Search

Article

x

留言板

尊敬的读者、作者、审稿人, 关于本刊的投稿、审稿、编辑和出版的任何问题, 您可以本页添加留言。我们将尽快给您答复。谢谢您的支持!

姓名
邮箱
手机号码
标题
留言内容
验证码

Complexity analysis of traffic flow based on multi-scale entropy

Xiang Zheng-Tao Chen Yu-Feng Li Yu-Jin Xiong Li

Citation:

Complexity analysis of traffic flow based on multi-scale entropy

Xiang Zheng-Tao, Chen Yu-Feng, Li Yu-Jin, Xiong Li
PDF
Get Citation

(PLEASE TRANSLATE TO ENGLISH

BY GOOGLE TRANSLATE IF NEEDED.)

  • Research on the complexity of traffic flow evolution is helpful to deeply understand the evolution rule of traffic flow system, which can provide the theoretical foundation for forecasting and controlling traffic flow. Multi-scale entropy (MSE) method is widely used in the analyses of time series of physiology and traffic of computer networks. Considering the similarity between the vehicle arrival in traffic flow system and the packet arrival in computer network, the complexity of the time headway in braking light model is analyzed to show the complexity of traffic flow evolution by using the MSE method. The analysis results show that the complexity of the time headway decreases with the increase of the time scale, which reflects that it is difficulty to predict the traffic flow in a shorttime. In addition, the difference in the complexity of the time headway between the phases of the free flow and synchronized flow is small when the time scale is small. However, with the increase of the time scale, the MSE of the time headway decreases rapidly for free flow, but rather slowly for synchronized flow. Such a difference can be used as a very important reference to distinguish the synchronized flow and the free flow. Research results in this paper can provide new ideas and methods for investigating the complexity of traffic flow evolution.
    • Funds: Project supported by the National High Technology Research and Development Program of China (Grant No.2012AA101701), the Key Program of the Natural Science Foundation of Hubei Province, China(Grant No. 2013CFA054), and the Shanghai Planning Project of Philosophy and Social Science (Grant No. 2011BTQ001).
    [1]

    Nagel K, Wagner P, Woesler R 2003 Operations Research 51 681

    [2]

    He G G, Ma S T, Feng W G 2002 China Journal of Highway and Transport 15 82 (in Chinese) [贺国光, 马寿峰, 冯蔚东 2002 中国公路学报 15 82]

    [3]

    Pei W L, Li H P 2006 Journal of Highway and Transportation Research and Development 23 115 (in Chinese) [裴玉龙, 李洪萍2006 公路交通科技 23 115]

    [4]

    Meng Q, Khoo H L 2009 Journal of Transportation Engineering-ASCE 135 864

    [5]

    Nair A S, Liu J C, Rilett L, Gupta S 2001 Proceeding of International IEEE Intelligent Transportation Systems Oakland, CA, United states, August 25–29, 2001 p25

    [6]

    Li K P, Gao Z Y 2004 Modern Physics Letters B 18 1395

    [7]

    Lan L W, Sheu J B, Huang Y S 2008 Transportation Research C 16 116

    [8]

    Krese B, Govekar E 2013 Transportation Research C 36 27

    [9]

    Karmakar K, Majumder S K 2008 Applied Mathematics and Computation 195 61

    [10]

    Zhang Y, Guang W 2009 Journal of Traffic and T ransport ation Engineering 9 89 (in Chinese) [张勇, 关伟 2009 交通运输工程学报 9 89]

    [11]

    Yu D, Yin X M, Xie J X 2009 Proceeding of International Conference on Measuring Technology and Mechatronics Automation Zhangjiajie, Hunan, China, April 11–12, 2009 p617

    [12]

    Liao G L, Shang P J 2012 Fractals 20 233

    [13]

    Costa M, Goldberger A L, Peng C K 2002 Physical Review Letters 89 068102

    [14]

    Costa M, Goldberger A L, Peng C K 2005 Physical Review E 71 021906

    [15]

    Petkov V, Rajagopal R, Obraczka K 2013 ACM Transactions on Modeling and Computer Simulation 23 14

    [16]

    Riihijarvi J, Mahonen P, Wellens M 2008 Proceeding of International Conference on Telecommunications St. Petersburg, Russia, June 16–19, 2008 p1

