Title :
Study on traffic accidents prediction based on BP neural network
Author :
Zhang, Aixia ; Li, Xianghong ; Song, Huiying ; Ding, Wen
Author_Institution :
Sch. of Energy Sci. & Eng., Henan Polytech. Univ., Jiaozuo, China
Abstract :
The article starts from factors of people, vehicles, road and environment to traffic accidents, builds the three-layer BP neural network model based on the influence factors of traffic accidents, and trains and predicts the traffic accidents of 1998-2009 years in china. The results show that the BP neural networks model used to predict the traffic accidents is precise and feasible.
Keywords :
accidents; backpropagation; neural nets; road traffic; backpropagation; influence factors; three-layer BP neural network model; traffic accident prediction; Accidents; Biological neural networks; Data models; Neurons; Predictive models; Training; Transfer functions; BP neural network; prediction; traffic accident;
Conference_Titel :
Artificial Intelligence, Management Science and Electronic Commerce (AIMSEC), 2011 2nd International Conference on
Conference_Location :
Deng Leng
Print_ISBN :
978-1-4577-0535-9
DOI :
10.1109/AIMSEC.2011.6010932
