[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"ssr-repo-dspace000006064":3,"ssr-repo-divisions":72,"menu-footer-id":258,"menu-main-id":319},{"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":56,"abstract":69,"abstract_html":70,"url":71},"repo-dspace000006064","Implementasi Algoritma One Class Classification dalam Sistem Guest Book Berbasis Face Recognition (Studi Kasus: PT. Trans Indonesia Superkoridor)",[7],"Rendi Nofitasari Robiansah",[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},"2141160127","rendi-nofitasari-robiansah",[],"Politeknik Negeri Malang","Malang","Indonesia","Skripsi (D4)","skripsi-d4",2025,"D-IV JARINGAN TELEKOMUNIKASI DIGITAL",null,[50,51,52,53,54,55],"Face Recognition","One Class SVM","PCA","Raspberry Pi","Reduksi Dimensi","Sistem Buku Tamu",[57,59,61,63,65,67],{"name":50,"slug":58},"face-recognition",{"name":51,"slug":60},"one-class-svm",{"name":52,"slug":62},"pca",{"name":53,"slug":64},"raspberry-pi",{"name":54,"slug":66},"reduksi-dimensi",{"name":55,"slug":68},"sistem-buku-tamu","Penelitian ini bertujuan membangun sistem buku tamu otomatis berbasis face recognition yang mampu membedakan antara wajah karyawan (dikenal) dan tamu (tidak dikenal) secara real-time. Sistem ini menggunakan algoritma One-Class Support Vector Machine (OC-SVM) sebagai pendekatan klasifikasi satu kelas, yang hanya dilatih menggunakan data wajah karyawan. Untuk mengurangi kompleksitas komputasi dan meningkatkan akurasi, Principal Component Analysis (PCA) diterapkan sebagai metode reduksi dimensi terhadap vektor embedding wajah yang dihasilkan oleh model FaceNet. Pengujian dilakukan pada perangkat Raspberry Pi menggunakan webcam sebagai input citra wajah. Hasil evaluasi menunjukkan bahwa sistem dengan PCA mampu mencapai akurasi sebesar 96%, precision 100%, recall 93%, dan F1-score 96,3%. Sebagai perbandingan, sistem tanpa PCA hanya mencapai akurasi 60%. Rata-rata waktu respons sistem tercatat sebesar 44,5 detik, yang masih berada dalam batas waktu yang dapat diterima untuk interaksi real-time. Sistem juga menunjukkan performa yang cukup stabil meskipun terjadi variasi lingkungan seperti pencahayaan, sudut pandang, dan ekspresi wajah. Dengan hasil tersebut, sistem yang dikembangkan terbukti efektif dan efisien dalam melakukan verifikasi identitas karyawan serta mengarahkan tamu untuk mengisi formulir digital. Penelitian ini menunjukkan bahwa kombinasi PCA dan OC-SVM dapat diimplementasikan secara nyata pada sistem identifikasi berbasis wajah dengan perangkat berdaya komputasi rendah.","\u003Cp>Penelitian ini bertujuan membangun sistem buku tamu otomatis berbasis face recognition yang mampu membedakan antara wajah karyawan (dikenal) dan tamu (tidak dikenal) secara real-time. Sistem ini menggunakan algoritma One-Class Support Vector Machine (OC-SVM) sebagai pendekatan klasifikasi satu kelas, yang hanya dilatih menggunakan data wajah karyawan. Untuk mengurangi kompleksitas komputasi dan meningkatkan akurasi, Principal Component Analysis (PCA) diterapkan sebagai metode reduksi dimensi terhadap vektor embedding wajah yang dihasilkan oleh model FaceNet. Pengujian dilakukan pada perangkat Raspberry Pi menggunakan webcam sebagai input citra wajah. Hasil evaluasi menunjukkan bahwa sistem dengan PCA mampu mencapai akurasi sebesar 96%, precision 100%, recall 93%, dan F1-score 96,3%. Sebagai perbandingan, sistem tanpa PCA hanya mencapai akurasi 60%. Rata-rata waktu respons sistem tercatat sebesar 44,5 detik, yang masih berada