Global ETD Search
Search theses and dissertations gathered from participating repositories worldwide. Every result links back to the library that holds it. No account is needed.
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Showing 1 to 4 of 4 for “"traffic flow prediction"”.
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Road Traffic Flow Prediction Using Aerial Imagery
… networks. Among other tasks, monitoring road traffic flow is a task well-suited for such networks. While real-time traffic flow estimation systems have been explored at length and exist as commercial services, these systems have limited spatial reasoning and suffer in accuracy when predicting …
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Applying Reservoir Computing for Driver Behavior Analysis and Traffic Flow Prediction in Intelligent Transportation Systems
… to enhance driver behavior assessment and traffic flow prediction. Our approach combines Reservoir Computing with autoencoder-based feature extraction to analyze driving metrics from vehicle sensors, capturing complex temporal patterns efficiently. Additionally, we extend our analysis to …
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Deep Learning Models for Traffic Prediction in Urban Transport Networks.
… long travel time, increasingly persistent traffic congestion, accidents and road safety concerns. The research work in this thesis aims to predict traffic in urban transport networks which are capable of solving those issues. Understanding and control of traffic patterns are fundamental …
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Enabling safe, smart, and sustainable Transportation Cyber-Physical Systems with Artificial Intelligence
… cities highlight the critical need for evolved traffic operation strategies to better manage, control, and optimize transportation systems. This evolution calls for high-level and efficient traffic flow prediction models, essential in creating resilient urban environments. Concurrently, the rise …