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Manifold Learning for Lane-changing Behavior Recognition in Urban Traffic

2019 IEEE Intelligent Transportation Systems Conference (ITSC), 2019
Based on manifold learning (ML), a novel driver behavior recognition (DBR) method is proposed in this paper to recognize the lane-changing behaviors of surrounding vehicles based on the camera-only information. In our study, one of the most widely-used ML methods, isometric mapping (Isomap), is adopted to find the latent manifold structure of the ...
Jinghang Li   +5 more
openaire   +1 more source

Location-Dependent Lane-Changing Behavior for Arterial Road Traffic

Networks and Spatial Economics, 2013
zbMATH Open Web Interface contents unavailable due to conflicting licenses.
Qi, HongSheng   +3 more
openaire   +2 more sources

Effects of Cooperative Lane-Change Behavior on Vehicular Traffic Flow

2018
Modeling of driver behavior is an important issue in microscopic vehicular traffic simulations. Especially for lane-change models, cooperative behavior is in some situations inevitable to ensure a smooth traffic flow and avoid abnormally long waiting times for single vehicles.
Christian Backfrieder   +3 more
openaire   +1 more source

Modeling lane-changing behavior in presence of exclusive lanes

2005
Driving behavior is significantly affected by the presence of exclusive lanes. Particularly, unlimited access to exclusive lanes result significant amount of special type of lane-changing actions. The objective of this thesis is to develop an improved lane-changing model that has a generalized structure and is flexible enough to capture the lane ...
openaire   +1 more source

Combined Bayesian Network-Based Recognition of Lane Changing Behavior

2017
Aiming at the lane change behavior recognition requirements of lane change warning system, natural lane change samples were captured by using a test vehicle. Steering angle and distance between vehicle and lane mark were used as characteristic parameters of lane change behavior.
Yan Shan   +5 more
openaire   +1 more source

Anticipatory behavior in lane changing models

2006
Actions performed by drivers in case of lane changing behavior are usually the result of some plan the driver has in mind. This involves anticipating future scenarios and persisting in order to execute the plan. The objective of this thesis is to develop a framework for modeling the lane-changing behavior that captures the anticipatory behavior of ...
openaire   +1 more source

Three-lane Car-flowing Model Accounting for Variable Lane Change and Driving Behavior

2021 IEEE International Conference on Systems, Man, and Cybernetics (SMC), 2021
Xiaotong Yan   +3 more
openaire   +1 more source

Analyzing differences of highway lane-changing behavior using vehicle trajectory data

Physica A: Statistical Mechanics and Its Applications, 2023
Qiang Luo   +2 more
exaly  

Lane changing and congestion are mutually reinforcing?

Communications in Transportation Research, 2023
David Matthew Levinson, Yang Gao
exaly  

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