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《Journal of Changsha Communications University》 2006-02
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Forecasting the Traffic Volume by the Model of GRNN and Studing It's Realization

WEI Jin-yan,RU Feng (School of Information Engineering,Chang'an University,Xi'an 710064,China)  
According to the formation of a traffic volume,the relationship between traffic volume and relative factors and the characteristics of traffic forecast are analyzed.A general regression neural network(GRNN) model for traffic volume forecast is established.Adapting and extrapolation forecast are made with specimens out of the historical statistical date of the traffic volume and other economic indices of a typical section of a highway from 1985 to 1995.The effectiveness of using GRNN to forecast traffic volume is demonstrated.
【CateGory Index】: U491.14
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【References】
Chinese Journal Full-text Database 10 Hits
1 WEI An-jing,LI Ze-ying,WANG Jun,TIAN Li,BI Song-me(Anhui Prov.Key Lab.of Elec.and Contr.,Anhui University of Technology and Science,Wuhu 241000,China);Application of GRNN in predicting heat permeability of the fabric[J];Journal of Anhui University of Technology and Science(Natural Science);2007-02
2 Sun Yu,Xu Ke-lin,Qin Wei (1.College of Mechanical Engineering,Tongji University,Shanghai 201804,China; 2.Shanghai Volkswagen Co.Ltd,Shanghai 201805,China);Risk Assessment of Project Contractors Based on Generalized Regression Neural Network[J];Industrial Engineering Journal;2011-03
3 YANG Jing1,ZHOU Jie-min2,PENG Hao-yi2(1.Guangdong Electric Power Design Institute,Guangzhou,Guangdong 510663,China;2.School of Energy Science and Engineering,Central South University,Changsha,Hunan 410083,China);Prediction Study on Property of Blended Coals Based on GRNN[J];Guangdong Electric Power;2011-11
4 LI Maohua1,ZHU Zhengyan2,MA Lu1,LIU Min1;Coverage Analysis and Simulation Study for Traffic Flow after Traffic Accidents on Expressways[J];Technology of Highway and Transport;2011-06
5 JIA Hua-ping1,2(1.College of Mathematics and Information Science,Weinan Teachers' University,Weinan 714000,China;; 2.Center of Network Engineering Technology,Weinan Teachers' University,Weinan 714000,China);GRNN neural network in the application of power system load forecasting[J];Electronic Design Engineering;2012-03
6 LI Jie1 WANG Ke1 WANG Hang2 (Hohai University,Nanjing 210098,China)1 (Nanjing University of Science and Technology,Nanjing 210094,China)2;Highway Freight Prediction Method Based on GRNN[J];Computer and Communications;2007-03
7 Lu Ning,Yu Cai,Tang Wei(University of Electronic Science and Technology of China,Chengdu 611731);GRNN Small Target Detection Based on Sea Clutter[J];Fire Control Radar Technology;2012-02
8 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
9 ZHOU Shaolong,ZHOU Feng((School of Navigation,Wuhan Univ.of Technology,Wuhan 430063,China);GRNN model for prediction of port cargo throughput based on time series[J];Journal of Shanghai Maritime University;2011-01
10 Zhang Yali,La Guoyan (Office of Laboratory and Equipment Administration,China University of Mining and Technology,Xuzhou,221116,China);Application of Generalized Regression Neural Network in Information Analysis and Forecasting[J];Journal of Data Acquisition and Processing;2009-S1
【Citations】
Chinese Journal Full-text Database 1 Hits
1 ZHAO Chuang,LIU Kai,LI Dian-sheng(School of Traffic and Transport, Beijing Jiaotong University, Beijing 100044, China);Freight Volume Forecast Based on GRNN[J];Journal of The China Railway Society;2004-01
【Co-citations】
Chinese Journal Full-text Database 10 Hits
