[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"ssr-repo-dspace000000606":3,"ssr-repo-divisions":63,"menu-footer-id":249,"menu-main-id":310},{"id":4,"title":5,"authors":6,"files":8,"advisors":35,"authors_detail":36,"advisors_detail":40,"publisher":41,"publish_place":42,"language":43,"type":44,"type_slug":45,"year":46,"department":47,"study_program":48,"keywords":49,"keywords_detail":53,"abstract":60,"abstract_html":61,"url":62},"repo-dspace000000606","Identifikasi Karakter Plat Nomor Kendaraan dengan Learning Vector Quantization",[7],"Muhammad Qolbil Atiq",[9,13,16,19,23,26,29,32],{"chapter":10,"requires_login":11,"label":12,"available":11},"abstrak",false,"Abstrak",{"chapter":14,"requires_login":11,"label":15,"available":11},"bab1","Bab I",{"chapter":17,"requires_login":11,"label":18,"available":11},"bab2","Bab II",{"chapter":20,"requires_login":21,"label":22,"available":11},"bab3",true,"Bab III",{"chapter":24,"requires_login":21,"label":25,"available":11},"bab4","Bab IV",{"chapter":27,"requires_login":21,"label":28,"available":11},"bab5","Bab V",{"chapter":30,"requires_login":21,"label":31,"available":11},"full","Dokumen Lengkap",{"chapter":33,"requires_login":11,"label":34,"available":21},"open","Akses Terbuka",[],[37],{"name":7,"nim":38,"slug":39},"1641720151","muhammad-qolbil-atiq",[],"Politeknik Negeri Malang","Malang","Indonesia","Skripsi (D4)","skripsi-d4",2020,"D-IV TEKNIK INFORMATIKA",null,[50,51,52],"Blob Detection","Identifikasi Plat Nomor","Klasifikasi",[54,56,58],{"name":50,"slug":55},"blob-detection",{"name":51,"slug":57},"identifikasi-plat-nomor",{"name":52,"slug":59},"klasifikasi","Plat nomor merupakan kelengkapan penting yang menyimpan informasi kendaraan bermotor. Sistem identifikasi plat nomor kendaraan bermotor merupakan teknik otomatisasi yang dapat diterapkan dalam pengendalian lalu lintas termasuk di jalan tol dan tempat parkir. Guna memperoleh identifikasi kendaraan bermotor yang akurat berdasarkan plat nomor maka harus diawali dengan klasifikasi terlebih dulu. Terdapat beragam metode klasifikasi yang dapat digunakan untuk identifikasi plat nomor. Masih tersedia banyak metode klasifikasi yang dapat dipilih dan dikombinasikan dengan metode ekstraksi fitur tertentu guna memperoleh hasil klasifikasi dengan akurasi yang maksimal. Tujuan dari penelitian ini adalah membangun sebuah sistem identifikasi plat nomor kendaraan bermotor menggunakan klasifikasi Learning Vector Quantization (LVQ) yang dikombinasikan dengan metode ekstraksi fitur yaitu Otsu Thresholding dan blob detection dengan menggunakan dataset buatan sendiri berupa plat nomor dari kendaraan bermotor di tempat parkir Politeknik Negeri Malang. Pada penelitian ini dataset yang digunakan adalah data citra karakter tunggal pada plat nomor sebanyak 180 buah, dan data berupa citra karakter plat nomor dalam satu kelompok sebanyak 50 buah. Dari pengujian sistem diperoleh beberapa hasil yakni akurasi klasifikasi keseluruhan untuk citra karakter pada plat nomor secara keseluruhan dalam