{"id":"https://openalex.org/W4387943728","doi":"https://doi.org/10.24002/jbi.v13i02.5716","title":"Deteksi Keaslian Uang Kertas Berdasarkan Fitur Gray Level Co-Occurrence Matrix (GLCM) Menggunakan K-Nearest Neighbor","display_name":"Deteksi Keaslian Uang Kertas Berdasarkan Fitur Gray Level Co-Occurrence Matrix (GLCM) Menggunakan K-Nearest Neighbor","publication_year":2022,"publication_date":"2022-10-01","ids":{"openalex":"https://openalex.org/W4387943728","doi":"https://doi.org/10.24002/jbi.v13i02.5716"},"language":"en","primary_location":{"id":"doi:10.24002/jbi.v13i02.5716","doi":"https://doi.org/10.24002/jbi.v13i02.5716","is_oa":true,"landing_page_url":"https://doi.org/10.24002/jbi.v13i02.5716","pdf_url":"https://ojs.uajy.ac.id/index.php/jbi/article/download/5716/2819","source":{"id":"https://openalex.org/S4210214627","display_name":"Jurnal Buana Informatika","issn_l":"2087-2534","issn":["2087-2534","2089-7642"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/P4310315104","host_organization_name":"Atma Jaya University, Yogyakarta","host_organization_lineage":["https://openalex.org/P4310315104"],"host_organization_lineage_names":["Atma Jaya University, Yogyakarta"],"type":"journal"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Jurnal Buana Informatika","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":["crossref"],"open_access":{"is_oa":true,"oa_status":"diamond","oa_url":"https://ojs.uajy.ac.id/index.php/jbi/article/download/5716/2819","any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5092614420","display_name":"Defi Tamara","orcid":"https://orcid.org/0000-0003-2379-6964","observed_orcids":["https://orcid.org/0000-0003-2379-6964"]},"institutions":[{"id":"https://openalex.org/I4399657962","display_name":"Politeknik Negeri Jember","ror":"https://ror.org/02k6qnd34","country_code":"ID","type":"education","lineage":["https://openalex.org/I4399657962"]}],"countries":["ID"],"is_corresponding":false,"raw_author_name":"Defi Tamara","raw_affiliation_strings":["Politeknik Negeri Jember"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Politeknik Negeri Jember","institution_ids":["https://openalex.org/I4399657962"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5092614419","display_name":"Mohammad Haerul Anam","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4399657962","display_name":"Politeknik Negeri Jember","ror":"https://ror.org/02k6qnd34","country_code":"ID","type":"education","lineage":["https://openalex.org/I4399657962"]}],"countries":["ID"],"is_corresponding":false,"raw_author_name":"M. Haerul Anam","raw_affiliation_strings":["Politeknik Negeri Jember"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Politeknik Negeri Jember","institution_ids":["https://openalex.org/I4399657962"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5092614421","display_name":"Wike Sri Widari","orcid":"https://orcid.org/0000-0002-4600-7721","observed_orcids":["https://orcid.org/0000-0002-4600-7721"]},"institutions":[{"id":"https://openalex.org/I4399657962","display_name":"Politeknik Negeri Jember","ror":"https://ror.org/02k6qnd34","country_code":"ID","type":"education","lineage":["https://openalex.org/I4399657962"]}],"countries":["ID"],"is_corresponding":false,"raw_author_name":"Wike Sri Widari","raw_affiliation_strings":["Politeknik Negeri Jember"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Politeknik Negeri Jember","institution_ids":["https://openalex.org/I4399657962"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5093125970","display_name":"Ardan Venora Falahudin","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4399657962","display_name":"Politeknik Negeri Jember","ror":"https://ror.org/02k6qnd34","country_code":"ID","type":"education","lineage":["https://openalex.org/I4399657962"]}],"countries":["ID"],"is_corresponding":false,"raw_author_name":"Ardan Venora Falahudin","raw_affiliation_strings":["Politeknik Negeri Jember"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Politeknik Negeri