1 LIU Qingfeng,YIN Jiuren(Institute of Fundamental Mechanics & Material Engineering,Xiangtan University,Xiangtan411105,China);Status quo and prospects of the neural network intelligence and ability diagnosis in concrete structure[J];Sichuan Building Science;2007-01
2 Zhang Jiangong~1 Liu Baoquan~2 Liu Jiawei~1(1.Equipment Repair and Cooperation Center of Angang2.Cold Rolling Plant of Angang New Steel Co.,Ltd.);Adaptive Control and Simulation Research of Single Neuron for Hydraulic AGC Electro-hydraulic Servo System[J];Angang Technology;2006-03
3 WANG Hong-min,GAO Zhan-ge,JIANG Hai-ying(Seamless Tube Plant of Steel Union Co.Ltd.of Baotou Steel(Group)Corp.,Baotou 014010,Nei Monggol,China);Study on the Prediction of Tube Wall Thickness Based on Neural Network[J];Science & Technology of Baotou Steel(Group) Corporation;2009-01
4 ZENG Yong, TAN Hong-li, HUANG Xin-sheng (School of Electromechanical Engineering & Automation, National University of Defense Technology, Changsha 410073, China);Temperature Compensation of SINS Based on Neural Network[J];Ordnance Industry Automation;2006-09
5 LIU Di1,TANG Yong-hong2,WANG Jing1,LIU Xiao-lei3(1.Dept.of Control Engineering,Naval Aeronautical & Astronautical University,Yantai 264001,China;2.Dept.of Material Engineering,Yantai Vocation Institute,Yantai 264676,China;3.Dept.of Basic Theories,Naval Aeronautical & Astronautical University,Yantai 264001,China);PID Control Algorithm Based on Improved BP Neural Network[J];Ordnance Industry Automation;2010-03
6 Liu Hong Ren Kun Chen Wenkai (Beijing University of Technolog,Beijing 100022,China);Neural Network Based Comparative Study of Genetic and BP Training Algorithms[J];Journal of Beijing Polytechnic College;2008-02
7 Pei Zhongcai Yin Li Wang Zhanlin(School of Automation Science and Electrical Engineering, Beijing University of Aeronautics and Astronautics, Beijing 100083, China);Simulating turntable control system with neural network[J];Journal of Beijing University of Aeronautics and Astronautics;2005-09
8 Xu Xiangyang Wang Shuhan Tang Pengxiang Shi Gang(Dept.of Automobile Engineering,Beijing University of Aeronautics and Astronautics,Beijing 100083,China);Algorithm of multi-objective prediction on logistics volume of combined transportation[J];Journal of Beijing University of Aeronautics and Astronautics;2006-10
9 Dong Weijie (School of Automation Science and Electrical Engineering,Beijing University of Aeronautics and Astronautics,Beijing 100083,China)Liu Changhua(Base of Flight Safety Civil Aviation Flight University of China,Chengdu 610000,China)Song Hua(School of Automation Science and Electrical Engineering,Beijing University of Aeronautics and Astronautics,Beijing 100083,China);Human perceive system of simulative aircraft based on PIDNN[J];Journal of Beijing University of Aeronautics and Astronautics;2008-02
10 Hu Yuling(School of Electricity and Information Engineering,Beijing 100044);Research on Identification of Dynamic System Based on T-S Recurrent Fuzzy Neural Network[J];Journal of Beijing Institute of Civil Engineering and Architecture;2006-03
China Proceedings of conference Full-text Database 7 Hits
1 Qi-yi Zhang Zhi Zhang Dong Mei Transportation Command Department of Automobile Management Institute,Bengbu,Anhui,233011;Application of Combination of Genetic Algorithm and Neural Network to the Forecast of Material Transportation Quantity on the Road[A];[C];2010
2 Liu Yong, Zhao Zixian(College of Sciences and Technology, Inner Mongolia University, Hohhot 010021);Smith-PID Control Based on RBF NN Tuning and Its Application[A];[C];2005
3 Zhao Guo-xin (Intelligent Department,Automation Research and Design Institute of Metallurgical Industry,Beijing,100071);Intelligent Control System for Coke Oven[A];[C];2008
4 ZhangHong WangJianming (Harbin Institute of Technology(Weihai),Weihai 264200 China);The application of Neural Network Predictive Control Technology in VAV Air Conditioning Room[A];[C];2008
