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All Journal Jurnal Ilmu Komputer dan Agri-Informatika Jurnal Informatika Upgris JURNAL TEKNIK INFORMATIKA DAN SISTEM INFORMASI Jurnal ULTIMATICS Krea-TIF: Jurnal Teknik Informatika Journal of Information Systems and Informatics Jurnal Riset dan Aplikasi Mahasiswa Informatika (JRAMI) Jurnal Sains Terapan : Wahana Informasi dan Alih Teknologi Pertanian PROSISKO : Jurnal Pengembangan Riset dan observasi Rekayasa Sistem Komputer Journal of Scientech Research and Development Jurnal Teknik Mesin, Industri, Elektro dan Informatika Prosiding Seminar Nasional Universitas Ma Chung Scientica: Jurnal Ilmiah Sains dan Teknologi AI dan SPK : Jurnal Artificial Intelligent dan Sistem Penunjang Keputusan Jurnal Rekayasa Sistem Informasi dan Teknologi International Journal of Multilingual Education and Applied Linguistics International Journal of Computer Technology and Science International Journal of Information Engineering and Science International Journal of Electrical Engineering, Mathematics and Computer Science
Endang Purnama Giri
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Journal : International Journal of Information Engineering and Science

 1 
Automatic Passenger Counting System on Public Buses Using CNN YOLOv8 Model for Passenger Capacity Optimization Ari Dian Prastyo; Sharfina Andzani Minhalina; Surya Agung; Denty Nirwana Bintang; Muhammad Yordi Septian; Endang Purnama Giri; Gema Parasti Mindara
International Journal of Information Engineering and Science Vol. 1 No. 4 (2024): November : International Journal of Information Engineering and Science
Publisher : Asosiasi Riset Teknik Elektro dan Infomatika Indonesia

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.62951/ijies.v1i4.121

Abstract

This study presents the development of an automatic passenger counting system for public buses using YOLOv8 based on Convolutional Neural Networks (CNN). The system detects and counts passengers in real-time to optimize bus capacity and enhance operational efficiency. Results indicate that the system achieves high accuracy in the front camera view (confidence score of 0.82). However, in the rear camera view the accuracy slightly decreases (confidence score of 0.76) due to object overlap, emphasizing the importance of proper camera placement. The system offers potential improvements in bus capacity management, reduced operational costs, and enhanced passenger comfort. These findings contribute to advancing smarter and more efficient public transportation systems.
Parking Slot Scanning for Maximum Efficiency Using Python Faras, Algyon; Andisa, Gany; Nashwandra, Nakula Bintang; Nadhifah, Jauza; Widhiwipati, David Reza; Giri, Endang Purnama; Mindara, Gema Parasti
International Journal of Information Engineering and Science Vol. 1 No. 4 (2024): November : International Journal of Information Engineering and Science
Publisher : Asosiasi Riset Teknik Elektro dan Infomatika Indonesia