satu kelompok adalah 77% dengan kemampuan mengidentifikasi 80% dan akurasi klasifikasi keseluruhan untuk citra karakter tunggal adalah 80% dengan kemampuan mengidentifikasi 100%.","\u003Cp>Plat nomor merupakan kelengkapan penting yang menyimpan informasi kendaraan bermotor. Sistem identifikasi plat nomor kendaraan bermotor merupakan teknik otomatisasi yang dapat diterapkan dalam pengendalian lalu lintas termasuk di jalan tol dan tempat parkir. Guna memperoleh identifikasi kendaraan bermotor yang akurat berdasarkan plat nomor maka harus diawali dengan klasifikasi terlebih dulu. Terdapat beragam metode klasifikasi yang dapat digunakan untuk identifikasi plat nomor. Masih tersedia banyak metode klasifikasi yang dapat dipilih dan dikombinasikan dengan metode ekstraksi fitur tertentu guna memperoleh hasil klasifikasi dengan akurasi yang maksimal. Tujuan dari penelitian ini adalah membangun sebuah sistem identifikasi plat nomor kendaraan bermotor menggunakan klasifikasi Learning Vector Quantization (LVQ) yang dikombinasikan dengan metode ekstraksi fitur yaitu Otsu Thresholding dan blob detection dengan menggunakan dataset buatan sendiri berupa plat nomor dari kendaraan bermotor di tempat parkir Politeknik Negeri Malang. Pada penelitian ini dataset yang digunakan adalah data citra karakter tunggal pada plat nomor sebanyak 180 buah, dan data berupa citra karakter plat nomor dalam satu kelompok sebanyak 50 buah. Dari pengujian sistem diperoleh beberapa hasil yakni akurasi klasifikasi keseluruhan untuk citra karakter pada plat nomor secara keseluruhan dalam satu kelompok adalah 77% dengan kemampuan mengidentifikasi 80% dan akurasi klasifikasi keseluruhan untuk citra karakter tunggal adalah 80% dengan kemampuan mengidentifikasi 100%.\u003C\u002Fp>","https:\u002F\u002Frepository.polinema.ac.id\u002Fcollection\u002Fdetail?id=dspace000000606&year=2020&title=identifikasi-karakter-plat-nomor-kendaraan-dengan-learning-vector-quantization",[64,100,127,160,174,199,225,242],{"id":65,"name":66,"slug":67,"count":68,"prodi":69},"MsJu1506001","Administrasi Niaga","administrasi-niaga",3696,[70,75,79,84,88,92,96],{"name":71,"slug":72,"level":73,"count":74},"D-III ADMINISTRASI BISNIS","d-iii-administrasi-bisnis","D-III",1702,{"name":76,"slug":77,"level":73,"count":78},"D-III BAHASA INGGRIS","d-iii-bahasa-inggris",217,{"name":80,"slug":81,"level":82,"count":83},"D-IV BAHASA INGGRIS UNTUK INDUSTRI PARIWISATA","d-iv-bahasa-inggris-untuk-industri-pariwisata","D-IV",24,{"name":85,"slug":86,"level":82,"count":87},"D-IV BAHASA INGGRIS UNTUK KOMUNIKASI BISNIS DAN PROFESIONAL","d-iv-bahasa-inggris-untuk-komunikasi-bisnis-dan-profesional",103,{"name":89,"slug":90,"level":82,"count":91},"D-IV MANAJEMEN PEMASARAN","d-iv-manajemen-pemasaran",1624,{"name":93,"slug":94,"level":82,"count":95},"D-IV PENGELOLAAN ARSIP DAN REKAMAN INFORMASI","d-iv-pengelolaan-arsip-dan-rekaman-informasi",25,{"name":97,"slug":98,"level":48,"count":99},"JURUSAN ADMINISTRASI