Journal of Jilin University(Engineering and Technology Edition) ›› 2018, Vol. 48 ›› Issue (5): 1366-1373.doi: 10.13229/j.cnki.jdxbgxb20170742

Previous Articles     Next Articles

Construction of driving cycle based on Markov chain for passenger car in Changchun City

CAO Qian, LI Jun, LIU Yu, QU Da-wei   

  1. State Key Laboratory of Automotive Simulation and Control, Jilin University, Changchun 130022,China
  • Received:2017-07-14 Online:2018-09-20 Published:2018-12-11

Abstract: With regard to the big gap between fuel consumption measurement and actual driving performance of passenger car, the typical driving cycle of passenger car in Changchun city was researched. One year's driving data were collected in Changchun city, from which 3 538 335 valid data were acquired for the research. Cluster method and Markov chain principle were applied to construct the typical driving cycle, and Changchun cycle was compared with Shanghai cycle and NEDC cycle. The results show that the average absolute deviation of the characteristic parameters between the constructed cycle and sample database population is 4.03%, which is obviously lower than the 10% deviation requirement and indicates that the constructed cycle could accurately reflect the driving characteristics in Changchun city. The driving characteristics of Changchun cycle differ widely from that of Shanghai cycle and NEDC cycle. The average absolute deviation of the characteristic parameters between Changchun cycle and the other two cycles is 22.7% and 21.1% respectively. The driving characteristics of NEDC cycle can not accurately describe the driving characteristics of passenger car in China. Therefore, it is necessary to construct driving cycle that conforms with the situations of China. The results of this research may provide references for promoting the accuracy of measurement and assessment on passenger car in Changchun city.

Key words: transportation planning and management, driving cycle, Markov chain, passenger car

CLC Number: 

