Modeling phase diagrams as stochastic processes with application in vehicular traffic flow

被引:26
作者
Ni, Daiheng [1 ]
Hsieh, Hui K. [2 ]
Jiang, Tao [1 ]
机构
[1] Univ Massachusetts, Dept Civil & Environm Engn, Amherst, MA 01003 USA
[2] Univ Massachusetts, Dept Math & Stat, Amherst, MA 01003 USA
关键词
Vehicular traffic flow; Fundamental diagram; Maxwell-Boltzmann distribution; Stochastic process; LWR MODEL; WAVES;
D O I
10.1016/j.apm.2017.08.029
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
Motivated by the similarity between the fundamental diagram of vehicular traffic and the Maxwell-Boltzmann distribution of ideal gases, this paper proposed a methodology to model the fundamental diagram as a stochastic process which also applies to other real world systems with similar nature. A concrete example is provided to illustrate the application of the methodology where the fundamental diagram of vehicular traffic is modeled as a stochastic process to capture the scattering effect in flow-density relationship. A verification study was conducted on the model using empirical data and the statistical analysis shows that the overall quality of the fitted stochastic process is acceptable. Related existing efforts are referenced to the proposed stochastic fundamental diagram where their similarities and differences are elaborated. Further discussion is carried out on the significance of the stochastic fundamental diagram as well as the proposed methodology with an additional real-world example to illustrate its applications. (C) 2017 Elsevier Inc. All rights reserved.
引用
收藏
页码:106 / 117
页数:12
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