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《Journal of Traffic and Transportation Engineering》 2013-02
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Car ownership prediction method based on principal component analysis and hidden Markov model

SUN Lu1,2,YU Ye1,GU Wen-jun2(1.School of Transportation,Southeast University,Nanjing 210096,Jiangsu,China;2.Department of Civil Engineering,The Catholic University of America,Washington DC 20064,USA)  
The usual prediction methods of car ownership were analyzed,a new car ownership prediction method based on principal component analysis(PCA) and hidden Markov model(HMM) was put out.The 11 indexes including gross national income,per capita GDP,total population number,urbanization rate,total fixed asset investment,gross import and export,urban resident disposable income,steel output,highway passenger transport volume,highway freight transport volume,total retail sales of consumer goods were taken as the main influence factors of car ownership,and PCA was used to extract the principal components of main influence factors.The principal component and car ownership were taken as independent variable and dependent variable respectively,and the regression analysis model was set up.The annual growth rates of regression prediction values for car ownership were taken as hidden state,the relative errors between regression prediction values and actual values were taken as visible signal,the hidden Markov model was built,and the regression prediction values of car ownership were modified.Analysis result shows that based on car ownerships and the historical data of main influence factors in 1994-2008,the numbers of modified car ownership in 2009 and 2010 are 6.220 96×107 and 7.825 12×107 by using the proposed method.Compared with the actual values of car ownership in 2009 and 2010,relative errors are-0.95% and 0.30% respectively.So car ownership prediction method based on PCA and HMM has a high prediction accuracy and is suitable for short-term prediction.
【Fund】: 国家自然科学基金项目(51010044 U1134206)
【CateGory Index】: U491.14
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【Citations】
Chinese Journal Full-text Database 10 Hits
1 Cao Xiaofei,Shao Chunfu(School of City Traffic of Beijing Jiaotong University,Beijing 100044);Forecast of vehicle amount by elastic coefficient method in Beijng[J];Road Traffic & Safety;2008-04
2 ZHOU Qian 1, YANG Dong?yuan 2 (1 Changsha Communications University,Hunan Changsha 410076,China; 2 Tongji University,Shanghai 200092,China);Multi-relative Factor Forecast of Vehicle Population by Neural Network[J];Journal of Highway and Transportation Reseach andk Development;2001-06
3 ZHANG Yi1,CHEN Shu-yan1,2,WANG Wei2(1.Optoelectronics Key Laboratory of Jiangsu Province,Nanjing Normal University,Jiangsu Nanjing 210097,China;2.College of Transportation,Southeast University,Jiangsu Nanjing 210096,China);Survey of Traffic Volume Time Series Intelligent Compound Forecasting Methods[J];Journal of Highway and Transportation Research and Development;2006-08
4 WU Ming1,WANG Yingying2,FENG Qi2(1.School of Transportation,Southeast University,Nanjing Jiangsu 210096,China;2.Jiangsu Provincial Transportation Planning & Design Institute,Nanjing Jiangsu 210005,China);Research on Comprehensive Transportation Channel Layout Model Based on Main Component Analysis[J];Journal of Highway and Transportation Research and Development;2011-01
5 ZHU Can,ZHOU He-ping,ZHONG Bi-qiang(School of Traffic and Transportation Engineering,Changsha Universityof Science and Technology,Changsha 410004,China);Forecasting on vehicle population based on combined model with mixed neural network[J];Journal of Changsha University of Science & Technology(Natural Science);2011-02
