TOWARDS ZERO ACCIDENTS: A SURVEY OF DETECTION AND PREVENTION SYSTEMS

Authors

  • Mr Nithin K Research Scholar KIT, Dept of CSE, Kalpataru Institute Of Technology Tiptur- 572201
  • Dr. Raviprakash M L Professor, AI & ML Department, Kalpataru Institute Of Technology Tiptur- 572201

DOI:

https://doi.org/10.29121/shodhkosh.v5.i6.2024.3567

Keywords:

Smart Irrigation, Machine Learning, Internet of Things, Application

Abstract [English]

The increase in the number of vehicles being owned has resulted in a corresponding increase in road accidents, requiring the development of sophisticated methods for detecting and preventing accidents. This study provides a thorough examination of current technology and systems designed to reduce the consequences of road accidents. We analyze a diverse array of methodologies, including IoT-based systems, machine learning techniques, and sensor-based solutions. Although there have been notable advancements in accident detection, emergency response, and driver behavior analysis, there are still obstacles to overcome in terms of infrastructure, data protection, and practical use in real-world scenarios. The study highlights significant areas of research that have not been addressed and provides a clear plan for future research to improve the efficiency of accident detection and prevention systems. This article outlines the creation and use of a cutting-edge Automatic Speed Control System (ASCS) for cars, using up-to-the-minute geolocation data. The ultimate objective is to formulate all-encompassing approaches that use technology progress to provide safer conditions on roads.

References

Alvi Unaiza, Khattak Muazzam, Shabir Balawal, Malik Asad, Ramzan and Muhammad Sher. (2020). “A Comprehensive Study on IoT Based Accident Detection Systems for Smart Vehicles”. IEEE Access. PP. 1-1. 10.1109/ACCESS.2020.3006887. DOI: https://doi.org/10.1109/ACCESS.2020.3006887

Aslam Shehzad, Islam Shahid, Nigar Natasha, Ajagbe Sunday and Adigun Matthew. “An IoT-Based Automatic Vehicle Accident Detection and Visual Situation Reporting System”, Journal of Advanced Transportation. 2024. DOI 1-14. 10.1155/2024/4719669. DOI: https://doi.org/10.1155/2024/4719669

S. M. Gowri, P. Anitha, D. Srivaishnavi and M. Nithya, "Internet of Things based Accident Detection System," 2019 Third International conference on I-SMAC (IoT in Social, Mobile, Analytics and Cloud) (I-SMAC), Palladam, India, 2019, pp. 159-163, doi: 10.1109/I-SMAC47947.2019.9032490. DOI: https://doi.org/10.1109/I-SMAC47947.2019.9032490

Alkhaiwani, Amal Hussain, and Badr Soliman Alsamani, "A Framework and IoT-Based Accident Detection System to Securely Report an Accident and the Driver’s Private Information" MDPI, 2023, DOI https://doi.org/10.3390/su15108314 DOI: https://doi.org/10.3390/su15108314

Almoshaogeh, Meshal, Radfan Abdulrehman, Husnain Haider, Fawaz Alharbi, Arshad Jamal, Saif Alarifi, and Md. Shafiquzzaman. "Traffic Accident Risk Assessment Framework for Qassim, Saudi Arabia: Evaluating the Impact of Speed Cameras" Applied Sciences, 2021, DOI https://doi.org/10.3390/app11156682 DOI: https://doi.org/10.3390/app11156682

Sharma Shivani and Sebastian Shoney, “IoT based car accident detection and notification algorithm for general road accidents”. International Journal of Electrical and Computer Engineering (IJECE), 2019, DOI 10.11591/ijece.v9i5.pp4020-4026. DOI: https://doi.org/10.11591/ijece.v9i5.pp4020-4026

Sneha Shinde, Siddhant Sonawane, Atish Unhawane and Ankita wadvale “Iot Based Vehicle Accident Detection System”, IRJMETS, 2023 https://www.doi.org/10.56726/IRJMETS37434

