Full-Text Search:
Home|Journal Papers|About CNKI|User Service|FAQ|Contact Us|中文
《Journal of Changshu Institute of Technology》 2012-02
Add to Favorite Get Latest Update

A Forecasting Model for Road Traffic Accident Based on RBF Neural Networks

MENG Jie, LV Zheng-bing(School of Mechanical Engineering, Changshu Institute of Technology, Changshu 215500, China)  
The characteristic of road traffic accident is first analyzed, and the usual methods for research on it are generally introduced. And based on checking the advantage of RBF Neural Networks on handling the highly non-linear problems, a forecasting model utilizing RBF Neural Networks is put forward. By means of the traffic accident data of the years from 1990 to 2009 in China, a forecast model using RBF Neural Networks is built to predict the traffic accidents occurring in the years from 2000 to 2010 and the result shows that the model has high reliance and can provide fundamental data for the road traffic management of the administrative department.
【CateGory Index】: TP183;U491.31
Download(CAJ format) Download(PDF format)
CAJViewer7.0 supports all the CNKI file formats; AdobeReader only supports the PDF format.
【References】
Chinese Journal Full-text Database 2 Hits
1 CHEN Bin-feng;ZHU Wei;ZHU Hai-yan;School of Traffic & Transportation,Chongqing Jiaotong University;Dept.of Traffic &Transportation,Qinghai Nationality University;;Forecasting model of road traffic accidents based on support vector machine optimized by genetic algorithm[J];Technology & Economy in Areas of Communications;2013-06
2 ZHAO An-ling;ZHANG Jian-xu;ZHANG Zi-yang;School of Traffic & Transportation,Chongqing Jiaotong University;;Forecasting traffic accidents based on PSO-SVM[J];Technology & Economy in Areas of Communications;2013-06
【Citations】
Chinese Journal Full-text Database 6 Hits
1 QIAO Wei-de(Changzhou Television & Radio University,Changzhou 213001,China);Application of genetic algorithm and neural network in the traffic accident forecast[J];Electric Drive Automation;2008-01
2 CHEN Peng,LI Xu-hong,SUN Hua-can(School of Transportation,Southeast University,Nanjing Jiangsu 210096,China);Analysis of Traffic Accident Based on Fractal Theory[J];Journal of Highway and Transportation Research and Development;2008-03
3 MENG Jie,YU Zhi,YAN Guang-hui(1.Tianjing Eng.Normal College,Tianjin 300222;2.Guilin Road Management Buearu 541002,China);Building and Application Reserch of the Traffic Accident Gray Model[J];Journal of East China Jiaotong University;2006-05
4 LIU Xiu-qing,YU Ren-de,FAN Dong-kai(School of Transport and Vehicle Engineering,Shandong University of Technology,Zibo 255049,China);Traffic accident prediction based on GRNN[J];Journal of Shandong University of Technology(Natural Science Edition);2007-02
5 Wang Qiuxia,Zuo Dan,Peng Xiahua;Traffic Accident Prediction Based on RBF Network[J];Shanxi Science and Technology;2009-04
6 WU Lu-rong,Assoc. Prof.(College of Computer & Information, Fujian Agriculture & Forestry University, Fuzhou 350002,China);Application of Markov Chain Model to the Prediction of Traffic Accidents Based on Fuzzy Clustering Analysis[J];China Safety Science Journal(CSSJ);2007-12
【Co-citations】
Chinese Journal Full-text Database 10 Hits
1 XU Ting1,SUN Xiao-duan1,WANG Wei-li2,HE Yu-long1(1.Key Lab of Traffic Engineering,Beijing University of Technology,100124,Beijing China;2.Transportation Engineering Department,Xi'an Highway Research Institute,Xi'an,710058,China);Highway Accidents Statistical Analysis With Panel Data Model[J];Journal of Beijing University of Technology;2010-04
2 Zhang Yueqin et al;Application of Quotient Space Theory to Analysis of Road Traffic Accidents[J];Computer Development & Applications;2011-03
