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2022 | OriginalPaper | Chapter

14. A Meta Sensor-Based Autonomous Vehicle Safety System for Collision Avoidance Using Li-Fi Technology

Authors : Amil Roohani Dar, Munam Ali Shah, Mansoor Ahmed

Published in: Intelligent Cyber-Physical Systems for Autonomous Transportation

Publisher: Springer International Publishing

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Abstract

The primary objective of an autonomous vehicle (AV) is to provide a safe and driverless vehicle experience on the road. To accomplish collision free journey, an AV collects data from external entities such as camera, Lidar, radar, etc. and passes this data to a safety algorithm. This algorithm detects and monitors the steering, acceleration, and braking behavior of the vehicle. This can be a very dangerous situation if these internal components which control the behavior of AV fail to accept the instructions. Moreover, if there is a collision on the road, the AV must communicate and transfer data (position, direction, speed, alerts, etc.) with other AVs. There is a need to detect any type of failure in the AV in advance to ensure safety of all the users of the road. This chapter proposes a collision avoidance system for AVs. The proposed system introduces the concept of Meta Sensor in the AVs with fast communication technology Li-Fi to forward the message to leading vehicle (LV) to avoid collision. The aim is to detect the internal sensors behavior in advance with the use of Meta Sensor to avoid collisions. As soon, the failure of any internal sensor is detected, other AVs are immediately informed through exchange of messages and Li-Fi Technology. Emulation using NetLogo shows that in case of a sensor failure, an accident situation is avoided in minimum amount of time.

