Signal phase timing predictions with machine learning
Prediction of the next red signal phase's duration with traffic signal and loop detector data.
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Projects
Works throughout my PhD and freetime
A traffic signal and loop detector data set
A data set containg traffic signal and loop detector data from a fully actuated control.
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Dynamic congestion pricing framework based on traffic equilibria
A dynamic pricing method for an urban large-scale network based on traffic equilibria and deep learning.
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Traffic flow and travel time assessment/estimation
Assessment and utilization of several empirical traffic sensor data sets for deriving traffic states.
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Traffic state estimation with a physics-informed deep learning model
Using traditional traffic models and deep learning to enhance traffic state estimation on freeways.
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PhD thesis
Doctoral thesis at ETH about machine learning in the context of traffic management in urban transportation networks
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