3 JI Ping1,DU Xiang-ming2(1.Shan Dong Hi-speed Construction Group Co.Ltd.,Ji nan 250000,China;2.Shandong LuQiao Ggroup Co.Ltd.,Jinan 250021,China);Prediction of Volumetric Index of Asphalt Mixture Based on Genetic Algorithm and Neural Network[J];Construction & Design for Project;2012-01
4 LI Hongqi,LU Guangquan(School of Transportation Science and Engineering,Beihang University,Beijing 100088,China);Intelligent Transportation Networks Based on Constructal Law[J];Journal of Highway and Transportation Research and Development;2009-S1
5 YANG You-chan,HUANG Zhe,ZHOU Hui-long(College of Electrical Engineering,Guangxi University,Nanning 540004,China);Simulation Research on Modified DE and Generalized Neural Network in Traustormer's Fault Diagnosis[J];Electric Switchgear;2012-05
6 WANG Hong-de;ZHAO Ting;School of Civil and Safety Engineering,Dalian Jiaotong University;;Gray Prediction and Black-Spots Analysis of Road Traffic Accidents[J];Journal of Dalian Jiaotong University;2014-01
7 HOU Jian-shu;ZHANG Hua;College of Electrical Engineering & Renewable Energy,China Three Gorges University;College of Civil Engineering & Architecture,China Three Gorges University;;Study on Deformation Prediction Bp Network of Coastal Soft-base Road Foundation with Matlab[J];Highway;2014-02
8 ZHAI Bao-lei;WANG Wen-hao;HU Sheng-hua;PANG Hai-long;Aeronautical Radio Electronics Research Institute,AVIC;;Target Threat Assessment Based on Improved GRNN[J];Electronics Optics & Control;2015-10
9 HUANG Chong-zhen,LIANG Jing-guo(School of Economics and Management,Harbin Engineering University,Harbin 150001,China);Predicting construction quality of a marine drilling platform based on GRNN[J];Journal of Harbin Engineering University;2009-03
10 SHEN Zhenyu1 SHEN Jinyuan 1 LIU Jianjun2 LIU Runjie1 (1.School of Information Engineering,Zhengzhou University,Zhengzhou 450001)(2.Zhengzhou Filiale,Tobacco Company of Henan Province,Zhengzhou 450001);Application of Automatic Classification of Tobacco Based on Feature Analysis of Neural Networks[J];Computer & Digital Engineering;2012-07
【Co-references】
Chinese Journal Full-text Database 10 Hits
1 LI Xiang-yong, ZHANG Nan, JIANG Ge-fu (School of Traffic and Transportation,Southwest Jiaotong University,Sichuan Chengdu 610031,China);Grey-markov Model for Forecasting Road Accidents[J];Journal of Highway and Transportation Research and Development;2003-04
2 ZHANG Ying-lu (No.710 Research Institute,China Shipbuilding Industry Corporation,Yiehang 443003,China);Internet Traffic Forecasting Based on Support Vector Machine Optimized by Genetic Algorithm[J];Computer Science;2008-05
3 TANG Qiusheng DU Yingying(School of Traffic and Transportation,Chongqing Jiaotong University,Chongqing 400074,China);A Model of Traffic Accident Forecast Based on BP Neural Network[J];Journal of Transport Information and Safety;2011-01
4 Qin Liyan1) Shao Chunfu2) Zhao Liang1)(Department of Transportation and Logistics EngineeringShandong Jiaotong University,Jinan 250023,China)1)(School of Traffic and Transportation,Beijing Jiaotong University,Beijing 100044,China)2);Macro Prediction Model of Road Traffic Accident Based on Neural Network[J];Journal of Wuhan University of Technology(Transportation Science & Engineering);2010-01
5 WANG Fu-jian~1,LI Tie-qiang~2,YU Chuan-zheng~3(1.Institute of Transportation Engineering,Zhejiang University,Hangzhou 310027,Zhejiang,China;2.Cangzhou Transportation Bureau of Hebei Province,Cangzhou 061000,Hebei,China;3.Road Traffic Administration Bureau,Public Security Department of Zhejiang Province,Hangzhou 310007,Zhejiang,China);Grey Verhulst Predictive Model of Road Traffic Accidents[J];Journal of Traffic and Transportation Engineering;2006-01
6 Yuan Wei1,Fu Rui1,Guo Ying-shi1,Han Wen-li2(1.School of Automobile,Chang'an University,Xi'an 710064,Shaanxi,China;2.Public Security Bureau of Shaanxi Airport of Civil Aviation,Xi'an 710075,Shaanxi,China);Prediction model of death toll resulted from road traffic accidents[J];Journal of Traffic and Transportation Engineering;2007-04
