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Development of an Asymmetric Car-Following Model and Simulation Validation
- Source :
- IEEE Transactions on Intelligent Transportation Systems. 21:3513-3524
- Publication Year :
- 2020
- Publisher :
- Institute of Electrical and Electronics Engineers (IEEE), 2020.
-
Abstract
- Numerous car-following models have been developed since the 1950s. However, there still exist many traffic phenomena that cannot be demonstrated using the existing models. Therefore, this research proposed a new car-following model, the Asymmetric car-following (ACF) model based on the understanding of driver’s asymmetric behavior, which can explain complex traffic phenomena. We established the asymmetric car-following (ACF) rule under the vehicle’s safety constraints using eight parameters that indicate the driver’s characteristics and vehicle’s performances. To evaluate the ACF model, we performed the simulation for car-following pairs and conducted a comparison analysis with the existing models: Newell, Gipps, GM, and IDM. As a result, the proposed ACF model showed good fitness with the empirical trajectory and the apparent asymmetric behavior compared to others. For further investigation in the congested traffic stream, we simulated a group of vehicles by adding an error term to represent the driver’s unexpected behavior. The simulation showed growth, propagation, and dissipation of the stop-and-go traffic. These results proved that the ACF model has the strength to elaborate on various traffic phenomena, such as traffic hysteresis and stop-and-go traffic.
- Subjects :
- 050210 logistics & transportation
Computer science
Mechanical Engineering
05 social sciences
Safety constraints
Dissipation
Car following
Computer Science Applications
Term (time)
Acceleration
Control theory
0502 economics and business
Automotive Engineering
Trajectory
Verification and validation of computer simulation models
Subjects
Details
- ISSN :
- 15580016 and 15249050
- Volume :
- 21
- Database :
- OpenAIRE
- Journal :
- IEEE Transactions on Intelligent Transportation Systems
- Accession number :
- edsair.doi...........b5ea69237cb5f190b9cbe77d6fffb6d9