Dimitrios Zavantis, Dimitrios Mandalozis, Ansar Yasar, Lumbarda Hasimi, “Automatic Accident Detection System Using IoT Compared to the Systems that a Traffic Centre Uses for Accident Detection”, Procedia Computer Science, 2024, DOI https://doi.org/10.1016/j.procs.2023.12.152. DOI: https://doi.org/10.1016/j.procs.2023.12.152

S. S. Thomas, S. Gupta and V. K. Subramanian, "Event Detection on Roads Using Perceptual Video Summarization," in IEEE Transactions on Intelligent Transportation Systems, vol. 19, no. 9, pp. 2944-2954, Sept. 2018, doi: 10.1109/TITS.2017.2769719. DOI: https://doi.org/10.1109/TITS.2017.2769719

Zhang, Z. (2023). “Traffic Event Detection from Consumer Vehicle Sensor Data: An Autonomous Vehicle Study”, Sage Journals, 2023, https://doi.org/10.1177/03611981221105065 DOI: https://doi.org/10.1177/03611981221105065

Balfaqih, Mohammed, Soltan Abed Alharbi, Moutaz Alzain, Faisal Alqurashi, and Saif Almilad. 2022. "An Accident Detection and Classification System Using Internet of Things and Machine Learning towards Smart City" Sustainability, 14, no. 1: 210. https://doi.org/10.3390/su14010210 DOI: https://doi.org/10.3390/su14010210

Vadhwani D, Thakor D, “Statistical Analysis of Vehicle Detection in the ITS Application for Monitoring the Traffic and Road Accident Using Internet of Things”. Springer, Singapore, 2021, DOI https://doi.org/10.1007/978-981-15-6229-7_5 DOI: https://doi.org/10.1007/978-981-15-6229-7_5

Minglong Zhang, Nariman Ghodrati, Mani Poshdar, Boon-Chong Seet, Sira Yongchareon, “A construction accident prevention system based on the Internet of Things (IoT)”, Safety Science, 2023, DOI https://doi.org/10.1016/j.ssci.2022.106012. DOI: https://doi.org/10.2139/ssrn.4156360

N. Kumar, D. Acharya and D. Lohani, "An IoT-Based Vehicle Accident Detection and Classification System Using Sensor Fusion," in IEEE Internet of Things Journal, vol. 8, no. 2, pp. 869-880, 15 Jan.15, 2021, doi: 10.1109/JIOT.2020.3008896. DOI: https://doi.org/10.1109/JIOT.2020.3008896

Onesimu J A, Kadam A and Sagayam K.M. “Internet of things based intelligent accident avoidance system for adverse weather and road conditions”. J Reliable Intell Environ 7, 299–313 (2021). https://doi.org/10.1007/s40860-021-00132-7 DOI: https://doi.org/10.1007/s40860-021-00132-7

Lakshmi Narayanan, K. et al. (2022). “Internet of Things Based Smart Accident Recognition and Rescue System Using Deep Forests ML Algorithm”. Springer, Cham. https://doi.org/10.1007/978-3-030-90119-6_4 DOI: https://doi.org/10.1007/978-3-030-90119-6_4

Dashora, C., Sudhagar, P.E. and Marietta, J. “IoT based framework for the detection of vehicle accident”. Cluster Comput 23, 1235–1250 (2020). https://doi.org/10.1007/s10586-019-02989-z DOI: https://doi.org/10.1007/s10586-019-02989-z

N. Kumar, D. Acharya and D. Lohani, "An IoT-Based Vehicle Accident Detection and Classification System Using Sensor Fusion," in IEEE Internet of Things Journal, vol. 8, no. 2, pp. 869-880, 15 Jan.15, 2021, doi: 10.1109/JIOT.2020.3008896. DOI: https://doi.org/10.1109/JIOT.2020.3008896

