Koopman Operator Applications in Signalized Traffic Systems

Koopman Operator Applications in Signalized Traffic Systems

This paper proposes Koopman operator theory and the related algorithm dynamical mode decomposition (DMD) for analysis and control of signalized traffic flow networks. DMD provides a model-free approach for representing complex oscillatory dynamics from measured data, and we study its application to...

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Bibliographic Details
Main Authors: Coogan, S. (Author), Ling, E. (Author), Ratliff, L.J (Author), Zheng, L. (Author)
Format: Article
Language:English
Published: Institute of Electrical and Electronics Engineers Inc. 2022
Subjects:
big data
Big data
dynamic mode decomposition
Dynamic mode decompositions
Dynamical mode decomposition
instability detection
Instability detections
Koopman operator
Phase-estimation
queue modeling
Queue models
Queueing theory
signal and phase estimation
Signal estimation
Street traffic control
Time series analysis
Times series
time-series
Traffic congestion
Traffic flow
traffic prediction
Traffic prediction
Traffic signals
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