[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"ssr-repo-dspace000000561":3,"ssr-repo-divisions":80,"menu-footer-id":266,"menu-main-id":327},{"id":4,"title":5,"authors":6,"files":8,"advisors":53,"authors_detail":54,"advisors_detail":58,"publisher":59,"publish_place":60,"language":61,"type":62,"type_slug":63,"year":64,"department":65,"study_program":66,"keywords":67,"keywords_detail":71,"abstract":77,"abstract_html":78,"url":79},"repo-dspace000000561","Penggunaan Metode Local Binary Pattern Dan Klasifikasi K-Nearest Neighbor (KNN) Untuk Mengindentifikasi Lubang Pada Jalan Aspal",[7],"Fathur Romadhon",[9,13,16,19,22,26,29,32,35,38,41,44,47,50],{"chapter":10,"requires_login":11,"label":12,"available":11},"abstrak",false,"Abstrak",{"chapter":14,"requires_login":11,"label":15,"available":11},"pendahuluan","Pendahuluan",{"chapter":17,"requires_login":11,"label":18,"available":11},"bab1","Bab I",{"chapter":20,"requires_login":11,"label":21,"available":11},"bab2","Bab II",{"chapter":23,"requires_login":24,"label":25,"available":11},"bab3",true,"Bab III",{"chapter":27,"requires_login":24,"label":28,"available":11},"bab4","Bab IV",{"chapter":30,"requires_login":24,"label":31,"available":11},"bab5","Bab V",{"chapter":33,"requires_login":24,"label":34,"available":11},"bab6","Bab VI",{"chapter":36,"requires_login":24,"label":37,"available":11},"bab7","Bab VII",{"chapter":39,"requires_login":11,"label":40,"available":11},"daftar_pustaka","Daftar Pustaka",{"chapter":42,"requires_login":24,"label":43,"available":11},"lampiran","Lampiran",{"chapter":45,"requires_login":24,"label":46,"available":11},"jurnal","Jurnal",{"chapter":48,"requires_login":11,"label":49,"available":24},"open","Akses Terbuka",{"chapter":51,"requires_login":24,"label":52,"available":11},"full","Dokumen Lengkap",[],[55],{"name":7,"nim":56,"slug":57},"1641720007","fathur-romadhon",[],"Politeknik Negeri Malang","Malang","Indonesia","Skripsi (D4)","skripsi-d4",2020,"D-IV TEKNIK INFORMATIKA",null,[68,69,70],"Perbaikan Jalan","sistem","LBP",[72,74,75],{"name":68,"slug":73},"perbaikan-jalan",{"name":69,"slug":69},{"name":70,"slug":76},"lbp","Kondisi jalan yang baik akan memudahkan segala aktivitas masyarakat. Lain halnya jika terjadi kerusakan pada jalan akan berakibat bukan hanya terhalangnya kegiatan ekonomi dan sosial namun akan berpengaruh pada keamanan dan kenyamanan pemakai jalan. Dinas Pekerjaan Umum mengungkapkan, salah satu kendala yang menyebabkan lamanya perbaikan kerusakan jalan yaitu proses pencatatan. Proses tersebut saat ini dilakukan secara manual dengan bantuan tenaga manusia. Karena proses pendeteksian dan pendataan masih dilakukan secara manual dengan tenaga manusia, waktu yang dibutuhkan relatif lama dan tingkat keakuratannya rendah. Oleh karena itu perlu adanya sistem yang dapat menjadi alternatif Dinas Pembangunan Umum untuk mempercepat proses perbaikan jalan. Dalam Tugas Akhir ini, dibuktikan penulis dapat membuat sebuah sistem