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Literature
1.
go back to reference Meng, Q., & Qu, X. (2012). Estimation of rear-end vehicle crash frequencies in urban road tunnels. Accident Analysis & Prevention, 48, 254–263.CrossRef Meng, Q., & Qu, X. (2012). Estimation of rear-end vehicle crash frequencies in urban road tunnels. Accident Analysis & Prevention, 48, 254–263.CrossRef
2.
go back to reference Chen, C., Zhang, G., Tarefder, R., Ma, J., Wei, H., & Guan, H. (2015). A multinomial logit model-Bayesian network hybrid approach for driver injury severity analyses in rear-end crashes. Accident Analysis & Prevention, 80, 76–88.CrossRef Chen, C., Zhang, G., Tarefder, R., Ma, J., Wei, H., & Guan, H. (2015). A multinomial logit model-Bayesian network hybrid approach for driver injury severity analyses in rear-end crashes. Accident Analysis & Prevention, 80, 76–88.CrossRef
3.
go back to reference George, R., Vaidyanathan, S., Rajput, A. S., & Deepa, K. (2019). Li-Fi for vehicle to vehicle communication–A review. Procedia Computer Science, 165, 25–31.CrossRef George, R., Vaidyanathan, S., Rajput, A. S., & Deepa, K. (2019). Li-Fi for vehicle to vehicle communication–A review. Procedia Computer Science, 165, 25–31.CrossRef
5.
go back to reference Dua, A., Sharma, P., Ganju, S., Jindal, A., Aujla, G. S., Kumar, N., & Rodrigues, J. J. P. C. (2018). RoVAN: A rough set-based scheme for cluster head selection in vehicular ad-hoc networks. In: 2018 IEEE Global Communications Conference (GLOBECOM) (pp. 206–212). IEEE. Dua, A., Sharma, P., Ganju, S., Jindal, A., Aujla, G. S., Kumar, N., & Rodrigues, J. J. P. C. (2018). RoVAN: A rough set-based scheme for cluster head selection in vehicular ad-hoc networks. In: 2018 IEEE Global Communications Conference (GLOBECOM) (pp. 206–212). IEEE.
6.
go back to reference Garg, S., Singh, A., Kaur, K., Aujla, G. S., Batra, S., Kumar, N., & Obaidat, M. S. (2019). Edge computing-based security framework for big data analytics in VANETs. IEEE Network, 33(2), 72–81.CrossRef Garg, S., Singh, A., Kaur, K., Aujla, G. S., Batra, S., Kumar, N., & Obaidat, M. S. (2019). Edge computing-based security framework for big data analytics in VANETs. IEEE Network, 33(2), 72–81.CrossRef
7.
go back to reference Abdulshaheed, H. R., Yaseen, Z. T., Salman, A. M., & Al_Barazanchi, I. (2020). A survey on the use of WiMAX and Wi-Fi on Vehicular Ad-Hoc Networks (VANETs). IOP Conference Series: Materials Science and Engineering, 870(1), 012122. Abdulshaheed, H. R., Yaseen, Z. T., Salman, A. M., & Al_Barazanchi, I. (2020). A survey on the use of WiMAX and Wi-Fi on Vehicular Ad-Hoc Networks (VANETs). IOP Conference Series: Materials Science and Engineering, 870(1), 012122.
8.
go back to reference Akbar, M. S., Khan, M. S., Khaliq, K. A., Qayyum, A., & Yousaf, M. (2014). Evaluation of IEEE 802.11 n for multimedia application in VANET. Procedia Computer Science, 32, 953–958.CrossRef Akbar, M. S., Khan, M. S., Khaliq, K. A., Qayyum, A., & Yousaf, M. (2014). Evaluation of IEEE 802.11 n for multimedia application in VANET. Procedia Computer Science, 32, 953–958.CrossRef
9.
go back to reference Yogarayan, S., Razak, S. F. A., Azman, A., Abdullah, M. F. A., Raman, K. J., Muthu, K. S., & Ibrahim, S. Z. (2020). A comprehensive study of vehicle communication framework in Malaysia. Journal of Physics: Conference Series, 1502(1), 012012. Yogarayan, S., Razak, S. F. A., Azman, A., Abdullah, M. F. A., Raman, K. J., Muthu, K. S., & Ibrahim, S. Z. (2020). A comprehensive study of vehicle communication framework in Malaysia. Journal of Physics: Conference Series, 1502(1), 012012.
10.
go back to reference Moon, S., Moon, I., & Yi, K. (2009). Design, tuning, and evaluation of a full-range adaptive cruise control system with collision avoidance. Control Engineering Practice, 17(4), 442–455.CrossRef Moon, S., Moon, I., & Yi, K. (2009). Design, tuning, and evaluation of a full-range adaptive cruise control system with collision avoidance. Control Engineering Practice, 17(4), 442–455.CrossRef
11.
go back to reference van den Berg, J., Wilkie, D., Guy, S. J., Niethammer, M., & Manocha, D. (2012). LQG-obstacles: Feedback control with collision avoidance for mobile robots with motion and sensing uncertainty. In: IEEE International Conference on Robotics and Automation (pp. 346–353). van den Berg, J., Wilkie, D., Guy, S. J., Niethammer, M., & Manocha, D. (2012). LQG-obstacles: Feedback control with collision avoidance for mobile robots with motion and sensing uncertainty. In: IEEE International Conference on Robotics and Automation (pp. 346–353).
12.
go back to reference Razzaq, S., Riaz, F., Mehmood, T., & Ratyal, N. I. (2016). Multi-factors based road accident prevention system. In: 2016 International Conference on Computing, Electronic and Electrical Engineering (ICE Cube) (pp. 190–195). Razzaq, S., Riaz, F., Mehmood, T., & Ratyal, N. I. (2016). Multi-factors based road accident prevention system. In: 2016 International Conference on Computing, Electronic and Electrical Engineering (ICE Cube) (pp. 190–195).
13.
