Train Trajectory Optimization based on Quadratic Programming for Virtual Coupling Concepts.

Jiahao Lu,Debiao Lu,Baigen Cai, Bin Chen, Jürgen Pannek, Susu Huang

2023 IEEE 26th International Conference on Intelligent Transportation Systems (ITSC)(2023)

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摘要
The concept of virtual coupling train convoys shows promise for improving railway capacity. This approach typically involves a “leader-follower” control strategy for multiple objects, such as vehicles and drones. In order to allow followers to enter the convoy, the operation status and trajectory of the leader vehicle must be optimized. This paper examines field data collected on Guangzhou Metro Line 22, and the velocity-distance curve shows consistency among the test runs, enabling coupling possibilities. Considering constraints such as safety constraints, train dynamic model constraints, and velocity limitation constraints, when the train operating trajectory expressed by polynomial curves is incorporated into the objective function, the resulting optimization strategy can be solved using quadratic programming methods. With the optimized trajectory by the proposed method, the average acceleration decreased by 0.009 m/s 2 to 0.024 m/s 2 , and the standard deviation decreased by 0.024 m/s 2 to 0.181 m/s 2 , Using the field collected data, the paper simulates train operations under virtual coupling, leader train using the optimized train trajectory, follower train employing the pure pursuit. The correlation coefficient of the velocity time series between the leader train and the follower train is 0.9996. The headway can also be shortened to 193.15 m average and a standard deviation of 6.44 m.
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关键词
Quadratic Programming,Trajectory Optimization,Training Trajectories,Virtual Coupling,Objective Function,Run Test,Train Operation,Polynomial Curve,Safety Constraints,Velocity Limits,Quadratic Programming Method,Running,End Point,Second Derivative,Maximum Velocity,Inequality Constraints,Equality Constraints,Even Number,Matrix Formation,Safe Distance,Traction Force,Coupling Method,Piecewise Polynomial,Quadratic Programming Problem,Braking Force,Maximum Acceleration,Constrained Optimization Problem,Air Resistance,Force Training,European Research Project
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