Search Results for author: Tianchen Yuan

Found 4 papers, 0 papers with code

Traffic Signal Control and Speed Offset Coordination Using Q-Learning for Arterial Road Networks

no code implementations9 Apr 2024 Tianchen Yuan, Petros A. Ioannou

We evaluate the performance of the proposed arterial traffic control strategy using microscopic traffic simulations of an arterial corridor with seven intersections near the I-710 freeway.

Q-Learning

Integrated Freeway Traffic Control Using Q-Learning with Adjacent Arterial Traffic Considerations

no code implementations25 Oct 2023 Tianchen Yuan, Petros A. Ioannou

In this regard, we propose a freeway traffic control (FTC) strategy that coordinates VSL, LC, RM actions using a Q-learning (QL) framework which takes into account arterial traffic characteristics.

Q-Learning

Selection of the Speed Command Distance for Improved Performance of a Rule-Based VSL and Lane Change Control

no code implementations13 Nov 2021 Tianchen Yuan, Faisal Alasiri, Petros A. Ioannou

Then, we consider the distance of the upstream VSL zone as a control variable and perform a comprehensive analysis of its impact on the performance of the closed-loop traffic control system based on the multi-section CTM.

Integrated Traffic Simulation-Prediction System using Neural Networks with Application to the Los Angeles International Airport Road Network

no code implementations5 Aug 2020 Yihang Zhang, Aristotelis-Angelos Papadopoulos, Pengfei Chen, Faisal Alasiri, Tianchen Yuan, Jin Zhou, Petros A. Ioannou

In this paper, we design an integrated simulation-prediction system which estimates the Origin-Destination (OD) matrix of a road network using only flow rate information and predicts the behavior of the road network in different simulation scenarios.

Decision Making Management

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