go back to reference Malin, F., Norros, I., & Innamaa, S. (2019). Accident risk of road and weather conditions on different road types. Accident Analysis & Prevention, 122, 181–188.CrossRef Malin, F., Norros, I., & Innamaa, S. (2019). Accident risk of road and weather conditions on different road types. Accident Analysis & Prevention, 122, 181–188.CrossRef
14.
go back to reference Shangguan, Q., Fu, T., & Liu, S. (2020). Investigating rear-end collision avoidance behavior under varied foggy weather conditions: A study using advanced driving simulator and survival analysis. Accident Analysis & Prevention, 139, 105499.CrossRef Shangguan, Q., Fu, T., & Liu, S. (2020). Investigating rear-end collision avoidance behavior under varied foggy weather conditions: A study using advanced driving simulator and survival analysis. Accident Analysis & Prevention, 139, 105499.CrossRef
16.
go back to reference Ashraf, I., Hur, S., Shafiq, M., & Park, Y. (2019). Catastrophic factors involved in road accidents: Underlying causes and descriptive analysis. PLoS One, 14(10), e0223473.CrossRef Ashraf, I., Hur, S., Shafiq, M., & Park, Y. (2019). Catastrophic factors involved in road accidents: Underlying causes and descriptive analysis. PLoS One, 14(10), e0223473.CrossRef
17.
go back to reference Takai, I., Harada, T., Andoh, M., Yasutomi, K., Kagawa, K., & Kawahito, S. (2014). Optical vehicle-to-vehicle communication system using LED transmitter and camera receiver. IEEE Photonics Journal, 6(5), 1–14.CrossRef Takai, I., Harada, T., Andoh, M., Yasutomi, K., Kagawa, K., & Kawahito, S. (2014). Optical vehicle-to-vehicle communication system using LED transmitter and camera receiver. IEEE Photonics Journal, 6(5), 1–14.CrossRef
18.
go back to reference Wang, J., Zou, N., Dong, W., Kentaro, I., Zensei, I. H. A., & Namihira, Y. (2012). Experimental study on visible light communication based on LED. The Journal of China Universities of Posts and Telecommunications, 19, 197–200.CrossRef Wang, J., Zou, N., Dong, W., Kentaro, I., Zensei, I. H. A., & Namihira, Y. (2012). Experimental study on visible light communication based on LED. The Journal of China Universities of Posts and Telecommunications, 19, 197–200.CrossRef
19.
go back to reference Davis, L. C. (2020). Optimal merging into a high-speed lane dedicated to connected autonomous vehicles. Physica A: Statistical Mechanics and Its Applications, 555, 124743.CrossRef Davis, L. C. (2020). Optimal merging into a high-speed lane dedicated to connected autonomous vehicles. Physica A: Statistical Mechanics and Its Applications, 555, 124743.CrossRef
20.
go back to reference Millard-Ball, A. (2018). Pedestrians, autonomous vehicles, and cities. Journal of Planning Education and Research, 38(1), 6–12.CrossRef Millard-Ball, A. (2018). Pedestrians, autonomous vehicles, and cities. Journal of Planning Education and Research, 38(1), 6–12.CrossRef
21.
go back to reference Cui, J., & Sabaliauskaite, G. (2018). US: An unified safety and security analysis method for autonomous vehicles. In: Future of Information and Communication Conference (pp. 600–611). Cui, J., & Sabaliauskaite, G. (2018). US: An unified safety and security analysis method for autonomous vehicles. In: Future of Information and Communication Conference (pp. 600–611).
22.
go back to reference Al Abdulsalam, N., Al Hajri, R., Al Abri, Z., Al Lawati, Z., & Bait-Suwailam, M. M. (2015). Design and implementation of a vehicle to vehicle communication system using Li-Fi technology. In: 2015 International Conference on Information and Communication Technology Research, ICTRC 2015 (pp. 136–139). https://doi.org/10.1109/ICTRC.2015.7156440 Al Abdulsalam, N., Al Hajri, R., Al Abri, Z., Al Lawati, Z., & Bait-Suwailam, M. M. (2015). Design and implementation of a vehicle to vehicle communication system using Li-Fi technology. In: 2015 International Conference on Information and Communication Technology Research, ICTRC 2015 (pp. 136–139). https://​doi.​org/​10.​1109/​ICTRC.​2015.​7156440
23.
go back to reference Mohammed, D., Bourzig, D. K. D., Abdelkim, M., & Mokhtar, K. (2017, May 15). Digital data transmission via Visible Light Communication (VLC): Application to vehicle to vehicle communication. In: 4th International Conference on Control Engineering and Information Technology, CEIT 2016. https://doi.org/10.1109/CEIT.2016.7929059 Mohammed, D., Bourzig, D. K. D., Abdelkim, M., & Mokhtar, K. (2017, May 15). Digital data transmission via Visible Light Communication (VLC): Application to vehicle to vehicle communication. In: 4th International Conference on Control Engineering and Information Technology, CEIT 2016. https://​doi.​org/​10.​1109/​CEIT.​2016.​7929059
24.
go back to reference Mamatha, K. R., & Pavithra, S. (2018). Visible light communication in intelligent transportation system for I2V and V2V mode. International Research Journal of Engineering and Technology. www.irjet.net Mamatha, K. R., & Pavithra, S. (2018). Visible light communication in intelligent transportation system for I2V and V2V mode. International Research Journal of Engineering and Technology. www.​irjet.​net