NIAGA","jurusan-administrasi-niaga",1,{"id":101,"name":102,"slug":103,"count":104,"prodi":105},"MsJu1506002","Akuntansi","akuntansi",3545,[106,110,114,118,122],{"name":107,"slug":108,"level":73,"count":109},"D-III AKUNTANSI","d-iii-akuntansi",1262,{"name":111,"slug":112,"level":82,"count":113},"D-IV AKUNTANSI MANAJEMEN","d-iv-akuntansi-manajemen",1954,{"name":115,"slug":116,"level":82,"count":117},"D-IV KEUANGAN","d-iv-keuangan",315,{"name":119,"slug":120,"level":48,"count":121},"JURUSAN AKUNTANSI","jurusan-akuntansi",11,{"name":123,"slug":124,"level":125,"count":126},"S2 SISTEM INFORMASI AKUNTANSI","s2-sistem-informasi-akuntansi","S2",3,{"id":128,"name":129,"slug":130,"count":131,"prodi":132},"MsJu1506003","Teknik Elektro","teknik-elektro",4394,[133,137,141,145,149,153,157],{"name":134,"slug":135,"level":73,"count":136},"D-III TEKNIK ELEKTRONIKA","d-iii-teknik-elektronika",588,{"name":138,"slug":139,"level":73,"count":140},"D-III TEKNIK LISTRIK","d-iii-teknik-listrik",533,{"name":142,"slug":143,"level":73,"count":144},"D-III TEKNIK TELEKOMUNIKASI","d-iii-teknik-telekomunikasi",534,{"name":146,"slug":147,"level":82,"count":148},"D-IV JARINGAN TELEKOMUNIKASI DIGITAL","d-iv-jaringan-telekomunikasi-digital",998,{"name":150,"slug":151,"level":82,"count":152},"D-IV SISTEM KELISTRIKAN","d-iv-sistem-kelistrikan",849,{"name":154,"slug":155,"level":82,"count":156},"D-IV TEKNIK ELEKTRONIKA","d-iv-teknik-elektronika",867,{"name":158,"slug":159,"level":125,"count":95},"S2 TEKNIK ELEKTRO","s2-teknik-elektro",{"id":161,"name":162,"slug":163,"count":164,"prodi":165},"MsJu1506004","Teknik Kimia","teknik-kimia",1039,[166,170],{"name":167,"slug":168,"level":73,"count":169},"D-III TEKNIK KIMIA","d-iii-teknik-kimia",507,{"name":171,"slug":172,"level":82,"count":173},"D-IV TEKNOLOGI KIMIA INDUSTRI","d-iv-teknologi-kimia-industri",532,{"id":175,"name":176,"slug":177,"count":178,"prodi":179},"MsJu1506005","Teknik Mesin","teknik-mesin",3198,[180,184,188,192,196],{"name":181,"slug":182,"level":73,"count":183},"D-III TEKNIK MESIN","d-iii-teknik-mesin",1875,{"name":185,"slug":186,"level":73,"count":187},"D-III TEKNOLOGI PEMELIHARAAN PESAWAT UDARA","d-iii-teknologi-pemeliharaan-pesawat-udara",82,{"name":189,"slug":190,"level":82,"count":191},"D-IV TEKNIK MESIN PRODUKSI dan PERAWATAN","d-iv-teknik-mesin-produksi-dan-perawatan",649,{"name":193,"slug":194,"level":82,"count":195},"D-IV TEKNIK OTOMOTIF ELEKTRONIK","d-iv-teknik-otomotif-elektronik",591,{"name":197,"slug":198,"level":125,"count":99},"S2 MAGISTER TERAPAN REKAYASA TEKNOLOGI MANUFAKTUR","s2-magister-terapan-rekayasa-teknologi-manufaktur",{"id":200,"name":201,"slug":202,"count":203,"prodi":204},"MsJu1506006","Teknik Sipil","teknik-sipil",2775,[205,209,213,217,221],{"name":206,"slug":207,"level":73,"count":208},"D-III TEKNIK SIPIL","d-iii-teknik-sipil",992,{"name":210,"slug":211,"level":73,"count":212},"D-III TEKNOLOGI KONSTRUKSI JALAN, JEMBATAN, dan BANGUNAN AIR","d-iii-teknologi-konstruksi-jalan-jembatan-dan-bangunan-air",179,{"name":214,"slug":215,"level":73,"count":216},"D-III TEKNOLOGI