untuk mengidentifikasi lubang pada jalan aspal menggunakan metode Local Binary Pattern (LBP) dan K Nearest Neighbor(KNN). Dengan perolehan akurasi sebesar 96% dengan FAR sebesar 0% dan FRR sebesar 4,16%. Dan utnuk proses perhitungan lubang akurasi sebesar 97,74%.","\u003Cp>Kondisi jalan yang baik akan memudahkan segala aktivitas masyarakat. Lain halnya jika terjadi kerusakan pada jalan akan berakibat bukan hanya terhalangnya kegiatan ekonomi dan sosial namun akan berpengaruh pada keamanan dan kenyamanan pemakai jalan. Dinas Pekerjaan Umum mengungkapkan, salah satu kendala yang menyebabkan lamanya perbaikan kerusakan jalan yaitu proses pencatatan. Proses tersebut saat ini dilakukan secara manual dengan bantuan tenaga manusia. Karena proses pendeteksian dan pendataan masih dilakukan secara manual dengan tenaga manusia, waktu yang dibutuhkan relatif lama dan tingkat keakuratannya rendah. Oleh karena itu perlu adanya sistem yang dapat menjadi alternatif Dinas Pembangunan Umum untuk mempercepat proses perbaikan jalan. Dalam Tugas Akhir ini, dibuktikan penulis dapat membuat sebuah sistem untuk mengidentifikasi lubang pada jalan aspal menggunakan metode Local Binary Pattern (LBP) dan K Nearest Neighbor(KNN). Dengan perolehan akurasi sebesar 96% dengan FAR sebesar 0% dan FRR sebesar 4,16%. Dan utnuk proses perhitungan lubang akurasi sebesar 97,74%.\u003C\u002Fp>","https:\u002F\u002Frepository.polinema.ac.id\u002Fcollection\u002Fdetail?id=dspace000000561&year=2020&title=penggunaan-metode-local-binary-pattern-dan-klasifikasi-k-nearest-neighbor-knn-untuk-mengindentifikasi-lubang-pada-jalan-aspal",[81,117,144,177,191,216,242,259],{"id":82,"name":83,"slug":84,"count":85,"prodi":86},"MsJu1506001","Administrasi Niaga","administrasi-niaga",3696,[87,92,96,101,105,109,113],{"name":88,"slug":89,"level":90,"count":91},"D-III ADMINISTRASI BISNIS","d-iii-administrasi-bisnis","D-III",1702,{"name":93,"slug":94,"level":90,"count":95},"D-III BAHASA INGGRIS","d-iii-bahasa-inggris",217,{"name":97,"slug":98,"level":99,"count":100},"D-IV BAHASA INGGRIS UNTUK INDUSTRI PARIWISATA","d-iv-bahasa-inggris-untuk-industri-pariwisata","D-IV",24,{"name":102,"slug":103,"level":99,"count":104},"D-IV BAHASA INGGRIS UNTUK KOMUNIKASI BISNIS DAN PROFESIONAL","d-iv-bahasa-inggris-untuk-komunikasi-bisnis-dan-profesional",103,{"name":106,"slug":107,"level":99,"count":108},"D-IV MANAJEMEN PEMASARAN","d-iv-manajemen-pemasaran",1624,{"name":110,"slug":111,"level":99,"count":112},"D-IV PENGELOLAAN ARSIP DAN REKAMAN INFORMASI","d-iv-pengelolaan-arsip-dan-rekaman-informasi",25,{"name":114,"slug":115,"level":66,"count":116},"JURUSAN ADMINISTRASI NIAGA","jurusan-administrasi-niaga",1,{"id":118,"name":119,"slug":120,"count":121,"prodi":122},"MsJu1506002","Akuntansi","akuntansi",3545,[123,127,131,135,139],{"name":124,"slug":125,"level":90,"count":126},"D-III AKUNTANSI","d-iii-akuntansi",1262,{"name":128,"slug":129,"level":99,"count":130},"D-IV AKUNTANSI