PythonLinearNonLinearControl is a library implementing the linear and nonlinear control theories in python.
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Updated
Aug 23, 2021 - Python
PythonLinearNonLinearControl is a library implementing the linear and nonlinear control theories in python.
Motion planning(Path Planning and Trajectory Planning/Tracking) of AGV/AMR:python implementation of Dijkstra, A*, JPS, D*, LPA*, D* Lite, (Lazy)Theta*, RRT, RRT*, RRT-Connect, Informed RRT*, Voronoi, PID, DWA, APF, LQR, MPC, RPP, Bezier, Dubins etc.
Model Predictive Path Integral (MPPI) with approximate dynamics implemented in pytorch
Reinforcement Learning with Model Predictive Control
emhass: Energy Management for Home Assistant, is a Python module designed to optimize your home energy interfacing with Home Assistant.
Iterative Linear Quadratic Regulator with auto-differentiatiable dynamics models
Python implementation of an automatic parallel parking system in a virtual environment, including path planning, path tracking, and parallel parking
Multi-Purpose MPC for Reference Path Tracking, Time-Optimal Driving and Obstacle Avoidance
Open-source wheeled biped robots
Humanoid robotics prototyping environment based on OpenRAVE
A Model Predictive Control (MPC) Python library based on the OSQP solver.
HILO-MPC is a Python toolbox for easy, flexible and fast development of machine-learning-supported optimal control and estimation problems
A toolkit for testing control and planning algorithm for car racing.
Model Predictive Path Integral Control (MPPI) with PyTorch
A V2G Simulation Environment for large scale EV charging optimization
Unofficial Implementation of the paper "Data-Efficient Reinforcement Learning with Probabilistic Model Predictive Control", applied to gym environments
OpTaS: An optimization-based task specification library for trajectory optimization and model predictive control.
Deep Neural Network architecture as a predictive optimal controller for {HVAC+Solar cell + battery} disturbance afflicted system vs classic Model Predictive Control
Safe Exploration with MPC and Gaussian process models
Differential Dynamic Programming controller operating in OpenAI Gym environment.
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