I develop, analyze, and quantify the inhomogeneous Aw-Rascle-Zhang (ARZ) traffic model, which possesses instabilities ... and traveling waves solutions (Jamitons). Those non-equilibrium phenomena are important components of vehicular traffic flow; however, models currently used in practice are limited to first-order models that describe an averaged equilibrium flow profile only. Besides the mathematical analysis into the dynamic stability of Jamitons, I work on quantifying the accuracy of the ARZ model, providing procedures to calibrate it with real data, and devising effective and robust numerical cell-transmission models to facilitate the usability of this model in engineering practice. In addition, I explore possible averaged models that capture the cumulative effects of the ARZ model, but maintains a simpler structure that is easier to solve both analytically and numerically. read more
The CIRCLES project aims to demonstrate the concept of transfer learning, i.e. transfer a policy learned in a simulation to ... read more a field demonstration using connected and autonomous vehicles (CAVs) in live traffic. The project would also provide the opportunity for engagement with major automotive partners and federal agencies (e.g., DOE, DOT), the latter of which would help advance future legislation. To that end, the team will:
E. Butler, A. Chen, R. A. Ramadan, K. Ruparel, T. Moore, F. Zhang, H. Shou, R. Gur, T. Nichols, R. Shinohara Pitfalls in brain age analysesHuman Brain Mapping, 2021
J. Lee, G. Gunter, R. A. Ramadan, S. Almatrudi, P. Arnold, J. Aquino, W. Barbour, R. Bhadani, J. Carpio, et al. Integrated framework of dynamics, instabilities, energy models, and sparse flow controllersThe Workshop on Data-Driven and Intelligent Cyber-Physical Systems (DI-CPS), 2021
G. Gunter, S. Shanto, R. A. Ramadan, B. Seibold, D. Work Challenges of microsimulation calibration with traffic waves using aggregate measurementsProceedings of the Transportation Research Board, 2021
R. A. Ramadan Non-Equilibrium Dynamics of Second Order Traffic ModelsPhD Dissertation, 2020
R. A. Ramadan, R. R. Rosales, B. Seibold Structural Properties of the Stability of JamitonsICIAM2019 SEMA SIMAI Springer Series, 2019
R. A. Ramadan, B. Seibold Traffic Flow Control and Fuel Consumption Reduction via Moving BottlenecksProceedings of the Transportation Research Board, 2017
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