A streaming-data-driven method for freeway traffic state estimation using probe vehicle trajectory data

Y Han, M Zhang, Y Guo, L Zhang - Physica A: Statistical Mechanics and its …, 2022 - Elsevier
This paper proposes a streaming-data-driven method for freeway traffic state estimation
based on probe vehicle trajectory data, which are represented by a series of timestamps …

Privacy-Preserving Data Fusion for Traffic State Estimation: A Vertical Federated Learning Approach

Q Wang, K Yang - arXiv preprint arXiv:2401.11836, 2024 - arxiv.org
This paper proposes a privacy-preserving data fusion method for traffic state estimation
(TSE). Unlike existing works that assume all data sources to be accessible by a single …

Data-driven evaluation methodology for active traffic management systems utilizing sparse speed data

J Robbennolt, J Hourdos - Transportation research record, 2024 - journals.sagepub.com
Many active traffic management systems and transportation systems management and
operations strategies have been evaluated for safety based on crash reduction over time …

Analysis of the Effects of Adaptive Ramp Metering on Measures of Efficiency with a Proposed Framework for Safety Evaluation

J Loh - 2019 - search.proquest.com
Adaptive ramp metering (ARM) is a widely popular intelligent transportation system (ITS) tool
that boasts the ability to reduce congestion and streamline traffic flow during peak hour …