25.
go back to reference Agyemang, J. O., Kponyo, J. J., & Mouzna, J. (2017). Light fidelity (Li-Fi) as an alternative data transmission medium in VANET. In: 2017 European Modelling Symposium (EMS) (pp. 213–217). Agyemang, J. O., Kponyo, J. J., & Mouzna, J. (2017). Light fidelity (Li-Fi) as an alternative data transmission medium in VANET. In: 2017 European Modelling Symposium (EMS) (pp. 213–217).
26.
go back to reference Gurav, M. S. S., Ghatage, A. F., Nandgave, S. S., & Kole, R. S. (2019). Inter-vehicle communication system using Li-Fi technology. Journal of Telecommunication Study, 4(2), 1–5. Gurav, M. S. S., Ghatage, A. F., Nandgave, S. S., & Kole, R. S. (2019). Inter-vehicle communication system using Li-Fi technology. Journal of Telecommunication Study, 4(2), 1–5.
27.
go back to reference Kulkarni, S., Darekar, A., & Shirol, S. (2017). Proposed framework for V2V communication using Li-Fi technology. In: 2017 International Conference on Circuits, Controls, and Communications (CCUBE) (pp. 187–190). Kulkarni, S., Darekar, A., & Shirol, S. (2017). Proposed framework for V2V communication using Li-Fi technology. In: 2017 International Conference on Circuits, Controls, and Communications (CCUBE) (pp. 187–190).
28.
go back to reference Anitha, R., Bharathi, S., Jayalakshmi, J., Nancy, J., & Thiruppathi, M. (2017). Accident avoidance by using Li-Fi technology in automobiles. Asian Journal of Applied Science and Technology, 1(2). www.ajast.net Anitha, R., Bharathi, S., Jayalakshmi, J., Nancy, J., & Thiruppathi, M. (2017). Accident avoidance by using Li-Fi technology in automobiles. Asian Journal of Applied Science and Technology, 1(2). www.​ajast.​net
29.
go back to reference Singh, P. (n.d.). VANET based intelligent transportation system. Singh, P. (n.d.). VANET based intelligent transportation system.
30.
go back to reference Aleem Jamali, A., Kumar Rathi, M., Hakeem Memon, A., & Das, B. (2018). Collision Avoidance between vehicles through Li-Fi based communication system. IJCSNS International Journal of Computer Science and Network Security, 18(12), 81. Aleem Jamali, A., Kumar Rathi, M., Hakeem Memon, A., & Das, B. (2018). Collision Avoidance between vehicles through Li-Fi based communication system. IJCSNS International Journal of Computer Science and Network Security, 18(12), 81.
33.
go back to reference Kavyapriya, S. (2019). Review paper on vehicle to vehicle communication for crash avoidance system. Journal of Electrical & Electronic Systems, 8(295), 2332–2796. Kavyapriya, S. (2019). Review paper on vehicle to vehicle communication for crash avoidance system. Journal of Electrical & Electronic Systems, 8(295), 2332–2796.
34.
go back to reference Sivakumar, S., Alagumurugan, A., Baala Vignesh, G., & Dhanush, S. (2020). Accident analysis and avoidance by V2V communication using LI-FI technology. International Research Journal of Modernization in Engineering Technology and Science, 730. www.irjmets.com Sivakumar, S., Alagumurugan, A., Baala Vignesh, G., & Dhanush, S. (2020). Accident analysis and avoidance by V2V communication using LI-FI technology. International Research Journal of Modernization in Engineering Technology and Science, 730. www.​irjmets.​com
37.
go back to reference Nachimuthu, S., Pooranachandran, S., & Aarthi, B. S. (2016). Design and implementation of a vehicle to vehicle communication system using Li-Fi technology. International Research Journal of Engineering and Technology. www.irjet.net Nachimuthu, S., Pooranachandran, S., & Aarthi, B. S. (2016). Design and implementation of a vehicle to vehicle communication system using Li-Fi technology. International Research Journal of Engineering and Technology. www.​irjet.​net
40.
go back to reference Cui, J., Liew, L. S., Sabaliauskaite, G., & Zhou, F. (2019). A review on safety failures, security attacks, and available countermeasures for autonomous vehicles. Ad Hoc Networks, 90, 101823.CrossRef Cui, J., Liew, L. S., Sabaliauskaite, G., & Zhou, F. (2019). A review on safety failures, security attacks, and available countermeasures for autonomous vehicles. Ad Hoc Networks, 90, 101823.CrossRef
41.
go back to reference Tisue, S., & Wilensky, U. (2004). NetLogo: Design and implementation of a multi-agent modeling environment. In: Proceedings of the Agent 2004 Conference on Social Dynamics: Interaction, Reflexivity and Emergence, Chicago, IL. Center for Connected Learning and Computer-Based Modeling. Northwestern University, Evanston, IL. Tisue, S., & Wilensky, U. (2004). NetLogo: Design and implementation of a multi-agent modeling environment. In: Proceedings of the Agent 2004 Conference on Social Dynamics: Interaction, Reflexivity and Emergence, Chicago, IL. Center for Connected Learning and Computer-Based Modeling. Northwestern University, Evanston, IL.
Metadata
Title
A Meta Sensor-Based Autonomous Vehicle Safety System for Collision Avoidance Using Li-Fi Technology
Authors
Amil Roohani Dar
Munam Ali Shah
Mansoor Ahmed
Copyright Year
2022
DOI
https://doi.org/10.1007/978-3-030-92054-8_14

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