PERTAMBANGAN","d-iii-teknologi-pertambangan",91,{"name":218,"slug":219,"level":82,"count":220},"D-IV MANAJEMEN REKAYASA KONSTRUKSI","d-iv-manajemen-rekayasa-konstruksi",1434,{"name":222,"slug":223,"level":82,"count":224},"D-IV TEKNOLOGI REKAYASA KONSTRUKSI JALAN DAN JEMBATAN","d-iv-teknologi-rekayasa-konstruksi-jalan-dan-jembatan",79,{"id":226,"name":227,"slug":228,"count":229,"prodi":230},"MsJu1506007","Teknologi Informasi","teknologi-informasi",2300,[231,235,239],{"name":232,"slug":233,"level":73,"count":234},"D-III MANAJEMEN INFORMATIKA","d-iii-manajemen-informatika",694,{"name":236,"slug":237,"level":82,"count":238},"D-IV SISTEM INFORMASI BISNIS","d-iv-sistem-informasi-bisnis",208,{"name":47,"slug":240,"level":82,"count":241},"d-iv-teknik-informatika",1398,{"id":48,"name":243,"slug":244,"count":245,"prodi":246},"Tanpa prodi","tanpa-prodi",258,[247],{"name":41,"slug":248,"level":48,"count":245},"politeknik-negeri-malang",[250,273,289],[251,257,261,265,269],{"id":252,"parent":253,"target":254,"content":255,"title":255,"url":256},2500,"0","","Polinema Malang","https:\u002F\u002Fpolinema.ac.id\u002F",{"id":258,"parent":253,"target":254,"content":259,"title":259,"url":260},2536,"Bahasa","https:\u002F\u002Fwww.polinema.ac.id\u002Flayanan\u002Funit-pelaksana-teknis\u002Fupt-bahasa\u002F",{"id":262,"parent":253,"target":254,"content":263,"title":263,"url":264},2537,"Humas","https:\u002F\u002Fwww.polinema.ac.id\u002Flayanan\u002Funit-pelaksana-teknis\u002Fupt-humas\u002F",{"id":266,"parent":253,"target":254,"content":267,"title":267,"url":268},2538,"MKU","https:\u002F\u002Fwww.polinema.ac.id\u002Flayanan\u002Funit-pelaksana-teknis\u002Fupt-mku\u002F",{"id":270,"parent":253,"target":254,"content":271,"title":271,"url":272},2539,"Penelitian dan Pengabdian","https:\u002F\u002Fwww.polinema.ac.id\u002Flayanan\u002Funit-pelaksana-teknis\u002Fupt-p2m\u002F",[274,278,282,286],{"id":275,"parent":253,"target":254,"content":276,"title":276,"url":277},2771,"Percetakan","https:\u002F\u002Fwww.polinema.ac.id\u002Flayanan\u002Funit-pelaksana-teknis\u002Fupt-percetakan\u002F",{"id":279,"parent":253,"target":254,"content":280,"title":280,"url":281},2772,"Pemeliharaan dan Perawatan","https:\u002F\u002Fwww.polinema.ac.id\u002Flayanan\u002Funit-pelaksana-teknis\u002Fupt-pp\u002F",{"id":283,"parent":253,"target":254,"content":284,"title":284,"url":285},2773,"Pusat Komputer","https:\u002F\u002Fwww.polinema.ac.id\u002Flayanan\u002Fpuskom\u002F",{"id":203,"parent":253,"target":254,"content":287,"title":287,"url":288},"Job Placement Center","http:\u002F\u002Fjpc.polinema.ac.id\u002F",[290,294,298,302,306],{"id":291,"parent":253,"target":254,"content":292,"title":292,"url":293},2501,"Admisi","http:\u002F\u002Fadmisi.polinema.ac.id\u002F",{"id":295,"parent":253,"target":254,"content":296,"title":296,"url":297},2570,"Alumni","http:\u002F\u002Falumni.polinema.ac.id\u002F",{"id":299,"parent":253,"target":254,"content":300,"title":300,"url":301},2571,"Beasiswa","http:\u002F\u002Fbeasiswa.polinema.ac.id\u002