dalam batas waktu yang dapat diterima untuk interaksi real-time. Sistem juga menunjukkan performa yang cukup stabil meskipun terjadi variasi lingkungan seperti pencahayaan, sudut pandang, dan ekspresi wajah. Dengan hasil tersebut, sistem yang dikembangkan terbukti efektif dan efisien dalam melakukan verifikasi identitas karyawan serta mengarahkan tamu untuk mengisi formulir digital. Penelitian ini menunjukkan bahwa kombinasi PCA dan OC-SVM dapat diimplementasikan secara nyata pada sistem identifikasi berbasis wajah dengan perangkat berdaya komputasi rendah.\u003C\u002Fp>","https:\u002F\u002Frepository.polinema.ac.id\u002Fcollection\u002Fdetail?id=dspace000006064&year=2025&title=implementasi-algoritma-one-class-classification-dalam-sistem-guest-book-berbasis-face-recognition-studi-kasus-pt-trans-indonesia-superkoridor",[73,109,136,168,182,207,233,251],{"id":74,"name":75,"slug":76,"count":77,"prodi":78},"MsJu1506001","Administrasi Niaga","administrasi-niaga",3696,[79,84,88,93,97,101,105],{"name":80,"slug":81,"level":82,"count":83},"D-III ADMINISTRASI BISNIS","d-iii-administrasi-bisnis","D-III",1702,{"name":85,"slug":86,"level":82,"count":87},"D-III BAHASA INGGRIS","d-iii-bahasa-inggris",217,{"name":89,"slug":90,"level":91,"count":92},"D-IV BAHASA INGGRIS UNTUK INDUSTRI PARIWISATA","d-iv-bahasa-inggris-untuk-industri-pariwisata","D-IV",24,{"name":94,"slug":95,"level":91,"count":96},"D-IV BAHASA INGGRIS UNTUK KOMUNIKASI BISNIS DAN PROFESIONAL","d-iv-bahasa-inggris-untuk-komunikasi-bisnis-dan-profesional",103,{"name":98,"slug":99,"level":91,"count":100},"D-IV MANAJEMEN PEMASARAN","d-iv-manajemen-pemasaran",1624,{"name":102,"slug":103,"level":91,"count":104},"D-IV PENGELOLAAN ARSIP DAN REKAMAN INFORMASI","d-iv-pengelolaan-arsip-dan-rekaman-informasi",25,{"name":106,"slug":107,"level":48,"count":108},"JURUSAN ADMINISTRASI NIAGA","jurusan-administrasi-niaga",1,{"id":110,"name":111,"slug":112,"count":113,"prodi":114},"MsJu1506002","Akuntansi","akuntansi",3545,[115,119,123,127,131],{"name":116,"slug":117,"level":82,"count":118},"D-III AKUNTANSI","d-iii-akuntansi",1262,{"name":120,"slug":121,"level":91,"count":122},"D-IV AKUNTANSI MANAJEMEN","d-iv-akuntansi-manajemen",1954,{"name":124,"slug":125,"level":91,"count":126},"D-IV KEUANGAN","d-iv-keuangan",315,{"name":128,"slug":129,"level":48,"count":130},"JURUSAN AKUNTANSI","jurusan-akuntansi",11,{"name":132,"slug":133,"level":134,"count":135},"S2 SISTEM INFORMASI AKUNTANSI","s2-sistem-informasi-akuntansi","S2",3,{"id":137,"name":138,"slug":139,"count":140,"prodi":141},"MsJu1506003","Teknik Elektro","teknik-elektro",4394,[142,146,150,154,157,161,165],{"name":143,"slug":144,"level":82,"count":145},"D-III TEKNIK ELEKTRONIKA","d-iii-teknik-elektronika",588,{"name":147,"slug":148,"level":82,"count":149},"D-III TEKNIK LISTRIK","d-iii-teknik-listrik",533,{"name":151,"slug":152,"level":82,"count":153},"D-III TEKNIK TELEKOMUNIKASI","d-iii-teknik-telekomunikasi",534,{"name":47,"slug":155,"level":91,"count":156},"d-iv-jaringan-telekomunikasi-digital",998,{"name":158,"slug":159,"level":91,"count":160},"D-IV SISTEM KELISTRIKAN","d-iv-sistem-kelistrikan",849,{"name":162,"slug":163,"level":91,"count":164},"D-IV TEKNIK ELEKTRONIKA","d-iv-teknik-elektronika",867,{"name":166,"slug":167,"level":134,"count":104},"S2 TEKNIK ELEKTRO","s2-teknik-elektro",{"id":169,"name":170,"slug":171,"count":172,"prodi":173},"MsJu1506004","Teknik Kimia","teknik-kimia",1039,[174,178],{"name":175,"slug":176,"level":82,"count":177},"D-III