Jember","institution_ids":["https://openalex.org/I4399657962"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5093125971","display_name":"Widya Yuristika Oktavia","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4399657962","display_name":"Politeknik Negeri Jember","ror":"https://ror.org/02k6qnd34","country_code":"ID","type":"education","lineage":["https://openalex.org/I4399657962"]}],"countries":["ID"],"is_corresponding":false,"raw_author_name":"Widya Yuristika Oktavia","raw_affiliation_strings":["Politeknik Negeri Jember"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Politeknik Negeri Jember","institution_ids":["https://openalex.org/I4399657962"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5080750664","display_name":"Zilvanhisna Emka Fitri","orcid":"https://orcid.org/0000-0002-5156-3677","observed_orcids":["https://orcid.org/0000-0002-5156-3677"]},"institutions":[{"id":"https://openalex.org/I4399657962","display_name":"Politeknik Negeri Jember","ror":"https://ror.org/02k6qnd34","country_code":"ID","type":"education","lineage":["https://openalex.org/I4399657962"]}],"countries":["ID"],"is_corresponding":false,"raw_author_name":"Zilvanhisna Emka Fitri","raw_affiliation_strings":["Politeknik Negeri Jember"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Politeknik Negeri Jember","institution_ids":["https://openalex.org/I4399657962"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5053347113","display_name":"Aji Seto Arifianto","orcid":"https://orcid.org/0000-0003-1306-1657","observed_orcids":["https://orcid.org/0000-0003-1306-1657"]},"institutions":[{"id":"https://openalex.org/I4399657962","display_name":"Politeknik Negeri Jember","ror":"https://ror.org/02k6qnd34","country_code":"ID","type":"education","lineage":["https://openalex.org/I4399657962"]}],"countries":["ID"],"is_corresponding":false,"raw_author_name":"Aji Seto Arifianto","raw_affiliation_strings":["Politeknik Negeri Jember"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Politeknik Negeri Jember","institution_ids":["https://openalex.org/I4399657962"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":1,"corresponding_author_ids":[],"corresponding_institution_ids":["https://openalex.org/I4399657962"],"apc_list":null,"apc_paid":null,"fwci":0.2774,"has_fulltext":true,"cited_by_count":5,"citation_normalized_percentile":{"value":0.42400865,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":88,"max":95},"biblio":{"volume":"13","issue":"02","first_page":"105","last_page":"115"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T14319","display_name":"Currency Recognition and Detection","score":0.9990000128746033,"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/T14319","display_name":"Currency Recognition and Detection","score":0.9990000128746033,"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/T10824","display_name":"Image Retrieval and Classification Techniques","score":0.0003000000142492354,"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/T13674","display_name":"Computer Science and Engineering","score":9.999999747378752e-05,"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/banknote-authentication","display_name":"banknote authentication","score":0.7419999837875366},{"id":"https://openalex.org/keywords/counterfeit-detection","display_name":"counterfeit detection","score":0.7379999756813049},{"id":"https://openalex.org/keywords/gray-level-co-occurrence-matrix","display_name":"gray level co-occurrence matrix","score":0.8840000033378601},{"id":"https://openalex.org/keywords/k-nearest-neighbors","display_name":"k-nearest neighbors","score":0.8489999771118164},{"id":"https://openalex.org/keywords/uv-imaging","display_name":"ultraviolet imaging","score":0.7730000019073486},{"id":"https://openalex.org/keywords/invisible-ink","display_name":"invisible ink","score":0.8190000057220459},{"id":"https://openalex.org/keywords/texture-features","display_name":"texture features","score":0.5889999866485596},{"id":"https://openalex.org/keywords/rgb-color-components","display_name":"RGB