Constrained optimization and distributed computation based car following control of a connected and autonomous vehicle platoon
•Systematic car-following control algorithm for a connected and autonomous vehicle platoon.•Distributed algorithm solving a convex optimization with coupled constraints.•Stability analysis to demonstrate the desired transient and asymptotic dynamics. Motivated by the advancement in connected and aut...
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Published in | Transportation research. Part B: methodological Vol. 94; pp. 314 - 334 |
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Main Authors | , , |
Format | Journal Article |
Language | English |
Published |
Oxford
Elsevier Ltd
01.12.2016
Elsevier Science Ltd |
Subjects | |
Online Access | Get full text |
ISSN | 0191-2615 1879-2367 |
DOI | 10.1016/j.trb.2016.09.016 |
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Abstract | •Systematic car-following control algorithm for a connected and autonomous vehicle platoon.•Distributed algorithm solving a convex optimization with coupled constraints.•Stability analysis to demonstrate the desired transient and asymptotic dynamics.
Motivated by the advancement in connected and autonomous vehicle technologies, this paper develops a novel car-following control scheme for a platoon of connected and autonomous vehicles on a straight highway. The platoon is modeled as an interconnected multi-agent dynamical system subject to physical and safety constraints, and it uses the global information structure such that each vehicle shares information with all the other vehicles. A constrained optimization based control scheme is proposed to ensure an entire platoon’s transient traffic smoothness and asymptotic dynamic performance. By exploiting the solution properties of the underlying optimization problem and using primal-dual formulation, this paper develops dual based distributed algorithms to compute optimal solutions with proven convergence. Furthermore, the asymptotic stability of the unconstrained linear closed-loop system is established. These stability analysis results provide a principle to select penalty weights in the underlying optimization problem to achieve the desired closed-loop performance for both the transient and the asymptotic dynamics. Extensive numerical simulations are conducted to validate the efficiency of the proposed algorithms. |
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AbstractList | Motivated by the advancement in connected and autonomous vehicle technologies, this paper develops a novel car-following control scheme for a platoon of connected and autonomous vehicles on a straight highway. The platoon is modeled as an interconnected multi-agent dynamical system subject to physical and safety constraints, and it uses the global information structure such that each vehicle shares information with all the other vehicles. A constrained optimization based control scheme is proposed to ensure an entire platoon’s transient traffic smoothness and asymptotic dynamic performance. By exploiting the solution properties of the underlying optimization problem and using primal-dual formulation, this paper develops dual based distributed algorithms to compute optimal solutions with proven convergence. Furthermore, the asymptotic stability of the unconstrained linear closed-loop system is established. These stability analysis results provide a principle to select penalty weights in the underlying optimization problem to achieve the desired closed-loop performance for both the transient and the asymptotic dynamics. Extensive numerical simulations are conducted to validate the efficiency of the proposed algorithms. •Systematic car-following control algorithm for a connected and autonomous vehicle platoon.•Distributed algorithm solving a convex optimization with coupled constraints.•Stability analysis to demonstrate the desired transient and asymptotic dynamics. Motivated by the advancement in connected and autonomous vehicle technologies, this paper develops a novel car-following control scheme for a platoon of connected and autonomous vehicles on a straight highway. The platoon is modeled as an interconnected multi-agent dynamical system subject to physical and safety constraints, and it uses the global information structure such that each vehicle shares information with all the other vehicles. A constrained optimization based control scheme is proposed to ensure an entire platoon’s transient traffic smoothness and asymptotic dynamic performance. By exploiting the solution properties of the underlying optimization problem and using primal-dual formulation, this paper develops dual based distributed algorithms to compute optimal solutions with proven convergence. Furthermore, the asymptotic stability of the unconstrained linear closed-loop system is established. These stability analysis results provide a principle to select penalty weights in the underlying optimization problem to achieve the desired closed-loop performance for both the transient and the asymptotic dynamics. Extensive numerical simulations are conducted to validate the efficiency of the proposed algorithms. |
Author | Shen, Jinglai Du, Lili Gong, Siyuan |
Author_xml | – sequence: 1 givenname: Siyuan surname: Gong fullname: Gong, Siyuan email: sgong1@hawk.iit.edu organization: Department of Civil, Architectural and Environmental Engineering, Illinois Institute of Technology, Chicago, IL 60616, USA – sequence: 2 givenname: Jinglai surname: Shen fullname: Shen, Jinglai email: shenj@umbc.edu organization: Department of Mathematics and Statistics, University of Maryland Baltimore County, MD 21250, USA – sequence: 3 givenname: Lili surname: Du fullname: Du, Lili email: ldu3@iit.edu organization: Department of Civil, Architectural and Environmental Engineering, Illinois Institute of Technology, Chicago, IL 60616, USA |
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Keywords | Connected and autonomous vehicles Car-following control Optimization Distributed algorithm |
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Snippet | •Systematic car-following control algorithm for a connected and autonomous vehicle platoon.•Distributed algorithm solving a convex optimization with coupled... Motivated by the advancement in connected and autonomous vehicle technologies, this paper develops a novel car-following control scheme for a platoon of... |
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SubjectTerms | Algorithms Asymptotic properties Automobiles Automotive engineering Autonomous cars Autonomous vehicles Car following Car-following control Computer simulation Connected and autonomous vehicles Constraints Distributed algorithm Dynamical systems Dynamics Environmental impact Mathematical models Multiagent systems Optimization Smoothness Stability analysis Sustainable development Traffic congestion |
Title | Constrained optimization and distributed computation based car following control of a connected and autonomous vehicle platoon |
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