Title :
A Mechanism of Predicting Network Simulation Performance Based on BP Nets
Author :
Yu, Jiahua ; Yu, Xiangzhan ; Wu, Gang ; Liu, LiPing
Author_Institution :
Sch. of Comput. Sci. & Technol., Harbin Inst. of Technol., Harbin, China
Abstract :
Performance analysis is a key issue in parallel network simulation. This paper proposes a new mechanism of parallel network simulation performance prediction. Analyzing the key factors of impacting parallel simulation performance, six parameters which may determine the time-cost of network simulation is presented. Then we adopt the Back Propagation (BP) network to approximate to the non-linear relation between time-cost and these parameters. So we can carry out a very good prediction to the new network simulation missions with BP nets. This mechanism also does not require configuring all the workstation with same kind of hardware/software environment.
Keywords :
backpropagation; computer network performance evaluation; digital simulation; parallel processing; BP nets; backpropagation network; hardware/software environment; network simulation performance; parallel network simulation; performance analysis; performance prediction; Analytical models; Computational modeling; Computer science; Computer simulation; Discrete event simulation; Electronic mail; Hardware; Performance analysis; Predictive models; Workstations; BP Nets; Parallel Network Simulation; Performance Prediction;
Conference_Titel :
Control, Automation and Systems Engineering, 2009. CASE 2009. IITA International Conference on
Conference_Location :
Zhangjiajie
Print_ISBN :
978-0-7695-3728-3
DOI :
10.1109/CASE.2009.114