color components","score":0.777999997138977},{"id":"https://openalex.org/keywords/image-processing","display_name":"image processing","score":0.47200000286102295}],"concepts":[{"id":"https://openalex.org/C2779681140","wikidata":"https://www.wikidata.org/wiki/Q47433","display_name":"Banknote","level":2,"score":0.8474287390708923},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.3148729205131531},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.2655688226222992}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.24002/jbi.v13i02.5716","doi":"https://doi.org/10.24002/jbi.v13i02.5716","is_oa":true,"landing_page_url":"https://doi.org/10.24002/jbi.v13i02.5716","pdf_url":"https://ojs.uajy.ac.id/index.php/jbi/article/download/5716/2819","source":{"id":"https://openalex.org/S4210214627","display_name":"Jurnal Buana Informatika","issn_l":"2087-2534","issn":["2087-2534","2089-7642"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/P4310315104","host_organization_name":"Atma Jaya University, Yogyakarta","host_organization_lineage":["https://openalex.org/P4310315104"],"host_organization_lineage_names":["Atma Jaya University, Yogyakarta"],"type":"journal"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Jurnal Buana Informatika","raw_type":"journal-article"},{"id":"pmh:oai:ojs2.ojs.uajy.ac.id:article/5716","doi":null,"is_oa":true,"landing_page_url":"https://ojs.uajy.ac.id/index.php/jbi/article/view/5716","pdf_url":null,"source":{"id":"https://openalex.org/S4210214627","display_name":"Jurnal Buana Informatika","issn_l":"2087-2534","issn":["2087-2534","2089-7642"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/P4310315104","host_organization_name":"Atma Jaya University, Yogyakarta","host_organization_lineage":["https://openalex.org/P4310315104"],"host_organization_lineage_names":["Atma Jaya University, Yogyakarta"],"type":"journal"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2087-2534","raw_type":"info:eu-repo/semantics/article"}],"best_oa_location":{"id":"doi:10.24002/jbi.v13i02.5716","doi":"https://doi.org/10.24002/jbi.v13i02.5716","is_oa":true,"landing_page_url":"https://doi.org/10.24002/jbi.v13i02.5716","pdf_url":"https://ojs.uajy.ac.id/index.php/jbi/article/download/5716/2819","source":{"id":"https://openalex.org/S4210214627","display_name":"Jurnal Buana Informatika","issn_l":"2087-2534","issn":["2087-2534","2089-7642"],"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/P4310315104","host_organization_name":"Atma Jaya University, Yogyakarta","host_organization_lineage":["https://openalex.org/P4310315104"],"host_organization_lineage_names":["Atma Jaya University, Yogyakarta"],"type":"journal"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Jurnal Buana Informatika","raw_type":"journal-article"},"sustainable_development_goals":[],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4387943728.pdf","grobid_xml":"https://content.openalex.org/works/W4387943728.grobid-xml"},"referenced_works_count":17,"referenced_works":["https://openalex.org/W2607973440","https://openalex.org/W2773353867","https://openalex.org/W2946228476","https://openalex.org/W2969442919","https://openalex.org/W2971238764","https://openalex.org/W3033328062","https://openalex.org/W3034748300","https://openalex.org/W3044968376","https://openalex.org/W3083694688","https://openalex.org/W3098063956","https://openalex.org/W3134028848","https://openalex.org/W3154309459","https://openalex.org/W3194295065","https://openalex.org/W3211494756","https://openalex.org/W4226326874","https://openalex.org/W4229509679","https://openalex.org/W4313904607"],"related_works":["https://openalex.org/W2970517249","https://openalex.org/W4414924709","https://openalex.org/W4387346000","https://openalex.org/W3212342994","https://openalex.org/W4417149604","https://openalex.org/W7167987626","https://openalex.org/W7160665439","https://openalex.org/W624390561","https://openalex.org/W3014134634","https://openalex.org/W7220035288"],"abstract_inverted_index":{"Abstract.":[0],"Rupiah":[1,180