  • U491.2
[1] Lin Jie, Niemeier D A.Regional driving characteristics, regional driving cycles[J]. Transportation Research Part D, 2003, 8(5): 361-381.
[2] Andre M, Joumard R, Vidon R, et al.Real-world European driving cycles, for measuring pollutant emissions from high and low-powered cars[J]. Atmospheric Environment, 2006, 40(31): 5944-5953.
[3] Seers P, Nachin G, Glaus M.Development of two driving cycles for utility vehicles[J]. Transportation Research Part D, 2015, 41: 377-385.
[4] Lin Jie, Niemeier D A.An exploratory analysis comparing a stochastic driving cycle to California's regulatory cycle[J]. Atmospheric Environment, 2002, 36(38): 5759-5770.
[5] Ho Sze-Hwee, Wong Yiik-Diew, Chang Victor Wei-Chung. Developing Singapore driving cycle for passenger cars to estimate fuel consumption and vehicular emissions[J]. Atmospheric Environment, 2014, 97: 353-362.
[6] Fotouhi A, Montazeri-Gh M.Tehran driving cycle development using the k-means clustering method[J]. Scientia Iranica A, 2013, 20(2): 286-293.
[7] 刘希玲,丁焰. 我国城市汽车行驶工况调查研究[J]. 环境科学研究,2000, 13(1):23-27.
Liu Xi-ling, Ding Yan.Research of vehicle driving cycle on the road in China's cities[J]. Research of Environmental Sciences, 2000, 13(1): 23-27.
[8] 胡志远,秦艳,谭丕强,等. 基于大样本的上海市乘用车行驶工况构建[J]. 同济大学学报:自然科学版,2015,43(10):1523-1527.
Hu Zhi-yuan, Qin Yan, Tan Pi-qiang, et al.Large-sample-based car-driving cycle in Shanghai City[J]. Journal of Tongji University (Natural Science), 2015, 43(10): 1523-1527.
[9] 石琴,郑与波,姜平. 基于运动学片段的城市道路行驶工况的研究[J]. 汽车工程,2011,33(3):256-261.
Shi Qin, Zheng Yu-bo, Jiang Ping.A research on driving cycle of city roads based on microtrips[J]. Automotive Engineering, 2011, 33(3):256-261.
[10] 秦大同,詹森,漆正刚,等. 基于K-均值聚类算法的行驶工况构建方法[J]. 吉林大学学报:工学版,2016,46(2):383-389.
Qin Da-tong, Zhan Sen, Qi Zheng-gang, et al.Driving cycle construction using K-means clustering method[J]. Journal of Jilin University (Engineering and Technology Edition), 2016, 46(2): 383-389.
[11] 董恩源,颜文胜,申江卫,等. 聚类分析法在城市公交行驶工况开发中的应用[J]. 昆明理工大学学报:自然科学版,2013, 38(5): 41-44.
Dong En-yuan, Yan Wen-sheng, Shen Jiang-wei, et al.Application of cluster to development of city bus driving cycle[J]. Journal of Kunming University of Science and Technology (Natural Science Edition), 2013, 38(5): 41-44.
[12] 姜平,石琴,陈无畏. 基于马尔科夫的城市道路行驶工况构建方法[J]. 农业机械学报,2009, 40(11): 26-30.
Jiang Ping, Shi Qin, Chen Wu-wei.Driving cycle construction methodology of city road based on Markov process[J]. Transactions of the Chinese Society for Agricultural Machinery, 2009, 40(11): 26-30.
[13] Bishop J D K, Axon C J, McCulloch M D. A robust, data-driven methodology for real-world driving cycle development[J]. Transportation Research Part D, 2012, 17(5): 389-397.
[14] Wang Q, Huo H, He K, et al.Characterization of vehicle driving patterns and development of driving cycles in Chinese cities[J]. Transportation Research Part D, 2008, 13(5): 289-297.
[15] Brady J, O'Mahony M. Development of a driving cycle to evaluate the energy economy of electric vehicles in urban areas[J]. Applied Energy, 2016, 177: 165-178.
[16] 苗强,孙强,白书战,等. 基于聚类和马尔可夫链的公交车典型行驶工况构建[J]. 中国公路学报,2016,29(11):161-168.
Miao Qiang, Sun Qiang, Bai Shu-zhan, et al.Construction of typical driving cycle of bus based on clustering and Markov chain[J]. China Journal of Highway and Transport, 2016, 29(11): 161-168.
[1] SU Han-song,DAI Zhi-tao,LIU Gao-hua,ZHANG Qian-fang. Saliency region detection combining absorbing Markov chain and manifold ranking [J]. Journal of Jilin University(Engineering and Technology Edition), 2018, 48(6): 1887-1894.
[2] SONG Da-feng, WU Xi-tao, ZENG Xiao-hua, YANG Nan-nan, LI Wen-yuan. Life cycle cost analysis of mild hybrid heavy truck based on theoretical fuel consumption model [J]. Journal of Jilin University(Engineering and Technology Edition), 2018, 48(5): 1313-1323.
[3] ZHANG Man, SHI Shu-ming. Analysis of state transition characteristics for typical vehicle driving cycles [J]. 吉林大学学报(工学版), 2018, 48(4): 1008-1015.
[4] SUN Bao-feng, GAO Kun, SHEN Xiu-xiu, LIANG Ting. Location model of gas station for network expansion based on capacity balance and variable coverage radius [J]. 吉林大学学报(工学版), 2018, 48(3): 704-711.
[5] QIN Da-tong, ZHAN Sen, QI Zheng-gang, CHEN Shu-jiang. Driving cycle construction using K-means clustering method [J]. 吉林大学学报(工学版), 2016, 46(2): 383-389.
[6] SUN Wei, ZHANG He-sheng, PAN Cheng, YANG Jun, BAI Zhe. Modeling and analysis of the MAC layer of VANETs based on Markov chain [J]. 吉林大学学报(工学版), 2015, 45(4): 1304-1310.
[7] SUN Qiang, BAI Shu-zhan, HAN Er-liang, GUO Chun-yan, LI Guo-xiang. Instantaneous driving cycle construction based on experimental measurement [J]. 吉林大学学报(工学版), 2015, 45(2): 364-370.
[8] YING Wen-wei, OU Yong-heng, JIANG Yu-zhong, ZHANG Jia-wei, CHEN Cong. New adaptive receiver for channels with non-Gaussian noise [J]. 吉林大学学报(工学版), 2013, 43(06): 1685-1689.
[9] CHEN Yun-han, QIN Gui-he, CHEN Si-guo, ZHENG Xiao-Tian, GAO Yang. Two-dimensional Markov chain model for periodic massage transmission in CAN [J]. 吉林大学学报(工学版), 2013, 43(03): 747-752.
[10] HU Xing-jun, LI Teng-fei, GUO Peng, QIN Peng, LIAO Lei, WANG Jing-yu. Influence of wheel spoiler on aerodynamic drag of passenger car [J]. 吉林大学学报(工学版), 2012, 42(增刊1): 32-36.
[11] DONG Hao, LIU Yuan-Ning, ZHANG Hao, LI Zhi. Application of Markov chain in RNA secondary structure prediction [J]. 吉林大学学报(工学版), 2010, 40(增刊): 324-0327.
[12] LI Yan-Wen, MA Zhi-Qiang, LIU Gui-Xia, ZHOU Chun-Guang. null [J]. 吉林大学学报(工学版), 2010, 40(05): 1303-1307.
[13] XU Liang,CHENG Guo-zhu. Setting minimum vehicle speed limit on freeway based on speed scattering and economic speed [J]. 吉林大学学报(工学版), 2010, 40(03): 661-0665.
[14] Yang Li-ya;Shao Chun-fu . Integrated forecasting model for real estate price along urban rail transit based on BP neural network and Markov chain [J]. 吉林大学学报(工学版), 2008, 38(03): 514-0519.
[15] Wei Yueyuan,Lin Cheng,Lin Yi,He Hongwen,Shen Rongwei. Factors Influencing Hybrid Electric Vehicle System Efficiency [J]. 吉林大学学报(工学版), 2006, 36(01): 20-0024.
Viewed
Full text