TEKNIK KIMIA","d-iii-teknik-kimia",507,{"name":179,"slug":180,"level":91,"count":181},"D-IV TEKNOLOGI KIMIA INDUSTRI","d-iv-teknologi-kimia-industri",532,{"id":183,"name":184,"slug":185,"count":186,"prodi":187},"MsJu1506005","Teknik Mesin","teknik-mesin",3198,[188,192,196,200,204],{"name":189,"slug":190,"level":82,"count":191},"D-III TEKNIK MESIN","d-iii-teknik-mesin",1875,{"name":193,"slug":194,"level":82,"count":195},"D-III TEKNOLOGI PEMELIHARAAN PESAWAT UDARA","d-iii-teknologi-pemeliharaan-pesawat-udara",82,{"name":197,"slug":198,"level":91,"count":199},"D-IV TEKNIK MESIN PRODUKSI dan PERAWATAN","d-iv-teknik-mesin-produksi-dan-perawatan",649,{"name":201,"slug":202,"level":91,"count":203},"D-IV TEKNIK OTOMOTIF ELEKTRONIK","d-iv-teknik-otomotif-elektronik",591,{"name":205,"slug":206,"level":134,"count":108},"S2 MAGISTER TERAPAN REKAYASA TEKNOLOGI MANUFAKTUR","s2-magister-terapan-rekayasa-teknologi-manufaktur",{"id":208,"name":209,"slug":210,"count":211,"prodi":212},"MsJu1506006","Teknik Sipil","teknik-sipil",2775,[213,217,221,225,229],{"name":214,"slug":215,"level":82,"count":216},"D-III TEKNIK SIPIL","d-iii-teknik-sipil",992,{"name":218,"slug":219,"level":82,"count":220},"D-III TEKNOLOGI KONSTRUKSI JALAN, JEMBATAN, dan BANGUNAN AIR","d-iii-teknologi-konstruksi-jalan-jembatan-dan-bangunan-air",179,{"name":222,"slug":223,"level":82,"count":224},"D-III TEKNOLOGI PERTAMBANGAN","d-iii-teknologi-pertambangan",91,{"name":226,"slug":227,"level":91,"count":228},"D-IV MANAJEMEN REKAYASA KONSTRUKSI","d-iv-manajemen-rekayasa-konstruksi",1434,{"name":230,"slug":231,"level":91,"count":232},"D-IV TEKNOLOGI REKAYASA KONSTRUKSI JALAN DAN JEMBATAN","d-iv-teknologi-rekayasa-konstruksi-jalan-dan-jembatan",79,{"id":234,"name":235,"slug":236,"count":237,"prodi":238},"MsJu1506007","Teknologi Informasi","teknologi-informasi",2300,[239,243,247],{"name":240,"slug":241,"level":82,"count":242},"D-III MANAJEMEN INFORMATIKA","d-iii-manajemen-informatika",694,{"name":244,"slug":245,"level":91,"count":246},"D-IV SISTEM INFORMASI BISNIS","d-iv-sistem-informasi-bisnis",208,{"name":248,"slug":249,"level":91,"count":250},"D-IV TEKNIK INFORMATIKA","d-iv-teknik-informatika",1398,{"id":48,"name":252,"slug":253,"count":254,"prodi":255},"Tanpa prodi","tanpa-prodi",258,[256],{"name":41,"slug":257,"level":48,"count":254},"politeknik-negeri-malang",[259,282,298],[260,266,270,274,278],{"id":261,"parent":262,"target":263,"content":264,"title":264,"url":265},2500,"0","","Polinema Malang","https:\u002F\u002Fpolinema.ac.id\u002F",{"id":267,"parent":262,"target":263,"content":268,"title":268,"url":269},2536,"Bahasa","https:\u002F\u002Fwww.polinema.ac.id\u002Flayanan\u002Funit-pelaksana-teknis\u002Fupt-bahasa\u002F",{"id":271,"parent":262,"target":263,"content":272,"title":272,"url":273},2537,"Humas","https:\u002F\u002Fwww.polinema.ac.id\u002Flayanan\u002Funit-pelaksana-teknis\u002Fupt-humas\u002F",{"id":275,"parent":262,"target":263,"content":276,"title":276,"url":277},2538,"MKU","https:\u002F\u002Fwww.polinema.ac.id\u002Flayanan\u002Funit-pelaksana-teknis\u002Fupt-mku\u002F",{"id":279,"parent":262,"target":263,"content":280,"title":280,"url":281},2539,"Penelitian dan Pengabdian","https:\u002F\u002Fwww.polinema.ac.id\u002Flayanan\u002Funit-pelaksana-teknis\u002Fupt-p2m\u002F",[283,287,291,295],{"id":284,"parent":262,"target":263,"content":285,"title":285,"url":286},2771,"Percetakan","https:\u002F\u002Fwww.polinema.ac.id\u002Flayanan\u002Funit-pelaksana-teknis\u002Fupt-percetakan\u002F",{"id":288,"parent":262,"target":263,"content":289,"title":289,"url":290},2772,"Pemeliharaan