    [17]

    Riihijarvi J, Wellens M, Mahonen P 2009 Proceeding of IEEE International Conference on Computer Communications Rio de Janeiro, Brazil, 2009 April 19-25 p1107

    [18]

    Wang J, Shang P J, Zhao X J, Xia J N 2013 International Journal of Modern Physics C 24 1350006

    [19]

    Pincus S M 1991 Proceedings of the National Academy of Sciences of the United States of America 88 297

    [20]

    Richman J S, Moorman J R 2000 American Journal of Physiology-Heart and Circulatory Physiology 278 2039

    [21]

    Jiang R, Wu Q S 2005 Physical Review E 72 067103

    [22]

    Jiang R, Wu Q S 2005 European Physical Journal B 46 581

    [23]

    Gao K, Jiang R, Hu S X, Wang B H, Wu Q S 2007 Physical Review E 76 026105

    [24]

    Jiang R, Hu M B, Jia B, Wang R L, Wu Q S 2007 Physics Letters A 365 6

    [25]

    Chen S D, Zhu L H, Kong L J, Liu M R 2007 Acta Physica Sinica 56 2517 (in Chinese) [陈时东, 朱留华, 孔令江, 刘慕仁 2007 56 2517]

    [26]

    Zhao B H, Hu M B, Jiang R, Wu Q S 2009 Chinese Physics Letters 26 118902

    [27]

    Sheng P, Zhao S L, Wang J F, Tang P, Gao L 2009 Chinese Physics B 18 3347

    [28]

    Ning H X, Xue Y 2012 Chinese Physics B 21 040506

    [29]

    Knospe W, Santen L, Schadschneider A, Schreckenberg M 2000 Journal of Physics A 33 L477

    [30]

    Jiang R, Wu Q S 2003 Journal of Physics A 36 381

    [31]

    Tian J F, Jia B, Li X G, Jiang R, Zhao X M, Gao Z Y 2009 Physica A 388 4827

    [32]

    Xiang Z T, Li Y J, Chen Y F, Xiong L 2013 Physica A 392 5399

    [33]

    Kerner B S 2004 The Physics of Traffic, Springer

    [34]

    Kerner B S 2009 Introduction to Modern Traffic Flow Theory and Control, Springer

  • [1]

    Nagel K, Wagner P, Woesler R 2003 Operations Research 51 681

    [2]

    He G G, Ma S T, Feng W G 2002 China Journal of Highway and Transport 15 82 (in Chinese) [贺国光, 马寿峰, 冯蔚东 2002 中国公路学报 15 82]

    [3]

    Pei W L, Li H P 2006 Journal of Highway and Transportation Research and Development 23 115 (in Chinese) [裴玉龙, 李洪萍2006 公路交通科技 23 115]

    [4]

    Meng Q, Khoo H L 2009 Journal of Transportation Engineering-ASCE 135 864

    [5]

    Nair A S, Liu J C, Rilett L, Gupta S 2001 Proceeding of International IEEE Intelligent Transportation Systems Oakland, CA, United states, August 25–29, 2001 p25

    [6]

    Li K P, Gao Z Y 2004 Modern Physics Letters B 18 1395

    [7]

    Lan L W, Sheu J B, Huang Y S 2008 Transportation Research C 16 116

    [8]

    Krese B, Govekar E 2013 Transportation Research C 36 27

    [9]

    Karmakar K, Majumder S K 2008 Applied Mathematics and Computation 195 61

    [10]

    Zhang Y, Guang W 2009 Journal of Traffic and T ransport ation Engineering 9 89 (in Chinese) [张勇, 关伟 2009 交通运输工程学报 9 89]

    [11]

    Yu D, Yin X M, Xie J X 2009 Proceeding of International Conference on Measuring Technology and Mechatronics Automation Zhangjiajie, Hunan, China, April 11–12, 2009 p617

    [12]

    Liao G L, Shang P J 2012 Fractals 20 233

    [13]

    Costa M, Goldberger A L, Peng C K 2002 Physical Review Letters 89 068102

    [14]

    Costa M, Goldberger A L, Peng C K 2005 Physical Review E 71 021906

    [15]

