A robust deep learning-based damage identification approach for SHM considering missing data
F Deng, X Tao, P Wei, S Wei - Applied Sciences, 2023 - mdpi.com
Data-driven methods have shown promising results in structural health monitoring (SHM)
applications. However, most of these approaches rely on the ideal dataset assumption and …
applications. However, most of these approaches rely on the ideal dataset assumption and …
Mitigating delay due to capacity drop near freeway bottlenecks: Zones of influence of connected vehicles
We present a novel perspective on how connected vehicles can reduce total vehicular delay
arising due to the capacity drop phenomenon observed at fixed freeway bottlenecks. We …
arising due to the capacity drop phenomenon observed at fixed freeway bottlenecks. We …
Multi-scale Traffic Flow Modeling: A Renormalization Group Approach
Z Yang, K Jerath - arXiv preprint arXiv:2403.13779, 2024 - arxiv.org
Traffic flow modeling is typically performed at one of three different scales (microscopic,
mesoscopic, or macroscopic), each with distinct modeling approaches. Recent works that …
mesoscopic, or macroscopic), each with distinct modeling approaches. Recent works that …
[PDF][PDF] Adaptive Granulation: Data Reduction at the Database Level.
In an era where data volume is growing exponentially, effective data management
techniques are more crucial than ever. Traditional methods typically manage the size of …
techniques are more crucial than ever. Traditional methods typically manage the size of …
Deep Learning for Traffic Flow Prediction using Cellular Automata-based Model and CNN-LSTM architecture
Z Yang, K Jerath - arXiv preprint arXiv:2403.18710, 2024 - arxiv.org
Recent works have attempted to use deep learning to predict future states of traffic flow, but
have met with mixed results. These approaches face two key challenges. First, training deep …
have met with mixed results. These approaches face two key challenges. First, training deep …
Macroscopic Observability of Emergent Behaviors in Multi-Scale Models of Traffic Flow
Z Yang - 2022 - search.proquest.com
Emergent behaviors in complex systems arise due to the numerous local interactions that
occur between large numbers of individual agents. The observation and quantification of …
occur between large numbers of individual agents. The observation and quantification of …