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Smart Traffic untuk Menghitung Volume Kendaraan dan Klasifikasi Kondisi Lalu Lintas Menggunakan Model YOLOv7 Kurniadin Abd Latif; Putri Tanisa Utami; Apriani Apriani; Fatimatuzzahra Fatimatuzzahra; Ria Rismayati
Jurnal Teknologi Informasi dan Multimedia Vol. 7 No. 2 (2025): May
Publisher : Sekawan Institut

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.35746/jtim.v7i2.667

Abstract

One of the most complex challenges in urban management, particularly in developing countries, is traffic control. Traffic congestion has become a global issue, significantly affecting mobility, economic productivity, and quality of life. To address this problem, smart traffic systems are increasingly being adopted as adaptive and efficient solutions. This study aims to implement the You Only Look Once version 7 (YOLOv7) object detection model within a smart traffic system to calculate vehicle volume and monitor traffic conditions in real time. YOLOv7 is chosen for its high object detection accuracy, even in dynamic and complex environments where objects are fast-moving or overlapping in dense backgrounds. The methodology involves processing a 2-minute-30-second CCTV video recording taken from a street in New York City. Vehicle detection is conducted by applying bounding boxes over specific areas within the video frames, which serve as virtual counters for vehicles passing through. The experimental results demonstrate that the system effectively counts vehicles per second and identifies traffic conditions, which in this case remained smooth throughout the observation period. These findings highlight the potential of implementing YOLOv7 in smart traffic systems to support data-driven, automated, and real-time traffic management.
Pendampingan Sertifikasi Halal UMKM di Kelurahan Karang Pule Mataram Phyta Rahima; Suriyati Suriyati; Siti Soraya; Ria Rismayati
Bakti Sekawan : Jurnal Pengabdian Masyarakat Vol. 6 No. 1 (2026): Juni
Publisher : Puslitbang Sekawan Institute Nusa Tenggara

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.35746/bakwan.v6i1.903

Abstract

Products with a halal certification label provide consumers with confidence as a form of protection, information on the product's halal status, and an ethical instrument in business. Good business actors with a sense of responsibility strive to obtain halal certification for the products they offer. The purpose of this community service is to provide assistance to MSMEs, such as food stalls or home-based businesses selling lalapan (Bale Lalapan), which have been established for approximately 8 months and do not yet have halal certification, to be directed in obtaining halal certification. The methods used in this community service activity include counseling, assistance, and explanations from the Certification Team to Business Owners facilitated by the Community Service team. The final result of the Community Service activities carried out by the Bumigora team is the issuance of halal certification from the Halal Product Guarantee Organizing Agency. With the issuance of Halal Certification to Bale Lalapan MSMEs, it is hoped that it will be able to increase income while increasing market reach. It is also hoped that Business Owners can understand the benefits of halal labeling of a product and understand the production process that is made according to halal standards with existing provisions, as well as being able to be applied in other business activities so as to be able to increase sales reach to larger institutions and become a motivation for other MSMEs in marketing their products.