6 ZHANG Wen-feng,SHI Zhong-ke College of Automation,Northwestern Polytechnical University,Xi'an 710072,China;Application of principal component analysis in evaluation of city road traffic safety[J];Computer Engineering and Applications;2007-36
7 ZHU Hai-qing CHEN Xue-wu Transportation College, Southeast University,Nanjing 210096,China;Amount Prediction of Motor-driven Vehicles Under the Influences of Road Network Service Level[J];Journal of Fransportation Engineering and Information;2005-04
8 HE Ming GUO Xiucheng (Southeast University,Nanjing 210096,China);Application of BP Neural Network Principal Component Analysis to Forecasting the Automobile Population[J];Computer and Communications;2007-04
9 WANG Qi,WANG Hua-lan(College of Traffic and Transportation Engineering,Lanzhou Jiaotong University,Lanzhou 730070,China);Combination Forecasting of Vehicle Population Based on the Entropy Method[J];Technology & Economy in Areas of Communications;2009-06
10 ZHONG Wei-zhou,WANG Jun(School of Economics and Finance,Xi'an Jiaotong University,Xi'an 710061,China);The Analysis of the Effective Factor of China's Civilian Vehicle Holdings and Its Policy Implications Based on the Factor Analysis[J];Statistics & Information Forum;2008-11
【Co-citations】
Chinese Journal Full-text Database 10 Hits
1 LIU Ling1,WU Kun-ti1,HUANG Guang-rui1,CHEN Ting-fu1,ZHANG Qing-guo2(1.Institute of Metorological Science,Hainan Province,Haikou 570203,China;2.College of Sciences,Anhui Agricultural University,Hefei 230036,China);INFLUENCE OF URBANIZATION ON THE URBAN THERMAL ISLAND IN HEFEI[J];Resources and Environment in the Yangtze Basin;2008-S1
2 PAN Huai-bing(Chongqing Communications Survey & Design Institute,Chongqing 401121,China);Evaluation of Asphalt Pavement Performance Based on Principal Component Analysis Method[J];Journal of Chongqing Jiaotong University(Natural Science);2010-06
3 Cao Xiaofei,Shao Chunfu(School of City Traffic of Beijing Jiaotong University,Beijing 100044);Forecast of vehicle amount by elastic coefficient method in Beijng[J];Road Traffic & Safety;2008-04
4 Ren Yulong Chen Rong Shi Lefeng(Chongqing University,Chongqing 400044,China);Prediction of Civil Vehicles' Possession Based on Combined Logistic Model[J];Journal of Industrial Technological Economics;2011-08
5 MA Yan-li~1,GAO Yue-e~2(1.Harbin Institute of Technology,School of Science and Engineering on Communication,Heilongjiang Harbin 150090,China;2.China Communication and Transportation Association,Beijing 100852 China);Forecast of Automobile Population in China[J];Journal of Highway and Transportation Research and Development;2007-01
6 YAO Zhi-sheng,SHAO Chun-fu,XIONG Zhi-hua(School of Traffic & Transportation,Beijing Jiaotong University,Beijing 100044,China);Research on Use of Support Vector Machine for Forecasting Link Travel Time[J];Journal of Highway and Transportation Research and Development;2007-09
7 REN Qi-liang1,2,XIE Xiao-song2,PENG Qi-yuan2 (1.School of Traffic and Transportation,Chongqing Jiaotong University,Chongqing 400074,China;2.School of Traffic and Transportation,Southwest Jiaotong University,Chengdu Sichuan 610031,China);GSVMR Model on Short-term Forecasting of City Road Traffic Volume[J];Journal of Highway and Transportation Research and Development;2008-02
8 GENG Rui,DOU Guangwu (Research Institute of Highway,Ministry of Transport,Beijing 100088,China);Problems Impeding Coordinated Development of Integrated Transport in Yangtze River Delta Region[J];Journal of Highway and Transportation Research and Development;2012-01