Abstract

Cited

  Shared   
  Discussed   
[1] Guo Kong-hui;Wang Shuang;Ding Hai-tao;Zhang Jian-wei . Elastic coupling characteristic of unsymmetrical rubber bushings of rear suspension[J]. 吉林大学学报(工学版), 2007, 37(06): 1225 -1228 .
[2] HE Lei,ZONG Chang-fu,TIAN Cheng-wei,WU Ren-jun,Zhang Tai-wu. DC motor fault diagnosis and fault tolerance control method for steer-by-wire car[J]. 吉林大学学报(工学版), 2011, 41(03): 608 -612 .
[3] LIU Song-shan, WANG Qing-nian, WANG Wei-hua, LIN Xin. Influence of inertial mass on damping and amplitude-frequency characteristic of regenerative suspension[J]. 吉林大学学报(工学版), 2013, 43(03): 557 -563 .
[4] CHU Liang, WANG Yan-bo, QI Fu-wei, ZHANG Yong-sheng. Control method of inlet valves for brake pressure fine regulation[J]. 吉林大学学报(工学版), 2013, 43(03): 564 -570 .
[5] LI Jing, WANG Zi-han, YU Chun-xian, HAN Zuo-yue, SUN Bo-hua. Design of control system to follow vehicle state with HIL test beach[J]. 吉林大学学报(工学版), 2013, 43(03): 577 -583 .
[6] HU Xing-jun, LI Teng-fei, WANG Jing-yu, YANG Bo, GUO Peng, LIAO Lei. Numerical simulation of the influence of rear-end panels on the wake flow field of a heavy-duty truck[J]. 吉林大学学报(工学版), 2013, 43(03): 595 -601 .
[7] WANG Tong-jian, CHEN Jin-shi, ZHAO Feng, ZHAO Qing-bo, LIU Xin-hui, YUAN Hua-shan. Mechanical-hydraulic co-simulation and experiment of full hydraulic steering systems[J]. 吉林大学学报(工学版), 2013, 43(03): 607 -612 .
[8] ZHANG Chun-qin, JIANG Gui-yan, WU Zheng-yan. Factors influencing motor vehicle travel departure time choice behavior[J]. 吉林大学学报(工学版), 2013, 43(03): 626 -632 .
[9] MA Wan-jing, XIE Han-zhou. Integrated control of main-signal and pre-signal on approach of intersection with double stop line[J]. 吉林大学学报(工学版), 2013, 43(03): 633 -639 .
[10] YU De-xin, TONG Qian, YANG Zhao-sheng, GAO Peng. Forecast model of emergency traffic evacuation time under major disaster[J]. 吉林大学学报(工学版), 2013, 43(03): 654 -658 .