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
MPC pathtracking implementation with python, solved by PANOC/IPOPT
Nonlinear Model Predictive Control for Self-Driving Vehicles based on Local Sequential Quadratic Programming by recursively calling ProxQP solver.
MATLAB sample codes for Robotics engineering
NMPC controller for trajectory tracking and obstacle avoidance
Undergraduate Thesis “Perception-constrained Visual Servoing Based NMPC for Quadrotor Flight”
Optimal control solver implemented in Python. SymPy for symbolic differentiation and Numba for fast computation.
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