Nonconvex embedded optimization: code generation for fast real-time optimization + ROS support
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Updated
Dec 6, 2024 - Rust
Nonconvex embedded optimization: code generation for fast real-time optimization + ROS support
Python implementation of MPPI (Model Predictive Path-Integral) controller to understand the basic idea. Mandatory dependencies are numpy and matplotlib only.
A Parallel Optimization Toolkit for Nonlinear Model Predictive Control (NMPC)
An automatic code generator for nonlinear model predictive control (NMPC) and the continuation/GMRES method (C/GMRES) based numerical solvers for NMPC
[IROS 2024] MPPI (Model Predictive Path-Integral) Controller for a Swerve Drive Robot
🐕 Quadruped manipulator planner and controller using MPC and WBC based on OCS2: Unitree AlienGo + Z1
A modular and scalable simulation framework for ultra-rapid prototyping of self-adaptive, stochastic and robust Nonlinear Model Predictive Control for Autonomous Vehicle Motion Control
MPC pathtracking implementation with python, solved by PANOC/IPOPT
MATLAB sample codes for Robotics engineering
Undergraduate Thesis “Perception-constrained Visual Servoing Based NMPC for Quadrotor Flight”
Nonlinear Model Predictive Control for Self-Driving Vehicles based on Local Sequential Quadratic Programming by recursively calling ProxQP solver.
NMPC controller for trajectory tracking and obstacle avoidance
Optimal control solver implemented in Python. SymPy for symbolic differentiation and Numba for fast computation.
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