MANAJEMEN","d-iv-akuntansi-manajemen",1954,{"name":132,"slug":133,"level":99,"count":134},"D-IV KEUANGAN","d-iv-keuangan",315,{"name":136,"slug":137,"level":66,"count":138},"JURUSAN AKUNTANSI","jurusan-akuntansi",11,{"name":140,"slug":141,"level":142,"count":143},"S2 SISTEM INFORMASI AKUNTANSI","s2-sistem-informasi-akuntansi","S2",3,{"id":145,"name":146,"slug":147,"count":148,"prodi":149},"MsJu1506003","Teknik Elektro","teknik-elektro",4394,[150,154,158,162,166,170,174],{"name":151,"slug":152,"level":90,"count":153},"D-III TEKNIK ELEKTRONIKA","d-iii-teknik-elektronika",588,{"name":155,"slug":156,"level":90,"count":157},"D-III TEKNIK LISTRIK","d-iii-teknik-listrik",533,{"name":159,"slug":160,"level":90,"count":161},"D-III TEKNIK TELEKOMUNIKASI","d-iii-teknik-telekomunikasi",534,{"name":163,"slug":164,"level":99,"count":165},"D-IV JARINGAN TELEKOMUNIKASI DIGITAL","d-iv-jaringan-telekomunikasi-digital",998,{"name":167,"slug":168,"level":99,"count":169},"D-IV SISTEM KELISTRIKAN","d-iv-sistem-kelistrikan",849,{"name":171,"slug":172,"level":99,"count":173},"D-IV TEKNIK ELEKTRONIKA","d-iv-teknik-elektronika",867,{"name":175,"slug":176,"level":142,"count":112},"S2 TEKNIK ELEKTRO","s2-teknik-elektro",{"id":178,"name":179,"slug":180,"count":181,"prodi":182},"MsJu1506004","Teknik Kimia","teknik-kimia",1039,[183,187],{"name":184,"slug":185,"level":90,"count":186},"D-III TEKNIK KIMIA","d-iii-teknik-kimia",507,{"name":188,"slug":189,"level":99,"count":190},"D-IV TEKNOLOGI KIMIA INDUSTRI","d-iv-teknologi-kimia-industri",532,{"id":192,"name":193,"slug":194,"count":195,"prodi":196},"MsJu1506005","Teknik Mesin","teknik-mesin",3198,[197,201,205,209,213],{"name":198,"slug":199,"level":90,"count":200},"D-III TEKNIK MESIN","d-iii-teknik-mesin",1875,{"name":202,"slug":203,"level":90,"count":204},"D-III TEKNOLOGI PEMELIHARAAN PESAWAT UDARA","d-iii-teknologi-pemeliharaan-pesawat-udara",82,{"name":206,"slug":207,"level":99,"count":208},"D-IV TEKNIK MESIN PRODUKSI dan PERAWATAN","d-iv-teknik-mesin-produksi-dan-perawatan",649,{"name":210,"slug":211,"level":99,"count":212},"D-IV TEKNIK OTOMOTIF ELEKTRONIK","d-iv-teknik-otomotif-elektronik",591,{"name":214,"slug":215,"level":142,"count":116},"S2 MAGISTER TERAPAN REKAYASA TEKNOLOGI MANUFAKTUR","s2-magister-terapan-rekayasa-teknologi-manufaktur",{"id":217,"name":218,"slug":219,"count":220,"prodi":221},"MsJu1506006","Teknik Sipil","teknik-sipil",2775,[222,226,230,234,238],{"name":223,"slug":224,"level":90,"count":225},"D-III TEKNIK SIPIL","d-iii-teknik-sipil",992,{"name":227,"slug":228,"level":90,"count":229},"D-III TEKNOLOGI KONSTRUKSI JALAN, JEMBATAN, dan BANGUNAN AIR","d-iii-teknologi-konstruksi-jalan-jembatan-dan-bangunan-air",179,{"name":231,"slug":232,"level":90,"count":233},"D-III TEKNOLOGI PERTAMBANGAN","d-iii-teknologi-pertambangan",91,{"name":235,"slug":236,"level":99,"count":237},"D-IV MANAJEMEN REKAYASA KONSTRUKSI","d-iv-manajemen-rekayasa-konstruksi",1434,{"name":239,"slug":240,"level":99,"count":241},"D-IV