RANCANG BANGUN SISTEM ELEKTRONIK TILANG GANJIL GENAP BERBASIS RASPBERRY PI MENGGUNAKAN ALGORITMA YOLO

LAKSANA, ISTHIKA DRAWINA PUTRI (2020) RANCANG BANGUN SISTEM ELEKTRONIK TILANG GANJIL GENAP BERBASIS RASPBERRY PI MENGGUNAKAN ALGORITMA YOLO. S1 thesis, Universitas Mercu Buana.

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Abstract

Activities on a highway that involve vehicles often have congestion problems due to the density of the quantity of vehicles that are on the highway. In addition, there are also problems of order and violation, the use of lanes that are not in place, such as vehicles entering the lane that are not intended for the vehicle. Therefore, researchers designed a vehicle detection application in real�time using the YOLO (You Only Look Once) method. Analysis carried out using a total of 1000 datasets, 1 class, and 50 epoch. The training process is carried out up to 4,000 steps, and the storage of checkpoints to protobuf file forms is carried out at steps 200, 400, 600, 800, 1,000, 1,200, 1,400, 1,600, 1,800 and 2,000 Bounding box successfully detects and classifies objects correctly. This test is done using a USB camera Keywords: YOLO (you only see once), real time, bounding box Aktivitas di jalan raya yang melibatkan kendaraan seringkali terdapat masalah kemacetan akibat memadatnya kuantitas kendaraan yang berada di jalan raya. Selain itu, ada pula masalah ketertiban dan pelanggarannya, penggunaan jalur yang tidak pada tempatnya, misalnya seperti kendaraan yang masuk ke jalur yang tidak diperuntukkan bagi kendaraan tersebut. Oleh sebab itu, peneliti merancang sebuah aplikasi deteksi kendaraan secara real-time menggunakan metode YOLO (You Only Look Once). Analisa yang dilakukan menggunakan jumlah dataset sebanyak 1000, 1 kelas, dan 50 epoch. Proses pelatihan dilakukan hingga 4.000 step, dan penyimpanan checkpoint ke bentuk protobuf file dilakukan pada step 200, 400, 600, 800, 1.000, 1.200, 1.400, 1.600, 1.800 dan 2.000 Bounding box berhasil mendeteksi dan mengklasifikasi objek secara tepat. Pengujian ini dilakukan menggunakan usb camera Kata kunci: YOLO (you only look once), real time, bounding box, Raspberry Pi

Item Type:	Thesis (S1)
Call Number CD:	FT/ELK. 20 166
Call Number:	ST/14/20/067
NIM/NIDN Creators:	41416010017
Uncontrolled Keywords:	YOLO (you only look once), real time, bounding box, Raspberry Pi
Subjects:	000 Computer Science, Information and General Works/Ilmu Komputer, Informasi, dan Karya Umum > 000. Computer Science, Information and General Works/Ilmu Komputer, Informasi, dan Karya Umum > 003 Systems/Sistem-sistem > 003.1 System Identification/Identifikasi Sistem 000 Computer Science, Information and General Works/Ilmu Komputer, Informasi, dan Karya Umum > 000. Computer Science, Information and General Works/Ilmu Komputer, Informasi, dan Karya Umum > 005 Computer Programmming, Programs, Data/Pemprograman Komputer, Program, Data > 005.2 Programming for Specific Computers, for Specific Operating Systems, for Specific User Interface/Pemrograman untuk Tipe Komputer, Sistem Operasi dan Tampilan Antar Muka Pengguna Tertentu > 005.26 Programming for Digital Microcomputers/Pemrograman untuk Digital Micro Komputer > 005.268 Programming for Specific Operating Systems/Pemrograman untuk Sistem Operasi Tertentu 000 Computer Science, Information and General Works/Ilmu Komputer, Informasi, dan Karya Umum > 000. Computer Science, Information and General Works/Ilmu Komputer, Informasi, dan Karya Umum > 005 Computer Programmming, Programs, Data/Pemprograman Komputer, Program, Data > 005.3 Programs/Program > 005.36 Programs for Personal Computers/Program untuk Komputer Personal > 005.368 Programs For Specific Operating Systems and For Specific User Interfaces/Program untuk Sistem Operasi Tertentu dan Antarmuka Pengguna Khusus > 005.3682 Programs For Specific Operating Systems/Program untuk Sistem Operasi Tertentu 500 Natural Science and Mathematics/Ilmu-ilmu Alam dan Matematika > 510 Mathematics/Matematika > 518 Numerical Analysis/Analisis Numerik, Analisa Numerik > 518.1 Algorithms/Algoritma 600 Technology/Teknologi > 620 Engineering and Applied Operations/Ilmu Teknik dan operasi Terapan > 629 Other Branches of Engineering/Cabang Teknik Lainnya > 629.8 Automatic Control Engineering/Teknik Kontrol Otomatis
Divisions:	Fakultas Teknik > Teknik Elektro
Depositing User:	Dede Muksin Lubis
Date Deposited:	06 Feb 2022 16:10
Last Modified:	16 Feb 2023 03:24
URI:	http://repository.mercubuana.ac.id/id/eprint/55475

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