{"id":"https://openalex.org/W3159146393","doi":"https://doi.org/10.13053/cys-25-2-3946","title":"Deep Neural Network for Musical Instrument Recognition Using MFCCs","display_name":"Deep Neural Network for Musical Instrument Recognition Using MFCCs","publication_year":2021,"publication_date":"2021-05-03","ids":{"openalex":"https://openalex.org/W3159146393","doi":"https://doi.org/10.13053/cys-25-2-3946","mag":"3159146393"},"language":"es","primary_location":{"id":"doi:10.13053/cys-25-2-3946","is_oa":false,"landing_page_url":"https://doi.org/10.13053/cys-25-2-3946","pdf_url":null,"source":{"id":"https://openalex.org/S61446325","display_name":"Computaci\u00f3n y Sistemas","issn_l":"1405-5546","issn":["1405-5546","2007-9737"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319599","host_organization_name":"National Polytechnic Institute","host_organization_lineage":["https://openalex.org/P4310319599"],"host_organization_lineage_names":["National Polytechnic Institute"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computaci\u00f3n y Sistemas","raw_type":"journal-article"},"type":"article","indexed_in":["arxiv","crossref","datacite"],"open_access":{"is_oa":true,"oa_status":"green","oa_url":"https://arxiv.org/pdf/2105.00933","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5084766733","display_name":"Saranga Kingkor Mahanta","orcid":null},"institutions":[{"id":"https://openalex.org/I91277730","display_name":"Maulana Azad National Institute of Technology","ror":"https://ror.org/026vtd268","country_code":"IN","type":"education","lineage":["https://openalex.org/I91277730"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Saranga Kingkor Mahanta","raw_affiliation_strings":["National Institute of Technology,  India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"National Institute of Technology,  India","institution_ids":["https://openalex.org/I91277730"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5077246009","display_name":"Abdullah Faiz Ur Rahman Khilji","orcid":"https://orcid.org/0000-0001-6621-1810"},"institutions":[{"id":"https://openalex.org/I91277730","display_name":"Maulana Azad National Institute of Technology","ror":"https://ror.org/026vtd268","country_code":"IN","type":"education","lineage":["https://openalex.org/I91277730"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Abdullah Faiz Ur Rahman Khilji","raw_affiliation_strings":["National Institute of Technology,  India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"National Institute of Technology,  India","institution_ids":["https://openalex.org/I91277730"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5017734144","display_name":"Partha Pakray","orcid":"https://orcid.org/0000-0003-3834-5154"},"institutions":[{"id":"https://openalex.org/I91277730","display_name":"Maulana Azad National Institute of Technology","ror":"https://ror.org/026vtd268","country_code":"IN","type":"education","lineage":["https://openalex.org/I91277730"]}],"countries":["IN"],"is_corresponding":false,"raw_author_name":"Partha Pakray","raw_affiliation_strings":["National Institute of Technology,  India"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"National Institute of Technology,  India","institution_ids":["https://openalex.org/I91277730"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I91277730"],"apc_list":null,"apc_paid":null,"fwci":0.422,"has_fulltext":false,"cited_by_count":4,"citation_normalized_percentile":{"value":0.59284791,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":89,"max":96},"biblio":{"volume":"25","issue":"2","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11309","display_name":"Music and Audio Processing","score":0.9997000098228455,"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":0.9997000098228455,"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/T13996","display_name":"Diverse Musicological Studies","score":0.9958000183105469,"subfield":{"id":"https://openalex.org/subfields/1210","display_name":"Music"},"field":{"id":"https://openalex.org/fields/12","display_name":"Arts and