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Driver Facial Detection Across Diverse Road Conditions Shofiah, Siti; Sediyono, Eko; Hasibuan, Zainal Arifin; Kristianto, Budhi; Setiawan, Santo; Pratindy, Raka; Hakim, M. Iman Nur; Humami, Faris
ILKOM Jurnal Ilmiah Vol 16, No 2 (2024)
Publisher : Prodi Teknik Informatika FIK Universitas Muslim Indonesia

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.33096/ilkom.v16i2.1996.108-114

Abstract

This study emphasizes the importance of facial detection for improving road safety through driver behavior analysis. Its employs quantitative methodology to underscore the importance of facial detection in enhancing road safety through driver behavior analysis. The research utilizes the Python programming language and applies the Haar cascade method to investigate how environmental factors such as low light, shadows, and lighting changes influence the reliability of facial detection. Employing the AdaBoost algorithm, the study achieves face detection rates exceeding 95%. Practical testing with an ASUS A416JA laptop and Raspberry Pi under varied lighting conditions and distances demonstrates optimal performance in detecting faces between 30 cm and 70 cm, with reduced efficacy outside this range, particularly in low light conditions and at night. Challenges identified include decreased performance in low light conditions, emphasizing the need for improved algorithmic calibration and enhancement. Future research directions involve refining detection algorithms to effectively handle diverse environmental conditions and integrating advanced machine learning techniques, thereby enhancing the accuracy of driver behavior analysis in real-world scenarios and contributing to advancements in road safety
Peningkatan Kompetensi Keselamatan Berlalu Lintas di SMK Bhakti Praja Adiwerna Tsani, Mokhammad Rifqi; Asmoro, Langgeng; Hakim, M. Iman Nur; Humami, Faris; Paradana, Barasie
Jurnal Pengabdian Masyarakat Progresif Humanis Brainstorming Vol 6, No 4 (2023): Jurnal Abdimas PHB : Jurnal Pengabdian Masyarakat Progresif Humanis Brainstormin
Publisher : Politeknik Harapan Bersama

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.30591/japhb.v6i4.4544

Abstract

Tujuan dari kegiatan pengabdian kepada masyarakat ini adalah untuk memberikan siswa SMK Bhakti Paraja Adiwerna materi keselamatan lalu lintas dan marka rambu lalu lintas. Pada saat ini banyak anak usia sekolah kurang mengetahui aturan lalu lintas. Menurut Lembaga Keselamatan Jalan Dunia  banyak terjadi kecelakaan setiap jam yang dialami anak usia sekolah. Berdasarkan hal tersebut tujuan diadakan pengabdian tersebut agar siswa SMK bisa lebih memahami rambu dan aturan lalu lintas sehingga bias terhindar dari kecelakaan. Metode pelaksanaan dilakukan dalam empat tahap. Koordinasi adalah tahap pertama, pre-test adalah tahap kedua, materi dan diskusi adalah tahap ketiga, dan evaluasi adalah tahap keempat setelah evaluasi. Dari hasil evaluasi diketahui bahwa diperoleh hasil nilai rata-rata 88 dari 30 siswa peserta sosialisasi dengan nilai 100 tertinggi dan 70 terendah. Tanggapan dari peserta sosialisasi adalah setelah mengikuti sosialisasi mereka jadi mengetahui aturan dasar dalam berkendara sesuai dengan undang-undang lalu lintas nomor 22 tahun 2009. Selama kegiatan, peserta tetap semangat dan mendengarkan apa yang disampaikan oleh tim pengabdian.
Pengembangan Instrumen Uji Perlambatan Kendaraan Berdasarkan Gerak Lurus Berubah Beraturan pada Metode Road Test Wibowo, Muhammad Riski Septiana; Hakim, M. Iman Nur; Shofiah, Siti; Risqi, Muhammad Isro; Firdaus, Denisya Haddad
Mars : Jurnal Teknik Mesin, Industri, Elektro Dan Ilmu Komputer Vol. 3 No. 5 (2025): Oktober: Jurnal Teknik Mesin, Industri, Elektro Dan Ilmu Komputer
Publisher : Asosiasi Riset Teknik Elektro dan Informatika Indonesia

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.61132/mars.v3i5.981

Abstract

The braking system was a crucial component in ensuring the safety of motor vehicles on the road. Brake failures, such as brake fade or total malfunction, could result in fatal accidents. Therefore, an accurate and realistic testing method was necessary to measure the effectiveness of a vehicle’s braking system. This study aimed to develop a deceleration measuring device based on GPS, which could be used in road test methods. The device was designed using an ESP32 microcontroller combined with a BN-220 GPS module, RTC real-time clock sensor, 16x2 LCD, thermal printer, and microSD storage media. Testing was conducted on a Mitsubishi L300 vehicle at the Depok Beach runway in Yogyakarta, with initial speed variations ranging from 10 to 80 km/h. Calibration results showed that the device had an accuracy of 99.64% with an average error of 0.36%. Meanwhile, the test results recorded deceleration values ranging from 0.74 to 3.26 m/s², depending on the initial speed and braking conditions. Based on these findings, the developed device proved to be accurate and feasible as an alternative method for field testing of braking systems.