],"is":[2,9,58,62,74],"the":[3,21,28,38,42,45,72,95,138,148,158],"currency":[4],"of":[5,16,23,34,41,44,47,97,150,155,160],"Indonesia.":[6,184],"One":[7,40],"form":[8],"rupiah":[10,17,197],"banknotes.":[11],"The":[12,109,143],"issuance":[13],"and":[14,88,126,135,164],"circulation":[15],"banknotes":[18,98,151],"are":[19,36,112],"under":[20],"authority":[22],"Bank":[24,200],"Indonesia":[25,201],"(BI)":[26,202],"as":[27],"central":[29],"bank.":[30],"Currently,":[31],"many":[32],"incidents":[33],"counterfeiting":[35],"troubling":[37],"public.":[39],"characteristics":[43],"authenticity":[46,96,149],"money":[48,57,73],"that":[49,66],"has":[50],"not":[51],"yet":[52],"been":[53],"found":[54],"in":[55],"counterfeit":[56],"invisible":[59,64,234],"ink,":[60,235],"which":[61],"an":[63,153],"print":[65],"can":[67,146],"only":[68],"be":[69],"seen":[70],"when":[71],"exposed":[75],"to":[76,83,101],"ultraviolet":[77,84,120,254],"light.":[78],"Behind":[79],"it,":[80],"prolonged":[81],"exposure":[82],"light":[85],"harms":[86],"eye":[87],"skin":[89],"health.":[90],"A":[91],"system":[92],"for":[93],"detecting":[94],"was":[99],"created":[100],"overcome":[102],"these":[103],"problems":[104],"using":[105,137,157],"image":[106,122,277],"processing":[107,123],"techniques.":[108],"research":[110],"stages":[111],"literature":[113],"study,":[114],"collecting":[115],"banknote":[116],"images":[117],"illuminated":[118],"by":[119],"light,":[121],"(rotation,":[124],"cropping,":[125,295],"resizing),":[127],"RGB":[128],"color":[129],"component":[130],"solving,":[131],"GLCM":[132],"feature":[133],"extraction,":[134],"classification":[136],"k-Nearest":[139,309],"Neighbor":[140,178,310,341],"(KNN)":[141],"method.":[142],"KNN":[144,313],"method":[145],"classify":[147],"with":[152],"accuracy":[154],"88%":[156,322],"values":[159],"K":[161,325],"=":[162,326],"3":[163,327],"7.":[165],"Kata":[166],"Kunci:":[167,330],"Uang":[168,331],"Kertas":[169,332],"Rupiah,":[170,333],"Keaslian":[171,334],"Uang,":[172,335],"Gray":[173,336],"Level":[174,337],"Co-occurrence":[175,338],"Matrix,":[176,339],"KNearest":[177,340],"Abstrak.":[179],"merupakan":[181],"mata":[182,240,261],"uang":[183,189,195,213,221,231,245,272,286,317],"Salah":[185,217],"satu":[186,218],"bentuknya":[187],"adalah":[188],"kertas":[190,196,273,287,318],"rupiah.":[191],"Penerbitan":[192],"dan":[193,262,296,305,328],"pengedaran":[194],"menjadi":[198],"kewenangan":[199],"sebagai":[203],"bank":[204],"sentral.":[205],"Meski":[206],"demikian,":[207],"saat":[208,224],"ini":[209,225],"banyak":[210],"kejadian":[211],"pemalsuan":[212],"yang":[214,222,241,255,274,288],"meresahkan":[215],"masyarakat.":[216],"ciri":[219],"keaslian":[220,271,316],"sampai":[223],"belum":[226],"ditemukan":[227],"juga":[228],"ada":[229],"pada":[230],"palsu":[232],"ialah":[233],"yaitu":[236,281],"cetakan":[237],"tidak":[238],"kasat":[239],"hanya":[242],"terlihat":[243],"ketika":[244],"disinari":[246,289],"cahaya":[247],"ultraviolet.":[248],"Dibalik":[249],"hal":[250],"itu,":[251],"pancaran":[252],"sinar":[253,290],"berkepanjangan":[256],"rupanya":[257],"berbahaya":[258],"bagi":[259],"kesehatan":[260],"kulit.":[263],"Untuk":[264],"mengatasi":[265],"permasalahan":[266],"tersebut,":[267],"dibuatlah":[268],"sistem":[269],"pendeteksi":[270],"memanfaatkan":[275],"teknik":[276],"processing.":[278],"Tahapan":[279],"penelitian":[280],"studi":[282],"literatur,":[283],"pengumpulan":[284],"citra":[285,293],"ultraviolet,":[291],"pengolahan":[292],"(rotasi,":[294],"resize),":[297],"pemecahan":[298],"komponen":[299],"warna":[300],"RGB,":[301],"ekstraksi":[302],"fitur":[303],"GLCM,":[304],"klasifikasi":[306],"dengan":[307,319],"metode":[308],"(KNN).":[311],"Metode":[312],"mampu":[314],"mengklasifikasi":[315],"perolehan":[320],"akurasi":[321],"menggunakan":[323],"nilai":[324],"7.Kata":[329]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":1},{"year":2024,"cited_by_count":1},{"year":2023,"cited_by_count":2}],"updated_date":"2026-11-07T11:25:07.637180","created_date":"2023-10-26T00:00:00"}