5 ;冷轧机液压AGC神经网络自适应PID控制的研究[A];[C];2008
6 Liu Baoquan Liu Jun Lian Fayong (Cold Roll Workshop of Ansteel Co.,Ltd.,Anshan,114021);Study on Neural Network Adaptive PID Control of Hydraulic AGC System Cold Rolling Mill[A];[C];2009
7 MA Liangyu,GE Yinping,SHI Zhenxing Department of Automation,North China Electric Power University,Baoding 071003,P.R.China;Feedback-Compensated Neural Network Inverse Control for Superheated Steam Temperature of a 600MW Supercritical Boiler Unit[A];[C];2011
【Co-references】
Chinese Journal Full-text Database 10 Hits
1 REN Jian,ZHAO Renda,MAO Xueming(Civil Engineering College,Southwest Jiaotong University,Chengdu610031,China);Study of fatigue load spectrum for highway bridge[J];Sichuan Building Science;2007-01
2 HE Qin~1,GAO Jian-hua~1,LIU Wei~2(1.Department of Chemistry,Zhengzhou University,Zhengzhou 450052;2.Department of Biological Engineering,Zhengzhou University,Zhengzhou 450052);Application of Generalized Regression Neural Network into Internal Quality Evaluation of Flue-cured Tobaccos[J];Journal of Anhui Agricultural University;2005-03
3 RONG Chao-he(Research Center for Transport Development,Beijing Jiaotong University,Beijing 100044,China);Necessity of Economic Analysis Based on Transport Resources[J];Journal of Beijing Jiaotong University(Social Sciences Edition);2006-04
4 TIAN Yuan,XU Shou-bo,SONG Bo-hui,HUANG Shao-song (School of Economics and Management,Beijing Jiaotong University,Beijing 100044,China);Research on the Relations between MF and Economic Development[J];Journal of Beijing Jiaotong University(Social Sciences Edition);2008-02
5 YAO Zhi-sheng,SHAO Chun-fu,GAO Yong-liang(School of Traffic and Transportation,Beijing Jiaotong University,Beijing 100044,China);Research on Methods of Short-Term Traffic Forecasting Based on Support Vector Regression[J];Journal of Beijing Jiaotong University;2006-03
6 CHEN Yong-chang, MA Chong-fang, XING Xiao-kai, CHEN Xiao-zhuan (Key Laboratory of Enhanced Heat Transfer and Energy Conservation, Ministry of Education, and Key Laboratory of Heat Transfer and Energy Conversion, Beijing Education Commission, Beijing University of Technology, Beijing 100022, China);Experimental Study of Fouling Mechanism on Heat Transfer Surface[J];Journal of Beijing Polytechnic University;2005-S1
7 Xiong Junjiang\ \ Gao Zhentong (Beijing University of Aeronautics and Astronautics,Dept. of Flight Vehicle Design and Applied Mechanics);ACTURAL LOAD SPECTRUM DATA TREATMENT SYSTEM[J];JOURNAL OF BEIJING UNIVERSITY OF AERONAUTICS AND ASTRONAUTICS;1996-04
8 Yan Chuliang\ Zhuo Ningsheng\ Gao Zhentong (Beijing University of Aeronautics and Astronautics,Dept. of Flight Vehicle Design and Applied Mechanics);Model of Rain Flow Real Time Counting Method[J];JOURNAL OF BEIJING UNIVERSITY OF AERONAUTICS AND ASTRONAUTICS;1998-05
9 WeiJianping; LiHuade; Yu Datai; Feng Yang(Information Engineering School, UST Beijing, Beting 100083, China);Modeling for A Complicated Industrial Object Based on Recurrent Neural Network[J];JOURNAL OF UNIVERSITY OF SCIENCE AND TECHNOLOGY BEIJING;1999-04
10 HUANG Cong-ming,LI Zhi-jian(School of Chemical Engineering and Environment, Beijing Institute of Technology, Beijing100081, China);Modeling of Chemical Dynamic Systems Based on Modified Recursive Neural Network Structures[J];Journal of Beijing Institute of Technology;2004-07
China Proceedings of conference Full-text Database 1 Hits
1 Yang Zhen, Wang Hui (Research Center of Intelligent Transportation System, Institute of System Engineering, Zhejiang University, Hangzhou 310027, China);Short-term Traffic Flow Forecasting Based on Non-Parametric Regression with Branch Flow[A];[C];2007
【Secondary References】
Chinese Journal Full-text Database 10 Hits
