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Autonomous racing in the Formula-Student-Driverless simulator with camera-based deep learning SLAM and nonlinear MPC

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trouverun/FSDS-MPC

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Autonomous racing in the Formula-Student-Driverless simulator with nonlinear MPC and camera-based SLAM

This repository implements:

  • a contouring-control based nonlinear MPC
  • an extended kalman filter state estimator
  • a monocular camera-based SLAM algorithm, which combines deep learning and the perspective-n-point method

A high-level overview of the system is shown below: arch_diag

Slow mapping lap:

Full-speed lap

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Autonomous racing in the Formula-Student-Driverless simulator with camera-based deep learning SLAM and nonlinear MPC

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