NEURAL NETWORK-BASED DATA COMMUNICATION SYSTEM IN INTERNET OF VEHICLES

被引:0
|
作者
Zoican, Sorin [1 ]
Vochin, Marius [1 ]
Zoican, Roxana [1 ]
Galatchi, Dan [1 ]
机构
[1] Univ Politehn Bucuresti, Bucharest, Romania
来源
2020 13TH INTERNATIONAL CONFERENCE ON COMMUNICATIONS (COMM) | 2020年
关键词
neural network; Computer Unified Device Architecture (CUDA); Internet of Vehicles;
D O I
10.1109/comm48946.2020.9142007
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This paper proposes a communication system for Internet of Vehicles based on a neural network, to minimize the transferred data amount and energy consumption. Preliminary simulations justify the role of such systems and show that vehicle classification may reduce the network load significantly if the classification process is performed fast enough considering the number of vehicles in the communication area and their velocity. A flexible and scalable framework for a neural network implementation using Computer Unified Device Architecture technology is illustrated. The performance evaluation (computing time and speed-up) in neural network normal operation and training phase, comparing with similar CPU implementation, shows good results for average characteristics of commercial computers. This communication system can be used also in Internet of Things.
引用
收藏
页码:249 / 254
页数:6
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