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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 ...
Real-Time Bottleneck Identification and Graded Variable Speed Limit Control Framework for Mixed Traffic Flow on Highways Based on Deep Reinforcement Learning
Publisher: American Society of Civil Engineers
Abstract: Effective management is essential for maintaining the smooth operation of highways. The graded variable speed limit (GVSL) method enhances traditional speed limit models by dividing the highway into multiple segments and ...