S. Ur Rehman, S. A. Khan, A. Arif and U. S. Khan, "IoT-based Accident Detection and Emergency Alert System for Motorbikes," 2021 International Conference on Artificial Intelligence and Mechatronics Systems (AIMS), Bandung, Indonesia, 2021, pp. 1-5, doi: 10.1109/AIMS52415.2021.9466055. DOI: https://doi.org/10.1109/AIMS52415.2021.9466055

P. Josephinshermila, S. Sharon priya, K. Malarvizhi, Ramakrishna hegde, S. Gokul Pran, B. Veerasamy, “Accident detection using Automotive Smart Black-Box based Monitoring system”, Measurement: Sensors, 2023, DOI https://doi.org/10.1016/j.measen.2023.100721. DOI: https://doi.org/10.1016/j.measen.2023.100721

O. A, A. A. Oyefiade, K. A. Olatunji, O. B. Abiola, S. E. Obamiyi and B. Badeji-Ajisafe, "Internet of Things (Iot) Enabled Automobile Accident Detection and Reporting System ", 5th Information Technology for Education and Development (ITED), Abuja, Nigeria, 2022, pp. 1-8, doi: 10.1109/ITED56637.2022.10051224. DOI: https://doi.org/10.1109/ITED56637.2022.10051224

A. Geetha | Shahanaz Khan N | Sneha Rajagopal | Soundariya B "An IOT based solution for Road Accidents" Published in International Journal of Trend in Scientific Research and Development (ijtsrd), ISSN: 2456-6470, Volume-2 | Issue-3, April 2018, pp.921-926, https://www.ijtsrd.com/papers/ijtsrd11158.pdf DOI: https://doi.org/10.31142/ijtsrd11158

Arthanareeswaran J, Karunanidhi B, Muruganantham S, Dhamodharan A and Swarnamma, S.K.C. “Automatic vehicle accident indication and reporting system for road ways using internet of things”. International Journal of Safety and Security Engineering, 2021, https://doi.org/10.18280/ijsse.110307 DOI: https://doi.org/10.18280/ijsse.110307

Nesakumar Darwin, Suresh T, Aarthi M, Gomathi K, Aarthi G and Mugilan P. “Accident Detection, Alert and Tracking System Based on IoT”. European Journal of Translational and Clinical Medicine. 2020, 7. 1370-1374.

Raghad Alnashwan, Malak Mashaabi, Areej Alotaibi, Hala Qudaih, and Lamya Albraheem. “IoT Based Accident Prevention System using Machine Learning techniques”. In Proceedings of the 2023 6th Artificial Intelligence and Cloud Computing Conference (AICCC '23). Association for Computing Machinery, New York, NY, USA, 179–188. 2024, https://doi.org/10.1145/3639592.3639617 DOI: https://doi.org/10.1145/3639592.3639617

Manasa Manchala, Harikrishna Bommala, Vijaya Rama Raju and Ruby Pant “IoT-Based System for Automated Accident Detection and Rescue”, E3S web of conferences, 2023, https://doi.org/10.1051/e3sconf/202343001159 DOI: https://doi.org/10.1051/e3sconf/202343001159

Prof. P. R. Rane, Mrunali Bhagawatrao Chaudhari, Tanaya Anil Bhombe, Saurabh Pravin Mishra, Aaditya Vijayrao Mankar, Arpita Gajanan Gadekar and Shruti Raju Dongre, “IoT Based Accident Detection and Rescue System”, IJIRSET, 2022 DOI:10.15680/IJIRSET.2022.1105102

Rishija Singh, Suniti Purbey and Student “Review Paper on IoT Based Automatic Vehicle Accident Detection and Messaging System”, Semantic Scholar, 2021, https://api.semanticscholar.org/CorpusID:247759393

Unaiza Alvi, Muazzam A. Khan Khattak, Balawal Shabir, Asad Waqar Malik, And Sher Ramzan Muhammad “A Comprehensive Study on IoT Based Accident Detection Systems for Smart Vehicles”, IEEE Access, 2020, DOI 10.1109/ACCESS.2020.3006887 DOI: https://doi.org/10.1109/ACCESS.2020.3006887