F",{"id":303,"parent":253,"target":254,"content":304,"title":304,"url":305},2572,"LPSE","http:\u002F\u002Flpse.polinema.ac.id\u002Feproc4",{"id":307,"parent":253,"target":254,"content":308,"title":308,"url":309},2574,"Simpeg","https:\u002F\u002Fsimpeg.polinema.ac.id\u002F",[311,370,388,410],{"id":312,"parent":253,"target":254,"content":313,"title":313,"url":314,"children":315,"dropdown":369},2534,"Layanan","https:\u002F\u002Flibrary.polinema.ac.id\u002Flayanan\u002F",[316,321,325,329,333,337,341,345,349,353,357,361,365],{"id":317,"parent":318,"target":254,"content":319,"title":319,"url":320},2474,"2534","Koleksi Umum","https:\u002F\u002Flibrary.polinema.ac.id\u002Flayanan\u002Fkoleksi-umum\u002F",{"id":322,"parent":318,"target":254,"content":323,"title":323,"url":324},2493,"Sirkulasi","https:\u002F\u002Flibrary.polinema.ac.id\u002Flayanan\u002Fsirkulasi\u002F",{"id":326,"parent":318,"target":254,"content":327,"title":327,"url":328},2475,"Loker","https:\u002F\u002Flibrary.polinema.ac.id\u002Flayanan\u002Floker\u002F",{"id":330,"parent":318,"target":254,"content":331,"title":331,"url":332},2492,"Referensi dan Karya Ilmiah","https:\u002F\u002Flibrary.polinema.ac.id\u002Flayanan\u002Fkoleksi-referensi-dan-laporan-akhir\u002F",{"id":334,"parent":318,"target":254,"content":335,"title":335,"url":336},3792,"Layanan Penelusuran Informasi Secara Online","https:\u002F\u002Flibrary.polinema.ac.id\u002Flayanan\u002Flayanan-penelusuran-informasi-secara-online\u002F",{"id":338,"parent":318,"target":254,"content":339,"title":339,"url":340},4460,"Layanan Keanggotaan","https:\u002F\u002Flibrary.polinema.ac.id\u002Flayanan\u002Flayanan-keanggotaan-2\u002F",{"id":342,"parent":318,"target":254,"content":343,"title":343,"url":344},3745,"Baca Ditempat","https:\u002F\u002Flibrary.polinema.ac.id\u002Flayanan\u002Flayanan-baca-ditempat\u002F",{"id":346,"parent":318,"target":254,"content":347,"title":347,"url":348},2473,"Koleksi Tandon","https:\u002F\u002Flibrary.polinema.ac.id\u002Flayanan\u002Fkoleksi-tandon\u002F",{"id":350,"parent":318,"target":254,"content":351,"title":351,"url":352},3823,"Jasa Silang Layan Perpustakaan","https:\u002F\u002Flibrary.polinema.ac.id\u002Flayanan\u002Fjasa-silang-layan-perpustakaan\u002F",{"id":354,"parent":318,"target":254,"content":355,"title":355,"url":356},3832,"Layanan Multimedia","https:\u002F\u002Flibrary.polinema.ac.id\u002Flayanan\u002Flayanan-multimedia\u002F",{"id":358,"parent":318,"target":254,"content":359,"title":359,"url":360},3834,"Layanan Literasi Informasi","https:\u002F\u002Flibrary.polinema.ac.id\u002Flayanan\u002Flayanan-literasi-informasi\u002F",{"id":362,"parent":318,"target":254,"content":363,"title":363,"url":364},3835,"Layanan Penyedia Dokumen","https:\u002F\u002Flibrary.polinema.ac.id\u002Flayanan\u002Flayanan-penyedia-dokumen\u002F",{"id":366,"parent":318,"target":254,"content":367,"title":367,"url":368},2489,"Administrasi