    Petkov V, Rajagopal R, Obraczka K 2013 ACM Transactions on Modeling and Computer Simulation 23 14

    [16]

    Riihijarvi J, Mahonen P, Wellens M 2008 Proceeding of International Conference on Telecommunications St. Petersburg, Russia, June 16–19, 2008 p1

    [17]

    Riihijarvi J, Wellens M, Mahonen P 2009 Proceeding of IEEE International Conference on Computer Communications Rio de Janeiro, Brazil, 2009 April 19-25 p1107

    [18]

    Wang J, Shang P J, Zhao X J, Xia J N 2013 International Journal of Modern Physics C 24 1350006

    [19]

    Pincus S M 1991 Proceedings of the National Academy of Sciences of the United States of America 88 297

    [20]

    Richman J S, Moorman J R 2000 American Journal of Physiology-Heart and Circulatory Physiology 278 2039

    [21]

    Jiang R, Wu Q S 2005 Physical Review E 72 067103

    [22]

    Jiang R, Wu Q S 2005 European Physical Journal B 46 581

    [23]

    Gao K, Jiang R, Hu S X, Wang B H, Wu Q S 2007 Physical Review E 76 026105

    [24]

    Jiang R, Hu M B, Jia B, Wang R L, Wu Q S 2007 Physics Letters A 365 6

    [25]

    Chen S D, Zhu L H, Kong L J, Liu M R 2007 Acta Physica Sinica 56 2517 (in Chinese) [陈时东, 朱留华, 孔令江, 刘慕仁 2007 56 2517]

    [26]

    Zhao B H, Hu M B, Jiang R, Wu Q S 2009 Chinese Physics Letters 26 118902

    [27]

    Sheng P, Zhao S L, Wang J F, Tang P, Gao L 2009 Chinese Physics B 18 3347

    [28]

    Ning H X, Xue Y 2012 Chinese Physics B 21 040506

    [29]

    Knospe W, Santen L, Schadschneider A, Schreckenberg M 2000 Journal of Physics A 33 L477

    [30]

    Jiang R, Wu Q S 2003 Journal of Physics A 36 381

    [31]

    Tian J F, Jia B, Li X G, Jiang R, Zhao X M, Gao Z Y 2009 Physica A 388 4827

    [32]

    Xiang Z T, Li Y J, Chen Y F, Xiong L 2013 Physica A 392 5399

    [33]

    Kerner B S 2004 The Physics of Traffic, Springer

    [34]

