J Huo, Z Liu, J Chen, Q Cheng, Q Meng - Transportation research part B …, 2023 - Elsevier
In this study, we proposed a generic Bayesian optimization (BO) framework to solve congestion pricing problems. In the BO framework, the Gaussian process (GP) serves as a …
Connected and autonomous vehicle technologies are expected to alter transportation systems by enhancements in mobility, safety, and emission reduction. While many studies …
T Tay, C Osorio - Transportation Research Part B: Methodological, 2022 - Elsevier
Bayesian optimization (BO) is an attractive method for tackling transportation optimization problems due to its ability to balance exploitation and exploration. However, scaling BO to …
Proper calibration process is of considerable importance for traffic safety evaluations using simulation models. Allowing for a pure with and without comparison under identical …
S Ting, T Lymburn, T Stemler, Y Sun… - arXiv preprint arXiv …, 2023 - arxiv.org
Despite the general consensus in transport research community that model calibration and validation are necessary to enhance model predictive performance, there exist significant …
R Yin, Z Liu, N Zheng - IEEE Transactions on Intelligent …, 2022 - ieeexplore.ieee.org
This paper investigates the continuous network design problem (CNDP) and proposes a simulation-based bi-level model and solution framework based on Bayesian optimization. In …
R Yin, X Liu, N Zheng, Z Liu - Transportation Research Part C: Emerging …, 2022 - Elsevier
Modeling the capacity of a transportation system ought to be an essential task for assessing the level of service of urban transportation networks. Compared to the maximum traffic …
Previous controlled experiments on single-lane ring roads have shown that a single partially autonomous vehicle (AV) can effectively mitigate traffic waves. This naturally prompts the …
Quality Diversity (QD) algorithms such as MAP-Elites are a class of optimisation techniques that attempt to find many high performing points that all behave differently according to a …