Perpustakaan","https:\u002F\u002Flibrary.polinema.ac.id\u002Flayanan\u002Fadministrasi-perpustakaan\u002F","layanan",{"id":371,"parent":253,"target":254,"content":372,"title":372,"url":373,"children":374,"dropdown":387},2838,"e-Resources","https:\u002F\u002Flibrary.polinema.ac.id\u002Fe-resources\u002Fe-book\u002F",[375,379,383],{"id":376,"parent":377,"target":254,"content":378,"title":378,"url":373},2577,"2838","e-Book",{"id":380,"parent":377,"target":254,"content":381,"title":381,"url":382},2578,"e-Journal","https:\u002F\u002Flibrary.polinema.ac.id\u002Fe-resources\u002Fe-journal\u002F",{"id":384,"parent":377,"target":254,"content":385,"title":385,"url":386},90001,"Open Access","https:\u002F\u002Flibrary.polinema.ac.id\u002Fe-resources\u002Fopen-access\u002F","e-resources",{"id":389,"parent":253,"target":254,"content":390,"title":390,"url":391,"children":392,"dropdown":409},2837,"Informasi","https:\u002F\u002Flibrary.polinema.ac.id\u002Fcategory\u002Fpengumuman\u002F",[393,398,401,405],{"id":394,"parent":395,"target":254,"content":396,"title":396,"url":397},2491,"2837","Jam Layanan","https:\u002F\u002Flibrary.polinema.ac.id\u002Flayanan\u002Fjam-layanan\u002F",{"id":399,"parent":395,"target":254,"content":400,"title":400,"url":391},2766,"Pengumuman",{"id":402,"parent":395,"target":254,"content":403,"title":403,"url":404},2514,"Berita","https:\u002F\u002Flibrary.polinema.ac.id\u002Fcategory\u002Fberita\u002F",{"id":406,"parent":395,"target":254,"content":407,"title":407,"url":408},2515,"Artikel","https:\u002F\u002Flibrary.polinema.ac.id\u002Fcategory\u002Fartikel\u002F","informasi",{"id":411,"parent":253,"target":254,"content":412,"title":412,"url":413,"children":414,"dropdown":444},2482,"Profil","https:\u002F\u002Flibrary.polinema.ac.id\u002Fprofil\u002F",[415,420,424,428,432,436,440],{"id":416,"parent":417,"target":254,"content":418,"title":418,"url":419},2483,"2482","Sejarah","https:\u002F\u002Flibrary.polinema.ac.id\u002Fprofil\u002Fsejarah\u002F",{"id":421,"parent":417,"target":254,"content":422,"title":422,"url":423},2487,"Visi, Misi dan Tujuan","https:\u002F\u002Flibrary.polinema.ac.id\u002Fprofil\u002Fvisi-misi-dan-tujuan\u002F",{"id":425,"parent":417,"target":254,"content":426,"title":426,"url":427},2484,"Staf Perpustakaan","https:\u002F\u002Flibrary.polinema.ac.id\u002Fprofil\u002Fstaf-perpustakaan\u002F",{"id":429,"parent":417,"target":254,"content":430,"title":430,"url":431},2485,"Struktur Organisasi Perpustakaan","https:\u002F\u002Flibrary.polinema.ac.id\u002Fprofil\u002Fstruktur-organisasi-perpustakaan\u002F",{"id":433,"parent":417,"target":254,"content":434,"title":434,"url":435},2486,"Tata Tertib","https:\u002F\u002Flibrary.polinema.ac.id\u002Fprofil\u002Ftata-tertib\u002F",{"id":437,"parent":417,"target":254,"content":438,"title":438,"url":439},3705,"Statistik","https:\u002F\u002Flibrary.polinema.ac.id\u002Fprofil\u002Fstatistik\u002F",{"id":441,"parent":417,"target":254,"content":442,"title":442,"url":443},4990,"Standard Operating Procedure (SOP)","https:\u002F\u002Flibrary.polinema.ac.id\u002Fprofil\u002Fstandard-operating-procedure-sop-2\u002F","profil"]