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stanley

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This project implements a nonlinear kinematic bicycle model for vehicle motion and evaluates multiple trajectory tracking controllers, including PID, Pure Pursuit, Stanley, MPC, and Nonlinear MPC. The controllers are developed in C++ and compared in terms of tracking accuracy, stability, and control effort across different paths, and speeds.

  • Updated Feb 14, 2026
  • C++

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