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Python Robotics is a comprehensive collection of Python sample codes and a textbook for various robotics algorithms. It is designed to be easy to read and understand, making it accessible for those who want to learn about robotics algorithms and their implementations. The repository covers a wide range of topics, including localization, mapping, SLAM (Simultaneous Localization and Mapping), path planning, path tracking, arm navigation, aerial navigation, and bipedal planning.
Key Features
Localization: Includes algorithms like Extended Kalman Filter, Particle Filter, and Histogram Filter for determining the robot's position based on sensor data.
Mapping: Provides examples of Gaussian grid maps, ray casting grid maps, and converting Lidar data to grid maps.
SLAM: Features algorithms like Iterative Closest Point (ICP) Matching and FastSLAM 1.0 for simultaneous localization and mapping.
Path Planning: Covers various algorithms such as Dijkstra, A*, D*, D* Lite, Potential Field, and Rapidly-Exploring Random Trees (RRT) for finding optimal paths.
Path Tracking: Includes control methods like Stanley control, rear wheel feedback control, and Linear–quadratic regulator (LQR) speed and steering control.
Arm Navigation: Demonstrates N joint arm to point control and arm navigation with obstacle avoidance.
Aerial Navigation: Provides simulations for drone 3D trajectory following and rocket-powered landing.
Bipedal Planning: Features a bipedal planner for modifying footsteps for an inverted pendulum.
Welcome to PythonRobotics’s documentation! - GitHub Pages
PythonRobotics is a popular open-source project on GitHub that provides Python code and explanations for various robotics algorithms. Learn about localization, mapping, path planning, path tracking, arm …
Getting Started
Contents What is PythonRobotics? Philosophy 1. Easy to understand each …
Localization
Localization Localization is the ability of a robot to know its position and orientation …
SLAM
SLAM Simultaneous Localization and Mapping (SLAM) examples Simultaneous …
Path Tracking
Contents Pure pursuit tracking Code Link Reference Stanley control Code Link …
Introduction
Introduction PythonRobotics is composed of two words: “Python” and “Robotics”. …
Mapping
Mapping Mapping is the ability of a robot to understand its surroundings with external …
Path Planning
Path Planning Path planning is the ability of a robot to search feasible and efficient …
Arm Navigation
Arm Navigation - Welcome to PythonRobotics’s documentation! - …
Alleen resultaten van atsushisakai.github.io weergevenGitHub - AtsushiSakai/PythonRobotics: Python sample codes and …
Python sample codes and textbook for robotics algorithms. - AtsushiSakai/PythonRobotics
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