The Control Toolbox - An Open-Source C++ Library for Robotics, Optimal and Model Predictive Control
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Updated
Nov 9, 2022 - C++
The Control Toolbox - An Open-Source C++ Library for Robotics, Optimal and Model Predictive Control
PythonLinearNonLinearControl is a library implementing the linear and nonlinear control theories in python.
Iterative Linear Quadratic Regulator with auto-differentiatiable dynamics models
控制算法,状态、输出反馈控制。ADRC自抗扰控制,抗积分饱和PID控制,增量式PID控制,模糊FuzzyPID控制,线性二次型调节器LQR控制,线性二次型积分器LQI控制,迭代iLQR控制,模型预测MPC控制,AI智能控制,启发算法控制,强化学习SAC、PPO控制,无人机、机器人、小车轨迹跟踪控制
Implementation of the real-time MPC based on iLQR in Carla simulator
iterative Linear Quadratic Regulator with support for constraints on input and state variables via barrier functions—Numba-accelerated.
GPU-friendly, auto-differentiable LQR solver with JAX.
iterative Linear Quadratic Regulator practice
Constrained Differential Dynamic Programming Solver for Trajectory Optimization and Model Predictive Control
Iterative LQG for a couple of MuJoCo models
A toolbox for trajectory optimization of dynamical systems
Code supporting the WAFR paper "A Performance Analysis of Differential Dynamic Programming on a GPU," and the ICRA workshop follow on work deploying the algorithm onto robot hardware.
A Julia package for constrained iterative LQR (iLQR)
ILQR (Iterative Linear Quadratic Regulator)
Autonomous racing using ILQR and JAX.
Model-based Policy Gradients
Nav2 controller plugin utilizing Frenet Frames and ILQR
Trajectory planning library
SIA - C++/Python library for model-based stochastic estimation and optimal control
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