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.62951/ijies.v1i4.122

Abstract

The growing number of vehicles in major cities has posed significant challenges in parking lot management. Motorists often have difficulty finding empty parking slots quickly, which not only wastes time but also aggravates traffic congestion and increases air pollution. This research develops a Python-based smart parking system by utilizing the OpenCV library to detect the status of parking slots in real-time. The system uses a camera as the main sensor and processes the image using techniques such as grayscale, Gaussian blur, and adaptive threshold to identify the parking slot status, whether empty or occupied, with good accuracy. The parking slot coordinate data is stored in CSV format to ensure efficient data management. Experimental results with video recordings show that the system is able to operate well in various parking conditions. The system proved to be cost-effective and easy to implement, making it an ideal solution for parking managers who want to improve management efficiency without being burdened with high costs. This research offers a practical solution to help motorists and parking managers optimize parking space usage, reduce search time, and minimize negative impacts such as congestion and carbon emissions.
Co-Authors Abdurrahman, Hasan Achmad Syahmi Rasendriya Aditya Wicaksono Agus Buono Ahmad Ridha Ahmad Ridha Alkautsar, Muhammad Farhan Alya Putri Salsabila Anatasya Wenita Putri Andisa, Gany Anggito Rangkuti Bagas Muzaqi Anka Luffi Ramdani Aprilianti, Dhila Ar Rachman, Muhammad Aqil Musthafa Ari Dian Prastyo Aria Wrdana Ariya Pratama Adjie Nugroho Arya Dimas Wicaksana Asa Yuaziva Athallah, Ananda Salma Aulia Anggraeni Auzi Asfarian Azhar Nadhif Annaufal Bagaskoro Dwi Adhie Nugroho Bima Julian Mahardika Budy Santoso Capriandika Putra Susanto Daffala Viro Hidayat Darmansah, Fadhlan Zaki Denty Nirwana Bintang Dini Nurul Azizah Ester Olivia Silalahi Faras, Algyon Fathonah, Lathifunnisa Faturrahman, Nafis Fauzi Adi Saputra Fauzi Ikhsan Suswanto Fikri Saputra Firman Ardiansyah Fitrah Satrya Fajar Kusumah Fredicia Fredicia Galih Ario Prayudo Gema Parasti Mindara Hafiz Fadli Faylasuf Hakim, Ghaeril Juniawan Parel Hanifah, Nurrizkyta Aulia Hassan Nasrallah Matouq Helena Dewi Hapsari Hendriyan, Amanda Pricillia Ibnu Aqil Mahendar Ibrahim, Arhammirza Inna Novianty Inyasdi Kahvi, Muhamad Restu Iqna Raidan Abdurrahman Jasmine Aulia Mumtaz Jonathan Cristiano Rabika Jonser Steven Rajali Manik Jovita Nabilah Azizi Juliansyah, Rizki Ka-sasi, R.I. Damai Kanaya Sabila Azzahra Keysha Maulina Halimi Khairunisa, Aulia Kinaya Khairunnisa Komariansyah Kurniawan, Fadly Lasardi, Ekky Mulia Luthfi Dika Chandra Manurung, Maryetha Marcelita, Faldiena Marsya Halya Alfrida Ma’arief, Denasyah Mia Putri Yeza Mindara, Gema Parasti Mochammad Alwan Al Ataya Muchlisinia, Newi Muhamad Ali Imron Muhammad Al Amin Muhammad Asyhar Agmalaro Muhammad Bilal Fauzan Muhammad Farhan Fahrezy Muhammad Galuh Gumelar Muhammad Ilham Nurfajri Muhammad Naufal Ardhani Muhammad Naufal Sutardi Muhammad Rafi Alexander Prayoga Muhammad Rafi' Rusafni Muhammad Rahmat Maryadi Muhammad Yordi Septian Muhammad, Fadhel Muthia Nurul Sa'adah Nabil Malik Al Hapid Nabil Raihan Alfarizi Nadhifah, Jauza Nashwandra, Nakula Bintang Nasywa Shafa Salsabila Nelvi, Annisa Amanda Nova Sukmawati Novianty, Inna Nur Iman Nugraha Nur Indah Chasanah Nur Rahma Ditta Zahra Nurbadillah, Nurbadillah Nurjihan, Saniyyah Wafa Pratama, Dharma Pratiwi, Iswi Nur Qonita, Vellisya Afifa Rabbani, Rafif Rafli Damara Raisa Mutia Thahir Rajhaga Jevanya Meliala Ramadhan, Dean Apriana Rangga Wasita Ningrat Rayhan Ananda Hafiz Pradipta Reza Pratama Rheynesta Hannover Riani, Lutfi Rio Ferddinansya Riupassa, Muhammad Hafidz Sidqi Rivanka Marsha Adzani Rizky Fadlurohman Saputra, Ananda Pratama Setiady Ibrahim Anwar Sharfina Andzani Minhalina Simangunsong, Gandi Abetnego Sri Yusrina Stefanny, Arlyn Sugi Guritman Sugiana, Lili Rahmawati Surya Agung Syah Bintang Tiara Ariyanto Putri Tyanafisya, Aisya Valenza, Ihsan Lana Wahyu Mustika Aji Widhiwipati, David Reza Wiguna, Indra Maki Wildan Holik Zafira, Cut Yasmin Zahra, Afnan