TEKNOLOGI REKAYASA KONSTRUKSI JALAN DAN JEMBATAN","d-iv-teknologi-rekayasa-konstruksi-jalan-dan-jembatan",79,{"id":243,"name":244,"slug":245,"count":246,"prodi":247},"MsJu1506007","Teknologi Informasi","teknologi-informasi",2300,[248,252,256],{"name":249,"slug":250,"level":90,"count":251},"D-III MANAJEMEN INFORMATIKA","d-iii-manajemen-informatika",694,{"name":253,"slug":254,"level":99,"count":255},"D-IV SISTEM INFORMASI BISNIS","d-iv-sistem-informasi-bisnis",208,{"name":65,"slug":257,"level":99,"count":258},"d-iv-teknik-informatika",1398,{"id":66,"name":260,"slug":261,"count":262,"prodi":263},"Tanpa prodi","tanpa-prodi",258,[264],{"name":59,"slug":265,"level":66,"count":262},"politeknik-negeri-malang",[267,290,306],[268,274,278,282,286],{"id":269,"parent":270,"target":271,"content":272,"title":272,"url":273},2500,"0","","Polinema Malang","https:\u002F\u002Fpolinema.ac.id\u002F",{"id":275,"parent":270,"target":271,"content":276,"title":276,"url":277},2536,"Bahasa","https:\u002F\u002Fwww.polinema.ac.id\u002Flayanan\u002Funit-pelaksana-teknis\u002Fupt-bahasa\u002F",{"id":279,"parent":270,"target":271,"content":280,"title":280,"url":281},2537,"Humas","https:\u002F\u002Fwww.polinema.ac.id\u002Flayanan\u002Funit-pelaksana-teknis\u002Fupt-humas\u002F",{"id":283,"parent":270,"target":271,"content":284,"title":284,"url":285},2538,"MKU","https:\u002F\u002Fwww.polinema.ac.id\u002Flayanan\u002Funit-pelaksana-teknis\u002Fupt-mku\u002F",{"id":287,"parent":270,"target":271,"content":288,"title":288,"url":289},2539,"Penelitian dan Pengabdian","https:\u002F\u002Fwww.polinema.ac.id\u002Flayanan\u002Funit-pelaksana-teknis\u002Fupt-p2m\u002F",[291,295,299,303],{"id":292,"parent":270,"target":271,"content":293,"title":293,"url":294},2771,"Percetakan","https:\u002F\u002Fwww.polinema.ac.id\u002Flayanan\u002Funit-pelaksana-teknis\u002Fupt-percetakan\u002F",{"id":296,"parent":270,"target":271,"content":297,"title":297,"url":298},2772,"Pemeliharaan dan Perawatan","https:\u002F\u002Fwww.polinema.ac.id\u002Flayanan\u002Funit-pelaksana-teknis\u002Fupt-pp\u002F",{"id":300,"parent":270,"target":271,"content":301,"title":301,"url":302},2773,"Pusat Komputer","https:\u002F\u002Fwww.polinema.ac.id\u002Flayanan\u002Fpuskom\u002F",{"id":220,"parent":270,"target":271,"content":304,"title":304,"url":305},"Job Placement Center","http:\u002F\u002Fjpc.polinema.ac.id\u002F",[307,311,315,319,323],{"id":308,"parent":270,"target":271,"content":309,"title":309,"url":310},2501,"Admisi","http:\u002F\u002Fadmisi.polinema.ac.id\u002F",{"id":312,"parent":270,"target":271,"content":313,"title":313,"url":314},2570,"Alumni","http:\u002F\u002Falumni.polinema.ac.id\u002F",{"id":316,"parent":270,"target":271,"content":317,"title":317,"url":318},2571,"Beasiswa","http:\u002F\u002Fbeasiswa.polinema.ac.id\u002F",{"id":320,"parent":270,"target":271,"content":321,"title":321,"url":322},2572,"LPSE","http:\u002F\u002Flpse.polinema.ac.id\u002