Abstract
With the developments of ITS technology, it is considered that the V2V communication is necessary for the new kinds of applications in the future. However, there are actually some subjects of wireless networks between vehicles caused by the fast movements or the radio noise of the moving vehicles. Thus, this paper proposes the Delay Tolerant Network System with the Adaptive Array Antenna controlled by the image recognition for the V2V Networks. In the proposed system, the target vehicle is recognized by the Machine Learning based image recognition system, the Kalman Filter algorithm to modify the influence of the vehicle’s speed or the obstacles in the way of the road controls the direction of the Adaptive Array Antenna. The paper especially deals with the implemented image recognition system and the antenna direction controls from the experimental results of the prototype system, and the results indicate the effectiveness of the proposed system for the V2V networks.
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References
Sakamoto, I., Hohuzu, H., Kozjima, R., Matumura, H., Takeuchi, T., Hasegawa, T., Tanaka, Y.: Fundamental study for inter-vehicle communication using smartphone. Natl. Traffic Saf. Environ. Lab. Forum. 2013, 127–128 (2013)
Kato, S., Minobe, N., Tsugawa, S.: Experimental report of inter-vehicle communications systems: a comparative and consideration of 5.8 GHz DSRC, wireless LAN, cellular phone, IEICE Technical Report (2012), ITS 103(242), pp. 23–28
Aizawa, T., Shigeno, H., Yashiro, T., Matushita, Y.: A vehicle grouping method using W–CDMA for road to vehicle and vehicle to vehicle communication. IEICE Technical Report, ITS 2000(83(2000-ITS-002)), 67–72 (2000)
Ochoa, M.N., Guizar, A., Maman, M., Duda, A.: Evaluating LoRa energy efficiency for adaptive networks: from star to mesh topologies. In: 2017 IEEE 13th International Conference on Wireless and Mobile Computing, Networking and Communications (WiMob), pp. 1–8 (2017)
Takano, S., Fujii, T., Umebayashi, K., Kamiya, Y., Suzuki, Y.: Ad-hoc wireless system cooperated with MAC protocol and adaptive array antenna. IEICE Trans. Commun. J91-B(5), 550–557 (2008)
Chiba, I., Yonezawa, R., Kihira, K..: Adaptive array antenna for mobile communication. In: IEEE International Conference on Phased Array Systems and Technology, pp. 109–112 (2000)
Karasawa, Y., Sekiguchi, T., Inoue, T.: The software antenna: a new concept of Kaleidoscopic antenna in multimedia radio and mobile computing era. IEICE Trans. Commun. E80-B, 1214–1217 (1997)
Yokoi, T., Iki, Y., Horikoshi, J., et al.: Software receiver technology and its applications. In: IEICE Trans. Commun. E83-B(6), 1200–1209 (2000)
Welch, G., Bishop, G.: The Kalman Filter. http://www.cs.unc.edu/~welch/kalman/
Welch, G., Bishop, G.: An Introduction to the Kalman Filter. University of North Carolina at Chapel Hill Department of Computer Science (2001)
Fall, K., Hooke, A., Torgerson, L., Cerf, V., Durst, B., Scott, K.: Delay-tolerant networking: an approach to interplanetary internet. Commun. Mag. IEEE 41(6), 128–136 (2003)
Spyropoulos, T., Psounis, K., Raghavendra, C.S.: Spray and wait: an efficient routing scheme for intermittently connected mobile networks. In: Proceedings of the 2005 ACM SIGCOMM Workshop on Delay-tolerant Networking, WDTN 2005, pp. 252–259 (2005)
Burgess, J., Gallagher, B., Jensen, D., Levine, B.: MaxProp: routing for vehicle-based disruption-tolerant networks. In: Proceedings of the 25th IEEE International Conference on Computer Communications, INFOCOM 2006, pp. 1–11 (2006)
Uchida, N., Kawamura, N., Shibata, Y., Shiratori, N.: Proposal of data triage methods for disaster information network system based on delay tolerant networking. In: The 7th International Conference on Broadband and Wireless Computing, Communication and Applications (BWCCA 2013), pp. 15–21 (2013)
Uchida, N., Shingai, T., Shigetome, T., Ishida, T., Shibata, Y.: Proposal of static body object detection methods with the DTN routing for life safety information systems. In: The 32nd International Conference on Advanced Information Networking and Applications Workshops (WAINA 2018), pp. 112–117 (2018)
Opencv: http://opencv.jp/cookbook/
Uchida N., Takahata, K., Shibata, Y., Shiratori, N.: Proposal of vehicle-to-vehicle based delay tolerant networks with adaptive array antenna control systems. In: The 8th International Workshop on Disaster and Emergency Information Network Systems (IWDENS 2016), pp. 649–654 (2016)
Uchida, N., Ichimaru, R., Ito, K. Ishida, T., Shibata, Y.: Implementation of adaptive array antenna controls with image recognitions for DTN based vehicle-to-vehicle networks. In: The 9th International Workshop on Disaster and Emergency Information Network Systems (IWDENS 2017), pp. 633–638 (2017)
Acknowledgement
This work was supported by SCOPE (Strategic Information and Communications R&D Promotion Programme) Grant Number 181502003 by Ministry of Internal Affairs and Communications in Japan.
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Uchida, N., Hashimoto, R., Sato, G., Shibata, Y. (2019). Adaptive Array Antenna Controls with Machine Learning Based Image Recognition for Vehicle to Vehicle Networks. In: Barolli, L., Kryvinska, N., Enokido, T., Takizawa, M. (eds) Advances in Network-Based Information Systems. NBiS 2018. Lecture Notes on Data Engineering and Communications Technologies, vol 22. Springer, Cham. https://doi.org/10.1007/978-3-319-98530-5_45
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DOI: https://doi.org/10.1007/978-3-319-98530-5_45
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