Humanities"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T11349","display_name":"Music Technology and Sound Studies","score":0.9865000247955322,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/mel-frequency-cepstrum","display_name":"Mel-frequency cepstrum","score":0.7322688698768616},{"id":"https://openalex.org/keywords/computer-science","display_name":"Computer science","score":0.7135742902755737},{"id":"https://openalex.org/keywords/musical-instrument","display_name":"Musical instrument","score":0.6781090497970581},{"id":"https://openalex.org/keywords/speech-recognition","display_name":"Speech recognition","score":0.6266475319862366},{"id":"https://openalex.org/keywords/artificial-neural-network","display_name":"Artificial neural network","score":0.5769344568252563},{"id":"https://openalex.org/keywords/task","display_name":"Task (project management)","score":0.5679342746734619},{"id":"https://openalex.org/keywords/musical","display_name":"Musical","score":0.5075522661209106},{"id":"https://openalex.org/keywords/artificial-intelligence","display_name":"Artificial intelligence","score":0.46589553356170654},{"id":"https://openalex.org/keywords/pattern-recognition","display_name":"Pattern recognition (psychology)","score":0.4073985815048218},{"id":"https://openalex.org/keywords/feature-extraction","display_name":"Feature extraction","score":0.3325980603694916},{"id":"https://openalex.org/keywords/engineering","display_name":"Engineering","score":0.13727089762687683},{"id":"https://openalex.org/keywords/acoustics","display_name":"Acoustics","score":0.11712759733200073}],"concepts":[{"id":"https://openalex.org/C151989614","wikidata":"https://www.wikidata.org/wiki/Q440370","display_name":"Mel-frequency cepstrum","level":3,"score":0.7322688698768616},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.7135742902755737},{"id":"https://openalex.org/C2983311337","wikidata":"https://www.wikidata.org/wiki/Q34379","display_name":"Musical instrument","level":2,"score":0.6781090497970581},{"id":"https://openalex.org/C28490314","wikidata":"https://www.wikidata.org/wiki/Q189436","display_name":"Speech recognition","level":1,"score":0.6266475319862366},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.5769344568252563},{"id":"https://openalex.org/C2780451532","wikidata":"https://www.wikidata.org/wiki/Q759676","display_name":"Task (project management)","level":2,"score":0.5679342746734619},{"id":"https://openalex.org/C558565934","wikidata":"https://www.wikidata.org/wiki/Q2743","display_name":"Musical","level":2,"score":0.5075522661209106},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.46589553356170654},{"id":"https://openalex.org/C153180895","wikidata":"https://www.wikidata.org/wiki/Q7148389","display_name":"Pattern recognition (psychology)","level":2,"score":0.4073985815048218},{"id":"https://openalex.org/C52622490","wikidata":"https://www.wikidata.org/wiki/Q1026626","display_name":"Feature extraction","level":2,"score":0.3325980603694916},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.13727089762687683},{"id":"https://openalex.org/C24890656","wikidata":"https://www.wikidata.org/wiki/Q82811","display_name":"Acoustics","level":1,"score":0.11712759733200073},{"id":"https://openalex.org/C142362112","wikidata":"https://www.wikidata.org/wiki/Q735","display_name":"Art","level":0,"score":0.0},{"id":"https://openalex.org/C201995342","wikidata":"https://www.wikidata.org/wiki/Q682496","display_name":"Systems engineering","level":1,"score":0.0},{"id":"https://openalex.org/C153349607","wikidata":"https://www.wikidata.org/wiki/Q36649","display_name":"Visual arts","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}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.13053/cys-25-2-3946","is_oa":false,"landing_page_url":"https://doi.org/10.13053/cys-25-2-3946","pdf_url":null,"source":{"id":"https://openalex.org/S61446325","display_name":"Computaci\u00f3n y Sistemas","issn_l":"1405-5546","issn":["1405-5546","2007-9737"],"is_oa":false,"is_in_doaj":false,"is_core":true,"host_organization":"https://openalex.org/P4310319599","host_organization_name":"National