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机器人控制框架

Project description

ub-clean-test

中文版 | English


中文版

一个模块化的机器人控制框架。

功能

  • 基础控制:PID、LQR、自适应控制
  • 运动学:逆运动学(速度级、位置级)
  • 轨迹规划:五次多项式平滑运动
  • 路径规划:RRT 快速扩展随机树
  • 强化学习:PPO 近端策略优化

安装

pip install ub-clean-test

快速开始

from ultra_balance import create_robot robot = create_robot('two_wheel') robot.start()


English Version

A modular robot control framework.

Features

  • Control: PID, LQR, adaptive control
  • Kinematics: Forward/Inverse kinematics
  • Trajectory Planning: Quintic polynomial
  • Path Planning: RRT (Rapidly-exploring Random Tree)
  • Reinforcement Learning: PPO (Proximal Policy Optimization)

Installation

pip install ub-clean-test

Quick Start

from ultra_balance import create_robot robot = create_robot('two_wheel') robot.start()

Modules

  • core/: Core algorithms (Kalman filter, PID, etc.)
  • planning/: Path planning (A*, RRT)
  • learning/: Reinforcement learning (PPO)

Examples

  • demo_trajectory.py: Trajectory planning demo
  • demo_rrt.py: RRT path planning demo
  • demo_ppo.py: PPO reinforcement learning demo

Project details


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