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All Journal Mechatronics, Electrical Power, and Vehicular Technology Extension Course Filsafat ( ECF )
Herman Y. Sutarto
SYSTeMS Research Group, Universiteit Gent Technologiepark 913, B-9052 Zwijnaarde
Electrical & Electronics Engineering Social Sciences

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Mind and Data Science Sutarto, Herman Y.
Extension Course Filsafat ( ECF ) 2017: Phylosophy of Mind
Publisher : Extension Course Filsafat ( ECF )

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Mind and Data Science
Modeling, Identification, Estimation, and Simulation of Urban Traffic Flow in Jakarta and Bandung Sutarto, Herman Y.; Joelianto, Endra
Journal of Mechatronics, Electrical Power and Vehicular Technology Vol 6, No 1 (2015)
Publisher : Research Centre for Electrical Power and Mechatronics, Indonesian Istitutes of Sciences

Show Abstract | Download Original | Original Source | Check in Google Scholar | Full PDF (4365.708 KB) | DOI: 10.14203/j.mev.2015.v6.57-66

Abstract

This paper presents an overview of urban traffic flow from the perspective of system theory and stochastic control. The topics of modeling, identification, estimation and simulation techniques are evaluated and validated using actual traffic flow data from the city of Jakarta and Bandung, Indonesia, and synthetic data generated from traffic micro-simulator VISSIM. The results on particle filter (PF) based state estimation and Expectation-Maximization (EM) based parameter estimation (identification) confirm the proposed model gives satisfactory results that capture the variation of urban traffic flow. The combination of the technique and the simulator platform assembles possibility to develop a real-time traffic light controller.  
Co-Authors Endra Joelianto