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Robotics algorithm demos from AtsushiSakai/PythonRobotics, deployed on Turtlebot3, parametrized tests with Artefacts.

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PythonRobotics + Artefacts

Algorithm demos from PythonRobotics, parametrized tests with Artefacts, deployed on Turtlebot3.

Progress

  • Localization
    • Extended Kalman Filter
    • Ensemble Kalman Filter
    • Unscented Kalman Filter
    • Histogram Filter
    • Particle Filter
  • Mapping
    • Gaussian Grid Map
    • Normal Distance Transform (NDT)
    • Ray Casting Grid Map
    • Lidar to Grid Map
    • Pointcloud Sampling
    • K-means Object Clustering
    • Object Shape Recognition using Circle Fitting
    • Object Shape Recognition using Rectangle Fitting
    • Normal Vector Estimation
    • Distance Map
  • SLAM
    • Iterative Closest Point (ICP) Matching
    • EKF SLAM
    • FastSLAM 1.0
    • FastSLAM 2.0
    • Graph-based SLAM
  • Path Planning
    • Dynamic Window Approach
    • Bug Planner
    • Grid-based Search
    • Time-based Grid Search
    • Model Predictive Trajectory Generator
    • State Lattice Planning
    • Probabilistic Road-Map (PRM) Planning
    • Visibility Road-Map Planner
    • Voronoi Road-Map Planning
    • Rapidly-exploring Random Trees (RRT)
    • Particle Swarm Optimization Path Planning
    • Cubic Spline Planning
    • B-Spline Planning
    • Catmull-Rom Spline Planning
    • Clothoid Path Planning
    • Eta^3 Spline Path Planning
    • Bezier Path Planning
    • Quintic Polynomials Planning
    • Dubins Path Planning
    • Reeds Shepp Planning
    • LQR-based Path Planning
    • Hybrid A Star
    • Optimal Trajectory in a Frenet Frame
    • Coverage Path Planner
    • Elastic Bands
  • Path Tracking
    • Pure Pursuit Tracking
    • Standley Control
    • Rear Wheel Feedback Control
    • Linear-Quadratic Regulator (LQR) Steering Control
    • Linear-Quadratic Regulator (LQR) Speed and Steering Control
    • Model Predictive Speed and Steering Control
    • Nonlinear Model Predictive Control with C-GMRES
    • Move-to-a-Pose Control
  • Arm navigation
    • Two-joint Arm-to-Point control
    • N-Joint Arm-to-Point control
    • Arm Navigation With Obstacle Avoidance
  • Aerial Navigation
    • Drone 3d Trajectory Following
    • Rocket Powered Landing
  • Bipedal
    • Bipedal Planner
  • Inverted Pendulum
    • LQR Control
    • MPC Control
  • Mission Planning
    • State Machine
    • Behavior Tree

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Robotics algorithm demos from AtsushiSakai/PythonRobotics, deployed on Turtlebot3, parametrized tests with Artefacts.

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