    Kerner B S 2009 Introduction to Modern Traffic Flow Theory and Control, Springer

  • [1] He Xiao-Tian, Xu Jin-Liang, Cheng Yi-Wei. Measurements and identification of supercritical pseudo-boiling heat transfer modes based on fiber optic probes and multiscale entropy. Acta Physica Sinica, 2023, 72(5): 057801. doi: 10.7498/aps.72.20222060
    [2] Zhang Fu-Yi, Ge Man-Ling, Guo Zhi-Tong, Xie Chong, Yang Ze-Kun, Song Zi-Bo. Study of multiscale entropy model to evaluate the cognitive behavior of healthy elderly people based on resting state functional magnetic resonance imaging. Acta Physica Sinica, 2020, 69(10): 108703. doi: 10.7498/aps.69.20200050
    [3] Study of Multiscale Entropy Model to Evaluate the Cognitive Behavior of Healthy Elderly People Based on Resting State Functional Magnetic Resonance Imaging. Acta Physica Sinica, 2020, (): 008700. doi: 10.7498/aps.69.20200051
    [4] Huang Ze-Hui, Li Ya-An, Chen Zhe, Liu Lian. Threshold determination method of Duffing chaotic system based on multi-scale entropy. Acta Physica Sinica, 2020, 69(16): 160501. doi: 10.7498/aps.69.20191642
    [5] Xiong Jie, Chen Shao-Kuan, Wei Wei, Liu Shuang, Guan Wei. Multi-fractal detrended fluctuation analysis algorithm based identification method of scale-less range for multi-fractal charateristics of traffic flow. Acta Physica Sinica, 2014, 63(20): 200504. doi: 10.7498/aps.63.200504
    [6] Zhang Yong, Li Shi-Gao. Analysis of scale-free characteristic on sharp variation point of traffic flow. Acta Physica Sinica, 2014, 63(24): 240509. doi: 10.7498/aps.63.240509
    [7] Gou Jing, Liu Jun-Yong, Wei Zhen-Bo, Gareth Taylor, Liu You-Bo. Complexity analysis of power system energy flow based on multi-scale entropy. Acta Physica Sinica, 2014, 63(20): 208402. doi: 10.7498/aps.63.208402
    [8] Liang Jia-Yuan, Ten Wei-Zhong, Xue Yu. Study on the energy dissipation of macroscopic traffic models. Acta Physica Sinica, 2013, 62(2): 024706. doi: 10.7498/aps.62.024706
    [9] Zhao Han-Tao, Mao Hong-Yan. Cellular automaton simulation of muti-lane traffic flow including emergency vehicle. Acta Physica Sinica, 2013, 62(6): 060501. doi: 10.7498/aps.62.060501
    [10] Fu Bai-Bai, Gao Zi-You, Lin Yong, Wu Jian-Jun, Li Shu-Bin. The analysis of traffic congestion and dynamic propagation properties based on complex network. Acta Physica Sinica, 2011, 60(5): 050701. doi: 10.7498/aps.60.050701
    [11] Guo Hong-Wei, Gao Zi-You, Xie Dong-Fan. The influence of U-turn movement on the dynamics of traffic flow. Acta Physica Sinica, 2011, 60(5): 058902. doi: 10.7498/aps.60.058902
    [12] Xue Yu, Liang Yu-Juan. Study on traffic flow affected by the road turning. Acta Physica Sinica, 2010, 59(8): 5325-5331. doi: 10.7498/aps.59.5325
    [13] Zheng Rong-Sen, Lü Ji-Er, Zhu Liu-Hua, Chen Shi-Dong, Pang Shou-Quan. Intersection effects of arterial road for traffic flow. Acta Physica Sinica, 2009, 58(8): 5244-5250. doi: 10.7498/aps.58.5244
    [14] Zheng Gui-Bo, Jin Ning-De. Multiscale entropy and dynamic characteristics of two-phase flow patterns. Acta Physica Sinica, 2009, 58(7): 4485-4492. doi: 10.7498/aps.58.4485
    [15] He Liang, Du Lei, Zhuang Yi-Qi, Li Wei-Hua, Chen Jian-Ping. Multiscale entropy complexity analysis of metallic interconnection electromigration noise. Acta Physica Sinica, 2008, 57(10): 6545-6550. doi: 10.7498/aps.57.6545
    [16] Fu Yin-Ping, Gao Zi-You, Li Ke-Ping. The characteristic analysis of the traffic flow of trains in speed-limited section for fixed-block system. Acta Physica Sinica, 2007, 56(9): 5165-5171. doi: 10.7498/aps.56.5165
    [17] Wang Tao, Gao Zi-You, Zhao Xiao-Mei. Multiple velocity difference model and its stability analysis. Acta Physica Sinica, 2006, 55(2): 634-640. doi: 10.7498/aps.55.634
    [18] Xue Yu. Lattice models of the optimal traffic current. Acta Physica Sinica, 2004, 53(1): 25-30. doi: 10.7498/aps.53.25
    [19] Peng Lin, Tan Hui-Li, Wu Da-Yan, Liu Mu-Ren, Kong Ling-Jiang. A study on multi-speed cellular automata model of traffic flow of main-road with two-lane under the traffic light control. Acta Physica Sinica, 2004, 53(9): 2899-2904. doi: 10.7498/aps.53.2899
    [20] Lü XIAO-YANG, KONG LING-JIANG, LIU MU-REN. ANALYSIS ON MACROSCOPIC EQUATION TO ONE-DIMENSIONAL RANDOM TRAFFIC FLOW MODELS. Acta Physica Sinica, 2001, 50(7): 1255-1259. doi: 10.7498/aps.50.1255
Metrics
  • Abstract views:  7795
  • PDF Downloads:  2747
  • Cited By: 0
Publishing process
  • Received Date:  14 October 2013
  • Accepted Date:  10 November 2013
  • Published Online:  05 February 2014

/

返回文章
返回
Baidu
map