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    Fusing Physics-Based and Data-Driven Models for Car-Following Modeling: A Particle Filter Approach 

    Source: Journal of Transportation Engineering, Part A: Systems:;2024:;Volume ( 150 ):;issue: 012:;page 04024080-1
    Author(s): Yang Yang; Yang Zhang; Ziyuan Gu; Zhiyuan Liu; Haoning Xi; Shaoweihua Liu; Shi Feng; Qiang Liu
    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 ...
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    A Modeling Method for Complex Traffic Flow on Highways Based on the Fusion of Heterogeneous Data from Multiple Sensors 

    Source: Journal of Transportation Engineering, Part A: Systems:;2024:;Volume ( 150 ):;issue: 006:;page 04024021-1
    Author(s): Shaoweihua Liu; Yunyan Tang; Yiliu He; Junyi Ren; Yujie Zhang; Xi Luo; Hongyun Yang
    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 ...
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