Polytechnic Institute","host_organization_lineage":["https://openalex.org/P4310319599"],"host_organization_lineage_names":["National Polytechnic Institute"],"type":"journal"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Computaci\u00f3n y Sistemas","raw_type":"journal-article"},{"id":"pmh:oai:arXiv.org:2105.00933","is_oa":true,"landing_page_url":"https://arxiv.org/abs/2105.00933","pdf_url":"https://arxiv.org/pdf/2105.00933","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},{"id":"doi:10.48550/arxiv.2105.00933","is_oa":true,"landing_page_url":"https://doi.org/10.48550/arxiv.2105.00933","pdf_url":null,"source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":"Preprint"},{"id":"mag:3159146393","is_oa":false,"landing_page_url":null,"pdf_url":null,"source":null,"license":null,"license_id":null,"version":null,"is_accepted":false,"is_published":null,"raw_source_name":null,"raw_type":null}],"best_oa_location":{"id":"pmh:oai:arXiv.org:2105.00933","is_oa":true,"landing_page_url":"https://arxiv.org/abs/2105.00933","pdf_url":"https://arxiv.org/pdf/2105.00933","source":{"id":"https://openalex.org/S4306400194","display_name":"arXiv (Cornell University)","issn_l":"2331-8422","issn":["2331-8422"],"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I205783295","host_organization_name":"Cornell University","host_organization_lineage":["https://openalex.org/I205783295"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"text"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":0,"referenced_works":[],"related_works":["https://openalex.org/W3165803453","https://openalex.org/W2993245626","https://openalex.org/W3158784966","https://openalex.org/W2546804892","https://openalex.org/W2043579132","https://openalex.org/W3001283641","https://openalex.org/W2150278517","https://openalex.org/W2092821257","https://openalex.org/W3146944236","https://openalex.org/W1780815862","https://openalex.org/W2151209122","https://openalex.org/W2808536713","https://openalex.org/W2532552728","https://openalex.org/W2918261709","https://openalex.org/W1586647654","https://openalex.org/W2316177949","https://openalex.org/W2029049232","https://openalex.org/W105952536","https://openalex.org/W2584348381","https://openalex.org/W2734532063"],"abstract_inverted_index":{"The":[0],"task":[1,30],"of":[2,8,19,31,36,79,92,111],"efficient":[3],"automatic":[4],"music":[5],"classification":[6,74],"is":[7,28],"vital":[9],"importance":[10],"and":[11,122],"forms":[12],"the":[13,22,29,44,50,55,87,93,101,115,134],"basis":[14],"for":[15],"various":[16],"advanced":[17],"applications":[18],"AI":[20],"in":[21],"musical":[23,80],"domain.":[24],"Musical":[25],"instrument":[26,32,56],"recognition":[27],"identification":[33],"by":[34,49],"virtue":[35],"its":[37],"audio.":[38],"This":[39],"audio,":[40],"also":[41],"termed":[42],"as":[43],"sound":[45],"vibrations":[46],"are":[47],"leveraged":[48],"model":[51,68,98,129],"to":[52,72,114],"match":[53],"with":[54],"classes.":[57],"In":[58],"this":[59],"paper,":[60],"we":[61,83],"use":[62,84,85],"an":[63],"artificial":[64],"neural":[65],"network":[66],"(ANN)":[67],"that":[69],"was":[70],"trained":[71],"perform":[73],"on":[75,100,125,133],"twenty":[76,109],"different":[77],"classes":[78,110],"instruments.":[81],"Here":[82],"only":[86],"mel-frequency":[88],"cepstral":[89],"coefficients":[90],"(MFCCs)":[91],"audio":[94],"data.":[95],"Our":[96],"proposed":[97],"trains":[99],"full":[102],"London":[103],"philharmonic":[104],"orchestra":[105],"dataset":[106],"which":[107],"contains":[108],"instruments":[112],"belonging":[113],"four":[116],"families":[117],"viz.":[118],"woodwinds,":[119],"brass,":[120],"percussion,":[121],"strings.":[123],"Based":[124],"experimental":[126],"results":[127],"our":[128],"achieves":[130],"state-of-the-art":[131],"accuracy":[132],"same.":[135]},"counts_by_year":[{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":2},{"year":2023,"cited_by_count":1}],"updated_date":"2026-08-26T07:47:46.906454","created_date":"2025-10-10T00:00:00"}
