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Recurrence Analysis Applications to Short-Term Macroscopic and Microscopic Road Traffic

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Part of the book series: Understanding Complex Systems ((UCS))

Abstract

The applicability of the theory of Recurrence Plots and Recurrence Quantification Analysis to short-term traffic flow is demonstrated through three distinct road traffic case studies. The first focuses on short-term traffic patterns of volume and speed in urban freeway sections. The second case study examines urban traffic flow dynamics under different traffic conditions and associates them to specific short-term statistical characteristics. The third case study discusses the use of the Recurrence Analysis for modeling the dynamics of the microscopic car following behavior on freeways. The applicability is discussed at a conceptual level and each case study is then presented. Finally, the modeling implications of the results on traffic flow prediction are discussed.

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Acknowledgments

Recurrence Quantification Analysis was implemented using RQA v14 (http://homepages.luc.edu/~cwebber/) and CRP Toolbox 5.5 (http://tocsy.pik-potsdam.de/CRPtoolbox/).

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Correspondence to Eleni I. Vlahogianni .

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Vlahogianni, E.I., Karlaftis, M.G., Golias, J.C. (2015). Recurrence Analysis Applications to Short-Term Macroscopic and Microscopic Road Traffic. In: Webber, Jr., C., Marwan, N. (eds) Recurrence Quantification Analysis. Understanding Complex Systems. Springer, Cham. https://doi.org/10.1007/978-3-319-07155-8_13

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