Browse Publications Technical Papers 2020-01-0111
2020-04-14

Optimal Cooperative Path Planning Considering Driving Intention for Shared Control 2020-01-0111

Shared control is the solution that incorporates the capabilities of the human driver and the automated driving system together, and has received increasing attention in recent studies. This paper presents an optimal cooperative path planning method for shared control to address the target path conflicts during the driver-automation interaction by using the convex optimization technique based on the natural cubic spline and the driving intention recognition. The optimal path criteria (e.g. the optimal curvature, the optimal heading angle) are formulated as quadratic forms using the natural cubic spline, and the initial normal distance to the center lane of the cooperative path in the Fernet-based coordinate system is induced by considering the driver’s lane-changing intention utilized by the Support Vector Machine (SVM) method. Then, the optimal cooperative path could be obtained by the convex optimization technical. The noncooperative game theory is adopted to model the driver-automation interaction in this shared control framework, where the Nash equilibrium solution is derived by the model predictive control (MPC) approach. Finally, the proposed framework is tested with different driver’s driving intentions to avoid obstacles on a straight road and a curvy road. As a result, the planned path could continuously adapt to the driving intention and various road shapes, and the path conflicts between the human driver and the controller is also decreased by the proposed cooperative path planning method in the game-based shared control framework

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