dan Perawatan","https:\u002F\u002Fwww.polinema.ac.id\u002Flayanan\u002Funit-pelaksana-teknis\u002Fupt-pp\u002F",{"id":292,"parent":262,"target":263,"content":293,"title":293,"url":294},2773,"Pusat Komputer","https:\u002F\u002Fwww.polinema.ac.id\u002Flayanan\u002Fpuskom\u002F",{"id":211,"parent":262,"target":263,"content":296,"title":296,"url":297},"Job Placement Center","http:\u002F\u002Fjpc.polinema.ac.id\u002F",[299,303,307,311,315],{"id":300,"parent":262,"target":263,"content":301,"title":301,"url":302},2501,"Admisi","http:\u002F\u002Fadmisi.polinema.ac.id\u002F",{"id":304,"parent":262,"target":263,"content":305,"title":305,"url":306},2570,"Alumni","http:\u002F\u002Falumni.polinema.ac.id\u002F",{"id":308,"parent":262,"target":263,"content":309,"title":309,"url":310},2571,"Beasiswa","http:\u002F\u002Fbeasiswa.polinema.ac.id\u002F",{"id":312,"parent":262,"target":263,"content":313,"title":313,"url":314},2572,"LPSE","http:\u002F\u002Flpse.polinema.ac.id\u002Feproc4",{"id":316,"parent":262,"target":263,"content":317,"title":317,"url":318},2574,"Simpeg","https:\u002F\u002Fsimpeg.polinema.ac.id\u002F",[320,379,397,419],{"id":321,"parent":262,"target":263,"content":322,"title":322,"url":323,"children":324,"dropdown":378},2534,"Layanan","https:\u002F\u002Flibrary.polinema.ac.id\u002Flayanan\u002F",[325,330,334,338,342,346,350,354,358,362,366,370,374],{"id":326,"parent":327,"target":263,"content":328,"title":328,"url":329},2474,"2534","Koleksi Umum","https:\u002F\u002Flibrary.polinema.ac.id\u002Flayanan\u002Fkoleksi-umum\u002F",{"id":331,"parent":327,"target":263,"content":332,"title":332,"url":333},2493,"Sirkulasi","https:\u002F\u002Flibrary.polinema.ac.id\u002Flayanan\u002Fsirkulasi\u002F",{"id":335,"parent":327,"target":263,"content":336,"title":336,"url":337},2475,"Loker","https:\u002F\u002Flibrary.polinema.ac.id\u002Flayanan\u002Floker\u002F",{"id":339,"parent":327,"target":263,"content":340,"title":340,"url":341},2492,"Referensi dan Karya Ilmiah","https:\u002F\u002Flibrary.polinema.ac.id\u002Flayanan\u002Fkoleksi-referensi-dan-laporan-akhir\u002F",{"id":343,"parent":327,"target":263,"content":344,"title":344,"url":345},3792,"Layanan Penelusuran Informasi Secara Online","https:\u002F\u002Flibrary.polinema.ac.id\u002Flayanan\u002Flayanan-penelusuran-informasi-secara-online\u002F",{"id":347,"parent":327,"target":263,"content":348,"title":348,"url":349},4460,"Layanan Keanggotaan","https:\u002F\u002Flibrary.polinema.ac.id\u002Flayanan\u002Flayanan-keanggotaan-2\u002F",{"id":351,"parent":327,"target":263,"content":352,"title":352,"url":353},3745,"Baca Ditempat","https:\u002F\u002Flibrary.polinema.ac.id\u002Flayanan\u002Flayanan-baca-ditempat\u002F",{"id":355,"parent":327,"target":263,"content":356,"title":356,"url":357},2473,"Koleksi Tandon","https:\u002F\u002Flibrary.polinema.ac.id\u002Flayanan\u002Fkoleksi-tandon\u002F",{"id":359,"parent":327,"target":263,"content":360,"title":360,"url":361},3823,"Jasa Silang Layan Perpustakaan","https:\u002F\u002Flibrary.polinema.ac.id\u002Flayanan\u002Fjasa-silang-layan-perpustakaan\u002F",{"id":363,"parent":327,"target":263,"content":364,"title":364,"url":365},3832,"Layanan Multimedia","https:\u002F\u002Flibrary.polinema.ac.id\u002Flayanan\u002Flayanan-multimedia\u002F",{"id":367,"parent":327,"target":263,"content":368,"title":368,"url":369},3834,"Layanan Literasi