Ayesha, Amreen & Chakravarthi, Komalavalli. (2023). Smart Ambulances for IoT Based Accident Detection, Tracking and Response. Journal of Computer Science, 2023, 19. 677-685. 10.3844/jcssp.2023.677.685. DOI: https://doi.org/10.3844/jcssp.2023.677.685

Mr, Malothuraman Dev Singh and Pusala, Sai Krishna and Motla, Ruchitha Sai and Ramya, Akudari and Vyshnavi, Myla and Vinay, Machapathri, IoT Based Accident Detection & Street Light Management (August 2, 2023). International Journal for Innovative Engineering & Management Research, SSRN: https://ssrn.com/abstract=4802501

Sattibabu, Gummarekula. “Automatic Vehicle Speed Control With Wireless In-Vehicle Road Sign Delivery System Using ARM 7”, international journal of technology enhancements and emerging engineering research, (2021) vol 2, issue 8 issn 2347-4289

Aaron Don M. Africa, Miguel Luis B. Esteban, Harley M. Orines, “Vehicular Speed Limiting Control System in Critical Zones Using Global Positioning System”, IJETER, 2020 https://doi.org/10.30534/ijeter/2020/72852020 DOI: https://doi.org/10.30534/ijeter/2020/72852020

Saminathan, Sathiskumar. “Automatic Vehicle Speed Control System in A Restricted Zone”. International Journal of Scientific & Technology Research. (2020) 9. 2207-2210

A. Adarsh et al., "Integrated Real-time Vehicle Speed Control System using RFID and GPS," Second International Conference on Inventive Research in Computing Applications (ICIRCA), 2020, doi: 10.1109/ICIRCA48905.2020.9182925. DOI: https://doi.org/10.1109/ICIRCA48905.2020.9182925

M.M.Santhosh kumar, S.Bharath kumar reddy, S.Siva kumar reddy and Dr. J.Kirubakaran “Automatic Speed Control Of Vehicle Using Video Processing”. IRJET Volume: 07 Issue: 07 | July 2020 e-ISSN: 2395-0056 p-ISSN: 2395-0072

Prof. Komalakumari, Theerthesh G K, Lincy W S K, Akayla Dhananjay, Ravi Kumar N “Zone Based Automatic Speed Controller”, International Journal of Research in Engineering and Science (IJRES) ISSN (Online): 2320-9364, ISSN (Print): 2320-9356 Volume 11 Issue 5 May 2023 PP. 501-504

Ms. D. Shobana1, Mr. M.Manimurugan, N.Jackson3, A. Subash4, S. Harish5, K. Tamizhventhan6 “Automatic Speed Control and Accident Avoidance of vehicle” IRJET Volume: 08 Issue: 04 | Apr 2021 e-ISSN: 2395-0056 p-ISSN: 2395-0072

Antoine G, Mikeka C, Bajpai G, Jayavel K. “Speed Management Strategy: Designing an IoT-Based Electric Vehicle Speed Control Monitoring System”. Sensors. 2021; 21(19):6670. https://doi.org/10.3390/s21196670 DOI: https://doi.org/10.3390/s21196670

Suman, M., Krishna, P.G., Kasyap, D.V., & Harika, K. (2018). GPS enabled embedded veichle speed limiting device for electric veichles. International journal of engineering and technology, 7, 212. DOI:10.14419/ijet.v7i2.7.10604 DOI: https://doi.org/10.14419/ijet.v7i2.7.10604

Hadi Pranoto, Adul Mutalib Leman, Dafit Feriyanto, Andi Adriansyah and Abdi Wahab “The innovative design of automatic speed limiter device for trucks and buses based on road location analysis” SINERGI 2022 DOI https://dx.doi.org/10.22441/sinergi.2022.1.003 DOI: https://doi.org/10.22441/sinergi.2022.1.003