Feproc4",{"id":324,"parent":270,"target":271,"content":325,"title":325,"url":326},2574,"Simpeg","https:\u002F\u002Fsimpeg.polinema.ac.id\u002F",[328,387,405,427],{"id":329,"parent":270,"target":271,"content":330,"title":330,"url":331,"children":332,"dropdown":386},2534,"Layanan","https:\u002F\u002Flibrary.polinema.ac.id\u002Flayanan\u002F",[333,338,342,346,350,354,358,362,366,370,374,378,382],{"id":334,"parent":335,"target":271,"content":336,"title":336,"url":337},2474,"2534","Koleksi Umum","https:\u002F\u002Flibrary.polinema.ac.id\u002Flayanan\u002Fkoleksi-umum\u002F",{"id":339,"parent":335,"target":271,"content":340,"title":340,"url":341},2493,"Sirkulasi","https:\u002F\u002Flibrary.polinema.ac.id\u002Flayanan\u002Fsirkulasi\u002F",{"id":343,"parent":335,"target":271,"content":344,"title":344,"url":345},2475,"Loker","https:\u002F\u002Flibrary.polinema.ac.id\u002Flayanan\u002Floker\u002F",{"id":347,"parent":335,"target":271,"content":348,"title":348,"url":349},2492,"Referensi dan Karya Ilmiah","https:\u002F\u002Flibrary.polinema.ac.id\u002Flayanan\u002Fkoleksi-referensi-dan-laporan-akhir\u002F",{"id":351,"parent":335,"target":271,"content":352,"title":352,"url":353},3792,"Layanan Penelusuran Informasi Secara Online","https:\u002F\u002Flibrary.polinema.ac.id\u002Flayanan\u002Flayanan-penelusuran-informasi-secara-online\u002F",{"id":355,"parent":335,"target":271,"content":356,"title":356,"url":357},4460,"Layanan Keanggotaan","https:\u002F\u002Flibrary.polinema.ac.id\u002Flayanan\u002Flayanan-keanggotaan-2\u002F",{"id":359,"parent":335,"target":271,"content":360,"title":360,"url":361},3745,"Baca Ditempat","https:\u002F\u002Flibrary.polinema.ac.id\u002Flayanan\u002Flayanan-baca-ditempat\u002F",{"id":363,"parent":335,"target":271,"content":364,"title":364,"url":365},2473,"Koleksi Tandon","https:\u002F\u002Flibrary.polinema.ac.id\u002Flayanan\u002Fkoleksi-tandon\u002F",{"id":367,"parent":335,"target":271,"content":368,"title":368,"url":369},3823,"Jasa Silang Layan Perpustakaan","https:\u002F\u002Flibrary.polinema.ac.id\u002Flayanan\u002Fjasa-silang-layan-perpustakaan\u002F",{"id":371,"parent":335,"target":271,"content":372,"title":372,"url":373},3832,"Layanan Multimedia","https:\u002F\u002Flibrary.polinema.ac.id\u002Flayanan\u002Flayanan-multimedia\u002F",{"id":375,"parent":335,"target":271,"content":376,"title":376,"url":377},3834,"Layanan Literasi Informasi","https:\u002F\u002Flibrary.polinema.ac.id\u002Flayanan\u002Flayanan-literasi-informasi\u002F",{"id":379,"parent":335,"target":271,"content":380,"title":380,"url":381},3835,"Layanan Penyedia Dokumen","https:\u002F\u002Flibrary.polinema.ac.id\u002Flayanan\u002Flayanan-penyedia-dokumen\u002F",{"id":383,"parent":335,"target":271,"content":384,"title":384,"url":385},2489,"Administrasi