1 YUAN He1,LUO Wen1,LIU Fu-cheng2(1.The Center for Modern Chinese City Studies,East China Normal University,Shanghai 200062,China;2.School of Geodesy and Geomatics Engineering,Huaihai Institute of Technology,Lianyungang 222001,China);Predict the land surface elevation by general neural network residual Kriging[J];Journal of Anhui University(Natural Sciences Edition);2010-05
2 Ai Hu1,2,Wu Dengjun1 (1.College of Animal Sci-Technology,Sichuan Agricultural University,Sichuan Yaan 625014,China;2.Guizhou Police Officer Vocational College,Guizhou Guiyang 550005,China);A Study on the Application of GRNN to Predict The Traits of Liangshan Semi-Wool Sheep[J];Guizhou Journal of Animal Husbandry and Veterinary Medicine;2010-01
3 Wang Xinzhi1),Zhu Mingkun2) and Cao Shuang1) 1)School of Remote Sensing,Nanjing University of Information Science and Technology,Nanjing 210044 2)Qingdao Institute of Surveying Mapping and Geotechnical Investigation,Qingdao 260032;TRANSFORMATION OF GPS HEIGHT BASED ON GENERAL REGRESSION NEURAL NETWORK[J];Journal of Geodesy and Geodynamics;2011-06
4 DONG Chunjiao1,2,SHAO Chunfu2,XIONG Zhihua2(1.Center for Transportation Research,the University of Tennessee,Tennessee 37996,USA;2.MOE Key Laboratory for Urban Transportation Complex Systems Theory and Technology,Beijing Jiaotong University,Beijing 100044,China);Identification of traffic states with optimized SVM method on urban expressway network[J];Journal of Beijing Jiaotong University;2011-06
5 CHEN Wei-gen1,XI Hong-juan1,SU Xiao-ping1,LIU Wen2(1.State Key Laboratory of Power Transmission Equipment & System Security and New Technology, Chongqing University,Chongqing 400030,China; 2.College of Material Science and Engineering,Chongqing University,Chongqing 400030,China);Application of Generalized Regression Neural Network to Transformer Winding Hot Spot Temperature Forecasting[J];High Voltage Engineering;2012-01
6 MENG Jie, LV Zheng-bing(School of Mechanical Engineering, Changshu Institute of Technology, Changshu 215500, China);A Forecasting Model for Road Traffic Accident Based on RBF Neural Networks[J];Journal of Changshu Institute of Technology;2012-02
7 Jia Jinqing Zhang Lihua Meng Gang(State Key Laboratory of Coastal and Offshore Engineering,Dalian University of Technology,Dalian 116023,China);CALCULATION METHOD FOR DAMAGE INDEX OF RC BEAM UNDER FATIGUE LOADING[J];Industrial Construction;2012-08
8 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
9 DONG Chun-jiao,SHAO Chun-fu,CHEN Xiao-ming,LI Juan(Key Laboratory for Urban Transportation Complex Systems Theory and Technology,Beijing Jiaotong University,Beijing 100044,China);Road network dynamic splitting based on time-space characteristic of traffic flow[J];Journal of Jilin University(Engineering and Technology Edition);2010-06
10 PING Ping,LIU Da-you,YANG Bo,JIN Di,FANG Fang,MA Si-jia,TIAN Ye,WANG Yong(School of Computer Science and Technology,Jilin University,Changchun 130012,China);Research on the Combinational Model for Predicting the Pork Price[J];Computer Engineering & Science;2010-05
【Secondary Citations】
Chinese Journal Full-text Database 3 Hits
1 Zhang Yongjun Ye Huaizhen Ren Min (School of Transp. Eng., Southwest Jiaotong University, Chengdu 610031, China);Study on Transportation Demand Forecast Using Neural Network Model[J];Journal of Southwest Jiaotong University;1999-05
2 Zhao Jiyang Xiong Tianwen (School of Transp.Eng., Southwest Jiaotong University, Chengdu 610031, China);An Improved Feedforward Neural Network Method for Predicting Railway Freight Transportation[J];Journal of Southwest Jiaotong University;1998-03
3 Shao Liangshan Gao Shulin (University of Engineering and Technology of Liaoning,Fuxin 123000);Building Cost Estimating Model by Artificial Neural Network[J];SYSTEMS ENGINEERING-THEORY & PRACTICE;1997-02
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