Dr. G. Bhuvaneswari, Dr. G Manikandan “A Smart Speed Governor Device for Vehicle Using Iot” Webology (ISSN: 1735-188X) Volume 19, Number 2, 2022

Challagonda Sai Krishna Reddy, Sheri Anvesh Reddy, Marella Neelam Reddy and A.Rajesh “Automatic Speed Control Of Vehicles In Restricted Areas Using IR and GSM” irjmets 2022 Volume:04/Issue:06/June-2022

Shaik Mohammad Alia, Shaik Mulla Zubair b and Zafar Ali Khan N ab “Vehicle Control Speed Based on GPS Matching Posted Speeds/Images”. Ijrpr 2022 DOI https://doi.org/10.55248/gengpi.2022.3.6.21 DOI: https://doi.org/10.55248/gengpi.2022.3.6.21

S. A. Prakash, A. Mohan R, R. M. Warrier, R. Arun Krishna, S. Bhaskar A and A. K. Nair, "Real Time Automatic Speed Control Unit for Vehicles," IEEE 2nd International Conference 2018, doi: 10.1109/I-SMAC.2018.8653721. DOI: https://doi.org/10.1109/I-SMAC.2018.8653721

Mrs. J. Aarthy Suganthi Kani, Amal P V, Monisha D, Shuchika S, Sarath Babu A S “Zone Based Vehicle Speed Control System”. IJAMES 2023 Volume 5, Issue 2 Feb. 2023, pp: 542-554 DOI: 10.35629/5252-0502542554

Tian X, Zheng Q, Yu Z, Yang M, Ding Y, Elhanashi A, Saponara S, Kpalma K. “A Real-Time Vehicle Speed Prediction Method Based on a Lightweight Informer Driven by Big Temporal Data”. Big Data and Cognitive Computing 2023; 7(3):131. https://doi.org/10.3390/bdcc7030131 DOI: https://doi.org/10.3390/bdcc7030131

A. Om Venkat Pavan Kumar, D. Nandini, M. Manobi Sairam, B.P. Madhusudan, “Development of GPS & GSM Based Bdvanced System for Tracking Vehicle Speed Violations and Accidents”, sciencedirect 2023 https://doi.org/10.1016/j.matpr.2021.07.051. DOI: https://doi.org/10.1016/j.matpr.2021.07.051

Monisha S M, Janav S, Pavan Kumar M G and L Srinivasan, “Solar based Automatic Speed Control of Vehicles in Sensitive Zones”, (IJERT) Volume 09, Issue 05 (May 2020), DOI: 10.17577/IJERTV9IS050282 DOI: https://doi.org/10.17577/IJERTV9IS050282

Avaneesh Verma, Vishal Kanojiya, Gaurav Kumar Pandey, Kushagra Verma and Prof. (Dr.) Shailendra Tahilyani “Speed Limiting and Control of Vehicle in Restricted Zone Automatically”, International Journal for Research in Applied Science & Engineering Technology (IJRASET) 2023 DOI https://doi.org/10.22214/ijraset.2023.51371 DOI: https://doi.org/10.22214/ijraset.2023.51371

Luciano Aparecido Barbosa, Diogenes Cortijo Costa, Henrique Cândido de Oliveira, “Evaluation of low-cost GNSS receivers for speed monitoring”, Case Studies on Transport Policy, ScienceDirect, 2021, DOI https://doi.org/10.1016/j.cstp.2021.12.005. DOI: https://doi.org/10.1016/j.cstp.2021.12.005

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Published

2024-06-30

How to Cite

K, M. N., & M L, R. (2024). TOWARDS ZERO ACCIDENTS: A SURVEY OF DETECTION AND PREVENTION SYSTEMS. ShodhKosh: Journal of Visual and Performing Arts, 5(6), 466–478. https://doi.org/10.29121/shodhkosh.v5.i6.2024.3567