Perpustakaan","https:\u002F\u002Flibrary.polinema.ac.id\u002Flayanan\u002Fadministrasi-perpustakaan\u002F","layanan",{"id":388,"parent":270,"target":271,"content":389,"title":389,"url":390,"children":391,"dropdown":404},2838,"e-Resources","https:\u002F\u002Flibrary.polinema.ac.id\u002Fe-resources\u002Fe-book\u002F",[392,396,400],{"id":393,"parent":394,"target":271,"content":395,"title":395,"url":390},2577,"2838","e-Book",{"id":397,"parent":394,"target":271,"content":398,"title":398,"url":399},2578,"e-Journal","https:\u002F\u002Flibrary.polinema.ac.id\u002Fe-resources\u002Fe-journal\u002F",{"id":401,"parent":394,"target":271,"content":402,"title":402,"url":403},90001,"Open Access","https:\u002F\u002Flibrary.polinema.ac.id\u002Fe-resources\u002Fopen-access\u002F","e-resources",{"id":406,"parent":270,"target":271,"content":407,"title":407,"url":408,"children":409,"dropdown":426},2837,"Informasi","https:\u002F\u002Flibrary.polinema.ac.id\u002Fcategory\u002Fpengumuman\u002F",[410,415,418,422],{"id":411,"parent":412,"target":271,"content":413,"title":413,"url":414},2491,"2837","Jam Layanan","https:\u002F\u002Flibrary.polinema.ac.id\u002Flayanan\u002Fjam-layanan\u002F",{"id":416,"parent":412,"target":271,"content":417,"title":417,"url":408},2766,"Pengumuman",{"id":419,"parent":412,"target":271,"content":420,"title":420,"url":421},2514,"Berita","https:\u002F\u002Flibrary.polinema.ac.id\u002Fcategory\u002Fberita\u002F",{"id":423,"parent":412,"target":271,"content":424,"title":424,"url":425},2515,"Artikel","https:\u002F\u002Flibrary.polinema.ac.id\u002Fcategory\u002Fartikel\u002F","informasi",{"id":428,"parent":270,"target":271,"content":429,"title":429,"url":430,"children":431,"dropdown":461},2482,"Profil","https:\u002F\u002Flibrary.polinema.ac.id\u002Fprofil\u002F",[432,437,441,445,449,453,457],{"id":433,"parent":434,"target":271,"content":435,"title":435,"url":436},2483,"2482","Sejarah","https:\u002F\u002Flibrary.polinema.ac.id\u002Fprofil\u002Fsejarah\u002F",{"id":438,"parent":434,"target":271,"content":439,"title":439,"url":440},2487,"Visi, Misi dan Tujuan","https:\u002F\u002Flibrary.polinema.ac.id\u002Fprofil\u002Fvisi-misi-dan-tujuan\u002F",{"id":442,"parent":434,"target":271,"content":443,"title":443,"url":444},2484,"Staf Perpustakaan","https:\u002F\u002Flibrary.polinema.ac.id\u002Fprofil\u002Fstaf-perpustakaan\u002F",{"id":446,"parent":434,"target":271,"content":447,"title":447,"url":448},2485,"Struktur Organisasi Perpustakaan","https:\u002F\u002Flibrary.polinema.ac.id\u002Fprofil\u002Fstruktur-organisasi-perpustakaan\u002F",{"id":450,"parent":434,"target":271,"content":451,"title":451,"url":452},2486,"Tata Tertib","https:\u002F\u002Flibrary.polinema.ac.id\u002Fprofil\u002Ftata-tertib\u002F",{"id":454,"parent":434,"target":271,"content":455,"title":455,"url":456},3705,"Statistik","https:\u002F\u002Flibrary.polinema.ac.id\u002Fprofil\u002Fstatistik\u002F",{"id":458,"parent":434,"target":271,"content":459,"title":459,"url":460},4990,"Standard Operating Procedure (SOP)","https:\u002F\u002Flibrary.polinema.ac.id\u002Fprofil\u002Fstandard-operating-procedure-sop-2\u002F","profil"]