9 YANG Zhongwei1,2,WENG Jiancheng1,YAN Weipo1,LIU Xiaoming1,2(1.Beijing Key Lab of Traffic Engineering,Beijing University of Technology,Beijing 100124,China; 2.Beijing Municipal Commission of Transport,Beijing 100073,China);Model of Relation between Urban Transportation Development and Macroscopic Road Network Operation in Beijing[J];Journal of Highway and Transportation Research and Development;2012-06
10 WANG Hui-rong,CHEN Xin-liang,LI WEI-jun,LAI Jiang-liang Institute of Semiconductors,Chinese Academy of Sciences,Beijing 100083,China;Feature Analysis and Discrimination of Varieties of Corn Based on Near Infrared Spectra[J];Spectroscopy and Spectral Analysis;2010-12
China Proceedings of conference Full-text Database 2 Hits
1 WU Chaoyang LI Ning (School of Resources and Geosciences,China University of Mining and Technology,Xuzhou 221008);COMPREHENSIVE EVALUATION OF MINING SUBSIDENCE DAMAGE IN YUSHENFU MINING AREA BASED ON PRINCIPAL COMPONENT ANALYSIS[A];[C];2011
2 Han Xuemin,Pu Lijie (School of Geographic and Oceanographic Sciences,Nanjing University,Nanjing 210093,China);STUDY ON DEVELOPING AND PREDICTING ANALYSIS OF CULTIVATED LAND IN RAPIDLY URBANIZED AREA——A CASE STUDY OF WUJIANG CITY[A];[C];2009
【Secondary Citations】
Chinese Journal Full-text Database 10 Hits
1 PAN Zhi-gang,HAN Ying(School of Business Administration,Northeastern University,,Shenyang,Liaoning 110004,China);The Application of Combinatorial Forecast on Chinese Automobile Market Demand[J];Commercial Research;2006-20
2 LI Huacheng, TANG Yangshan, LI Jiang, XI Jianfeng, LI Wenbo (Transportation College of Jilin University, Changchun 130022; Hei Long Jiang Institute of Highway and Transport Research, Harbin 150080);Traffic Safety Evaluation for High-grade Highway Traffic Safety Based on Fuzzy Comprehensive Evalution[J];;2006-03
3 WANG Yi-ni (Economics Department of Canada Queens University,Canada);CAR OWNERSHIP FORECAST IN CHINA ——An Analysis Based on Gompertz Equation[J];Research On Financial and Economic Issues;2005-11
4 WANG Zheng-wu~1,XIAO Zheng-jun~2 (1. Transportation College ,Changsha University of Science and Technology,Changsha 410076, China; 2.Communication Bureau of Ningxiang County,Ningxiang Province,Ningxiang 410041, China);Prediction on the private car quantity in the city[J];Journal of Chongqing Jiaotong University;2004-05
5 CAO Xiaoshu, YAN Xiaopei;A REVIEW OF CORRIDOR AND TRANSPORT CORRIDOR[J];City Planning Review;2003-01
6 CHENG Ci-sheng, SU Ling-li (Transportation College, Changsha University of Science and Technology, Changsha 410076, China);Forecasting of Vehicle Population in China Based on Hereditary BP Algorithm[J];Journal of Changsha Communications University;2005-02
7 ZANG Xiao-dong1,3,ZHOU Wei2(1.Beijing Key Lab of Traffic Engineering,Beijing University of Technology,Beijing 100022,China;2.Research Institute of Highway,Ministry of Communications,Beijing 100088,China;3.School of Civil Engineering,Guangzhou University,Guangzhou 510006,China);Short-term traffic volume forecast for urban interchange based on RBF[J];Journal of Transport Science and Engineering;2009-03
8 XIA Qing-qing1,AN Peng-yu1,HE Yue-guang2,WU Sheng-cai2(1.Zhongsui Jianye Road & Bridge Engineering Co.,Ltd.,Beijing 100097,China;2.TransportationEngineering College,Changsha University of Science & Technology,Changsha 410004,China);Subsidence prediction of mining area based on the grey theory[J];Journal of Transport Science and Engineering;2010-03
9 QI Hong-guang(Shayang Teachers College,Hubei,Jingmen 448200,China);The Analysis Applied Researches Based on Multi-dimensional Return Mathematical Model[J];Journal of Xiangnan University;2007-02
10 Zhang Xiaohua;Gray Markov Prediction Model for Highway Pavement Performance[J];Northeastern Highway;2003-03
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