Analyzing the Impact of Smart Helmet Usage and Traffic Violations on Motorbike Accident Fatalities
DOI:
https://doi.org/10.63094/AITUSRJ.25.4.1.2Keywords:
smart helmet, helmet innovation, machine learning, artificial intelligence, accident preventionAbstract
— In recent years, where the use of motorbikes has increased due to its cost-effectiveness and reliability but also the surge in motorbike accidents is very alarming. A big portion of accident-related fatalities has been directly linked to body injuries including human body’s most sensitive part that is human’s head. Major reasons for fatalities involving head injuries by motorbike accidents includes not wearing helmets and violating traffic rules and regulations. To address this issue, this research presents an idea of a system consisting of a high-tech surveillance. The system uses advanced computer techniques including computer vision, image processing, and machine learning. The system runs a face detection and recognition module to identify and check helmet on the rider’s head. The aim of this research is to enhance the safety of rider by monitoring rider’s helmet, and motorbike’s speed in real-time. If any of these will be violated, then the system will launch a notification consisting of violated terms to their family. Furthermore, rider’s family can also watch rider through a live video feature. The system is evaluated and tested on a public dataset, and the obtained results showed that the system operates on high accuracy and efficiency.
References
Agarwala, N., Arora, N., Gabrani, G., & Gupta, S. (2023). Enabling active safety system along with realtime monitoring and audio alerts in two wheelers through smart helmet system. International Journal of Critical Infrastructures, 19(4), 367-382.
Ahn, S. W. (2016). Design and implementation of smart LED bicycle helmet using Arduino. Journal of the Korea Institute of Information and Communication Engineering, 20(6), 1148-1153.
Ajithkumar, A., Praveen, P., Suriya, S. S., & Vinoth, M. V. (2023). Design of Smart Helmet for Accident Avoidance.
Chandra, B. R., Akshaya, M. P., Sravani, B., Ashritha, Y. S., & Pavithra, B. K. (2023, April). Internet of things (iot) based digital helmet design and deployment. In 2023 7th International Conference on Trends in Electronics and Informatics (ICOEI) (pp. 397-404). IEEE.
Deva, S. V. S. V. P., Akashe, S., & Kumar, V. (2018). Advanced control of switching ignition by smart helmet. International Journal of Image, Graphics and Signal Processing, 14(2), 34.
Gadekar, A., More, A., Patil, S., & Hiray, S. (2018). Smart Application For Post Accident Management Using IoT. International Journal of Advanced Research in Computer Science, 9(2), 684-687.
Inthiyaz, S., Rajesh, V., Prakash, N. N., Narendra, G. S. V., Rao, M. S. R., & Anil, Y. R. V. (2023, April). Iot Based Smart Rider Safety System. In Journal of Physics: Conference Series (Vol. 2471, No. 1, p. 012026). IOP Publishing.
Jose, S. J., Rahul, A. S., & Sajin, S. (2017). Safety and alerting system of vehicles using a smart helmet. i-Manager's Journal on Wireless Communication Networks, 6(2), 28.
Kalkotwar, K., Ukey, M., Nanwatkar, S., Gulwade, S., Padole, Y., & Jumle, P. (2023, April). Internet of Things (IoT) based Smart Helmet and Intelligent Bike System. In 2023 7th International Conference on Trends in Electronics and Informatics (ICOEI) (pp. 1458-1461). IEEE.
Karuna, G., Kumar, R. R., Sai, V. T. S., Abhishek, J., Shashikanth, M., & Kashyap, B. (2023). Motorcycle Crash Detection and Alert System using IoT. In E3S Web of Conferences (Vol. 391, p. 01145). EDP Sciences.
Kavitha, S. (2023, July). Human Safety and Vehicle Speed Controlling using Internet of Things (IoT). In 2023 2nd International Conference on Edge Computing and Applications (ICECAA) (pp. 1213-1218). IEEE.
Kumar, G. R., & Reddy, B. K. (2018) Internet Of Things Based An Intelligent Helmet For Wireless Sensor Network. International Journal Of Engineering Sciences & Research Technology.
Magno, M., D’Aloia, A., Polonelli, T., Spadaro, L., & Benini, L. (2017). Shelmet: an intelligent self-sustaining multi sensors smart helmet for bikers. In Sensor Systems and Software: 7th International Conference, S-Cube 2016, Sophia Antipolis, Nice, France, December 1-2, 2016, Revised Selected Papers (pp. 55-67). Springer International Publishing.
Mahoorkar, P., Vanke, D., Joshi, G., Kulkarni, H., & Kulkarni, K. (2023). A Smart Helmet Using GSM and GPS Technology. International Journal of Research in Engineering, Science and Management, 6(5), 89-94.
Mila, S. P., Siam, H. H., Nazin, A. M., Hassan, M. M., & Sharmin, N. K. (2023). Riding Safe with IoT: Developing a Smart Helmet for Accurate Accident Location Detection and Automated Notification through SMS and Social Media Platforms.
Ramya, G. S., Vamsi, K., Chandini, N. J., & Jagadeesh, M. S. (2022) Smart Detection of Helmet Using IoT and Image Processing. International Journal for Advanced Research in Science And Technology.
Rao, P. K., Sai, P. T., Kumar, N. V., & Sagar, S. K. (2020). Design and implementation of smart helmet using IoT. In International Conference of Advance Research & Innovation (ICARI).
Raut, S., Jadhav, M., Kadam, I., & Kadam, N. (2022) Smart Helmet. International Journal For Research In Applied Science And Engineering Technology.
Santhakumar, G., Levin, A., Pratheep, S., Pavish, S., Ramkumar, B., & Muthukumar, R. (2023, May). Smart helmet for vehicles using iot for accident avoidance. In 2023 2nd International Conference on Applied Artificial Intelligence and Computing (ICAAIC) (pp. 1337-1341). IEEE.
Sasirekha, S., Swamynathan, S., Gokul, Y., & Kirthana, P. (2016, December). Smart helmet with emergency notification system-a prototype. In 3rd International Conference on Wireless Communication and Sensor Networks (WCSN 2016) (pp. 50-56). Atlantis Press.
Selvam, N., Sampath, M., Madhavan, J. S., Sharmitha, T., & Mugesh, D. S. (2023, January). IoT based Smart Communication System for Accident Prevention. In 2023 5th International Conference on Smart Systems and Inventive Technology (ICSSIT) (pp. 562-566). IEEE.
Sneha, K., Reddy, J., & Ganesh, P. (2023, May). IoT Based Smart Helmet for Workers in Mines Using LoraWAN. In 2023 2nd International Conference on Vision Towards Emerging Trends in Communication and Networking Technologies (ViTECoN) (pp. 1-6). IEEE.
Solus, J., Rakotondraibe, M., Yu, X., Yi, W. J., Gromov, M., & Saniie, J. (2023, May). IoT-Enabled Smart Bike Helmet with an AI-Driven Collision Avoidance System. In 2023 IEEE International Conference on Electro Information Technology (eIT) (pp. 175-179). IEEE.
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