Informasi","https:\u002F\u002Flibrary.polinema.ac.id\u002Flayanan\u002Flayanan-literasi-informasi\u002F",{"id":371,"parent":327,"target":263,"content":372,"title":372,"url":373},3835,"Layanan Penyedia Dokumen","https:\u002F\u002Flibrary.polinema.ac.id\u002Flayanan\u002Flayanan-penyedia-dokumen\u002F",{"id":375,"parent":327,"target":263,"content":376,"title":376,"url":377},2489,"Administrasi Perpustakaan","https:\u002F\u002Flibrary.polinema.ac.id\u002Flayanan\u002Fadministrasi-perpustakaan\u002F","layanan",{"id":380,"parent":262,"target":263,"content":381,"title":381,"url":382,"children":383,"dropdown":396},2838,"e-Resources","https:\u002F\u002Flibrary.polinema.ac.id\u002Fe-resources\u002Fe-book\u002F",[384,388,392],{"id":385,"parent":386,"target":263,"content":387,"title":387,"url":382},2577,"2838","e-Book",{"id":389,"parent":386,"target":263,"content":390,"title":390,"url":391},2578,"e-Journal","https:\u002F\u002Flibrary.polinema.ac.id\u002Fe-resources\u002Fe-journal\u002F",{"id":393,"parent":386,"target":263,"content":394,"title":394,"url":395},90001,"Open Access","https:\u002F\u002Flibrary.polinema.ac.id\u002Fe-resources\u002Fopen-access\u002F","e-resources",{"id":398,"parent":262,"target":263,"content":399,"title":399,"url":400,"children":401,"dropdown":418},2837,"Informasi","https:\u002F\u002Flibrary.polinema.ac.id\u002Fcategory\u002Fpengumuman\u002F",[402,407,410,414],{"id":403,"parent":404,"target":263,"content":405,"title":405,"url":406},2491,"2837","Jam Layanan","https:\u002F\u002Flibrary.polinema.ac.id\u002Flayanan\u002Fjam-layanan\u002F",{"id":408,"parent":404,"target":263,"content":409,"title":409,"url":400},2766,"Pengumuman",{"id":411,"parent":404,"target":263,"content":412,"title":412,"url":413},2514,"Berita","https:\u002F\u002Flibrary.polinema.ac.id\u002Fcategory\u002Fberita\u002F",{"id":415,"parent":404,"target":263,"content":416,"title":416,"url":417},2515,"Artikel","https:\u002F\u002Flibrary.polinema.ac.id\u002Fcategory\u002Fartikel\u002F","informasi",{"id":420,"parent":262,"target":263,"content":421,"title":421,"url":422,"children":423,"dropdown":453},2482,"Profil","https:\u002F\u002Flibrary.polinema.ac.id\u002Fprofil\u002F",[424,429,433,437,441,445,449],{"id":425,"parent":426,"target":263,"content":427,"title":427,"url":428},2483,"2482","Sejarah","https:\u002F\u002Flibrary.polinema.ac.id\u002Fprofil\u002Fsejarah\u002F",{"id":430,"parent":426,"target":263,"content":431,"title":431,"url":432},2487,"Visi, Misi dan Tujuan","https:\u002F\u002Flibrary.polinema.ac.id\u002Fprofil\u002Fvisi-misi-dan-tujuan\u002F",{"id":434,"parent":426,"target":263,"content":435,"title":435,"url":436},2484,"Staf Perpustakaan","https:\u002F\u002Flibrary.polinema.ac.id\u002Fprofil\u002Fstaf-perpustakaan\u002F",{"id":438,"parent":426,"target":263,"content":439,"title":439,"url":440},2485,"Struktur Organisasi Perpustakaan","https:\u002F\u002Flibrary.polinema.ac.id\u002Fprofil\u002Fstruktur-organisasi-perpustakaan\u002F",{"id":442,"parent":426,"target":263,"content":443,"title":443,"url":444},2486,"Tata Tertib","https:\u002F\u002Flibrary.polinema.ac.id\u002Fprofil\u002Ftata-tertib\u002F",{"id":446,"parent":426,"target":263,"content":447,"title":447,"url":448},3705,"Statistik","https:\u002F\u002Flibrary.polinema.ac.id\u002Fprofil\u002Fstatistik\u002F",{"id":450,"parent":426,"target":263,"content":451,"title":451,"url":452},4990,"Standard Operating Procedure (SOP)","https:\u002F\u002Flibrary.polinema.ac.id\u002Fprofil\u002Fstandard-operating-procedure-sop-2\u002F","profil"]