7 XUE Da-wei1,SONG Cheng-ju1,2(1.College of Automobile and Traffic Engineering,Heilongjiang Institute of Technology,Harbin 150050,China;2.Harbin Institute of Technology,Harbin 150090);The combined prediction model on road traffic accidents[J];Technology & Economy in Areas of Communications;2013-01
8 ZHOU De-qiang(School of Information and Mathematics,Yangtze University,Jingzhou 434023 China);Nonlinear Combination Forecasting of Road Traffic Accident Based on LS-SVM[J];Journal of Xihua University(Natural Science Edition);2010-03
9 WEN Pei-na1, ZHANG Zhi-yong1,2, LUO Bing3 (1.Beijing Wuzi University, Beijing 101149; 2.School of Management, Hefei University of Technology, Hefei 230009; 3.Tarim Oilfield Branch of PetroChina, Ku'erle 841000, China);Prediction and Analysis on Logistics Demand in Beijing Based on BP Neural Network[J];Logistics Technology;2009-06
10 ZHOU Wei xing (College of Automobile Engineering, Xi′an Highway University, Xi′an 710064, China);Study on the Forecast Model of Traffic Accidents with Grey Theory[J];JOURNAL OF XI'AN HIGHWAY UNIVERSITY;2000-02
【Secondary Citations】
Chinese Journal Full-text Database 10 Hits
1 WEI Jin-yan,RU Feng (School of Information Engineering,Chang'an University,Xi'an 710064,China);Forecasting the Traffic Volume by the Model of GRNN and Studing It's Realization[J];Journal of Changsha Communications University;2006-02
2 TIAN Zhi-guang1,ZHANG Hui-fen2,LANG Li-guo1(1.Automation Research Institute of Dalian Maritime University,Dalian 116026,China;2.Control College of Jinan University,Jinan 250022,China);Application of Neural Network Based on Genetic Algorithm to the Recognition of UHF PD Patterns of Generator Stator[J];Large Electric Machine and Hydraulic Turbine;2006-01
3 XUE Wan-lei,YU Ji-lai (Department of Electrical Engineering,Harbin Institute of Technology,Harbin 150001,Heilongjiang Province,China);Application of Fractal Extrapolation Algorithm in Load Forecasting[J];Power System Technology;2006-13
4 ;Fractal and Forecast of Mine Cu Pollution Based on R/S Analysis[J];Mining Safety & Environmental Protection;2006-05
5 WANG Gang (Yunnan Vocational and Technical College of Communications,Kunming 650101,China);Grey-markov Model for Forecasting Road Accidents[J];Journal of Guangdong Communications Polytechnic;2006-01
6 LI Xiang-yong, ZHANG Nan, JIANG Ge-fu (School of Traffic and Transportation,Southwest Jiaotong University,Sichuan Chengdu 610031,China);Grey-markov Model for Forecasting Road Accidents[J];Journal of Highway and Transportation Research and Development;2003-04
7 XU Xue-ming,WANG Li,RONG Jian(Traffic Engineering Research Institute,Beijing University of Technology,Beijing 100022,China);Application of Power Spectrum in Research of Chaos in Traffic Flow[J];Journal of Highway and Transportation Research and Development;2006-03
8 Chai Tao\ Liu Yucun\ Yu Guoxin (North China Institute of Technology, Taiyuan 030051);GREY PREDICTION AND RELATIVITY ANALYSIS OF THE TRAFFIC ACCIDENTS[J];JOURNAL OF NORTH CHINA INSTITUTE OF TECHNOLOGY;1998-01
9 Liao Zhi-wei Ye Qing-hua Wang Gang Wen Fu-shuan (College of Electric Power,South China Univ.of Tech.,Guangzhou 510640,Guangdong,China);Adaptive Multi-Fault Diagnosis of Power System Based on GRNN[J];Journal of South China University of Technology(Natural Science);2005-09
10 Yao Huixue Lu Zhangping (College of Mechanical Engineering ,Jiangsu University of Science and Technology, Zhenjiang,212013);Study on Linear Fractal Interpolation for Random Engineering Curves[J];JOURNAL OF JIANGSU UNIVERSITY OF SCIENCE AND TECHNOLOGY;1999-04
©2006 Tsinghua Tongfang Knowledge Network Technology Co., Ltd.(Beijing)(TTKN) All rights reserved