org/W3132384190","https://openalex.org/W3148089430","https://openalex.org/W3158641354","https://openalex.org/W3164523845","https://openalex.org/W3171374279","https://openalex.org/W3174410795","https://openalex.org/W3176530730","https://openalex.org/W3183461092","https://openalex.org/W4210629852","https://openalex.org/W4211248338","https://openalex.org/W4220912501","https://openalex.org/W4224237294","https://openalex.org/W4249545506","https://openalex.org/W4281756816","https://openalex.org/W4283588701","https://openalex.org/W4283721511","https://openalex.org/W4288097401","https://openalex.org/W4292242250","https://openalex.org/W4293053892","https://openalex.org/W4308509827","https://openalex.org/W4308531312","https://openalex.org/W4308574566","https://openalex.org/W4309744061","https://openalex.org/W4310251675","https://openalex.org/W4310823445","https://openalex.org/W4312090279","https://openalex.org/W4312092246","https://openalex.org/W4313494551","https://openalex.org/W4316659376","https://openalex.org/W4320734748","https://openalex.org/W4320734898","https://openalex.org/W4323313783","https://openalex.org/W4323569884","https://openalex.org/W4382934512","https://openalex.org/W4385606360","https://openalex.org/W4385758555","https://openalex.org/W4386391043","https://openalex.org/W4388684264","https://openalex.org/W4389881453","https://openalex.org/W4390979164","https://openalex.org/W4391014445","https://openalex.org/W4391014584","https://openalex.org/W4391738567","https://openalex.org/W4391995161","https://openalex.org/W4392013116","https://openalex.org/W4399263061","https://openalex.org/W6631478494","https://openalex.org/W6725195192","https://openalex.org/W6773417959","https://openalex.org/W6784983878","https://openalex.org/W6787323893","https://openalex.org/W6810199044","https://openalex.org/W6847215997","https://openalex.org/W6854440026","https://openalex.org/W6861244489"],"related_works":["https://openalex.org/W2120912488","https://openalex.org/W2178149680","https://openalex.org/W2007122230","https://openalex.org/W2378265259","https://openalex.org/W2167757705","https://openalex.org/W2146749106","https://openalex.org/W2561452788","https://openalex.org/W2332791527","https://openalex.org/W2897924318","https://openalex.org/W2138997758"],"abstract_inverted_index":{"Enforcing":[0],"vehicle":[1,63],"speed":[2,116],"limits":[3],"is":[4],"paramount":[5],"for":[6,81,154],"road":[7],"safety.":[8],"This":[9,139],"paper":[10],"pioneers":[11],"an":[12],"innovative":[13,162],"approach":[14],"by":[15,57],"synergizing":[16],"signal":[17,45,156],"processing":[18,46,157],"and":[19,47,113,146,158],"Convolutional":[20],"Neural":[21],"Networks":[22],"(CNNs)":[23],"to":[24,74,99,107,134,167],"detect":[25],"speeding":[26,137],"violations,":[27],"addressing":[28],"a":[29,75,151],"critical":[30],"aspect":[31],"of":[32,44,91,115],"traffic":[33,144],"management.":[34],"While":[35],"traditional":[36],"methods":[37],"have":[38],"shown":[39],"efficacy,":[40],"the":[41,92,101],"potential":[42,133],"synergy":[43],"AI":[48,159],"techniques":[49,160],"remains":[50],"largely":[51],"unexplored.":[52],"We":[53],"bridge":[54],"this":[55],"gap":[56],"harnessing":[58],"Mel":[59],"spectrograms":[60,70],"extracted":[61],"from":[62,121],"recordings,":[64],"representing":[65],"intricate":[66],"audio":[67,86,169],"features.":[68],"These":[69],"serve":[71],"as":[72],"inputs":[73],"tailored":[76],"CNN":[77,102],"architecture,":[78],"meticulously":[79],"designed":[80],"pattern":[82],"recognition":[83],"in":[84,161],"speeding-related":[85],"cues.":[87],"An":[88],"altered":[89],"variant":[90],"crayfish":[93],"optimization":[94],"algorithm":[95],"(COA)":[96],"was":[97],"employed":[98],"tune":[100],"model.":[103],"Our":[104],"methodology":[105],"aims":[106],"discriminate":[108],"between":[109],"normal":[110],"driving":[111],"sounds":[112],"instances":[114],"limit":[117],"breaches.":[118],"Notably":[119],"absent":[120],"previous":[122],"literature,":[123],"our":[124],"fusion":[125],"method":[126],"yields":[127],"promising":[128],"initial":[129],"results,":[130],"demonstrating":[131],"its":[132],"accurately":[135],"identify":[136],"violations.":[138],"contribution":[140],"not":[141],"only":[142],"enhances":[143],"safety":[145],"management":[147],"but":[148],"also":[149],"provides":[150],"pioneering":[152],"framework":[153],"integrating":[155],"ways,":[163],"with":[164],"implications":[165],"extending":[166],"broader":[168],"analysis":[170],"domains.":[171]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":1}],"updated_date":"2026-03-27T05:58:40.876381","created_date":"2025-10-10T00:00:00"}