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Fusing Physics-Based and Data-Driven Models for Car-Following Modeling: A Particle Filter Approach
Publisher: American Society of Civil Engineers
Abstract: Microscopic modeling of vehicle movements and interactions is pivotal in traffic flow theory. Physics-based car-following (CF) models using mathematical formulations can delineate driving behavior in various traffic ...
A Modeling Method for Complex Traffic Flow on Highways Based on the Fusion of Heterogeneous Data from Multiple Sensors
Publisher: ASCE
Abstract: Improving the efficiency and safety of highway traffic relies heavily on accurately modeling the complex dynamics of traffic flow. This study aims to develop a novel method for modeling highway traffic flows by integrating ...