Title :
A promising CUDA-accelerated vehicular area network simulator using NS-3
Author :
Yip, Chok M. ; Asaduzzaman, Abu
Author_Institution :
Dept. of Electr. Eng. & Comput. Sci., Wichita State Univ., Wichita, KS, USA
Abstract :
Both size and computational activities of Vehicular Area Network (VANET) are growing. Simulation of VANETs not only requires the simulation of network standards, but also requires the mobility of nodes. Such a dynamic system involves computations of node distances, routing protocols, application layers, data send, data receive, etc. The simulation model of VANET requires both hardware and software supports to deal with massive computational problems. Currently available network simulators, like Network Simulator 3 (NS-3), are not adequate for simulating large-scale VANET systems. In this work, we propose a Compute Unified Device Architecture (CUDA)-assisted VANET simulation model for multicore Central Processing Unit (CPU) / manycore Graphics Processing Unit (GPU) platform to increase computational throughput. The proposed VANET/GPU simulator uses NS-3 as the core engine and improves throughput by exploiting massively parallel processing on the GPU. Experimental results show that the overall computation speedup can be increased up to 129x by using the proposed VANET/GPU simulator.
Keywords :
graphics processing units; multiprocessing systems; parallel processing; routing protocols; vehicular ad hoc networks; CPU; CUDA-accelerated vehicular area network simulator; CUDA-assisted VANET simulation model; GPU platform; NS-3; Network Simulator 3; VANET systems; VANET/GPU simulator; application layers; computational activities; computational problems; compute unified device architecture; data receive; data send; hardware; manycore graphics processing unit; multicore central processing unit; network standards; parallel processing; routing protocols; Computational modeling; Data models; Graphics processing units; Road transportation; Standards; Vehicles; Vehicular ad hoc networks; CUDA architecture; Computational throughput; GPU computing; NS-3; VANET; modeling and simulation;
Conference_Titel :
Performance Computing and Communications Conference (IPCCC), 2014 IEEE International
Conference_Location :
Austin, TX
DOI :
10.1109/PCCC.2014.7017048