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Starred repositories

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Probabilistic Machine Learning: Advanced Topics

1,474 125 Updated Apr 18, 2025

This is a workshop on implementing model predictive control (MPC) and moving horizon estimation (MHE) on Matlab. The implementation is based on the Casadi Package which is used for numerical optimi…

MATLAB 380 140 Updated Feb 4, 2021

ICMRE-2021 coference paper codes

MATLAB 64 17 Updated May 17, 2023
MATLAB 10 2 Updated Jun 15, 2018

NMPC is implemented using Casadi in Matlab to control the steering, throttle, and braking of a vehicle in CarSim

MATLAB 51 12 Updated Jan 6, 2023

Nonlinear Model Predictive Control tuning using Genetic Algorithms, employed on a trajectory controller for differential drive robot

C++ 29 15 Updated Jan 25, 2021

Path planning using nonlinear model predictive control in dynamic environments

MATLAB 45 13 Updated Sep 21, 2018

A collection of work using nonlinear model predictive control (NMPC) with discrete-time control Lyapunov functions (CLFs) and control barrier functions (CBFs)

MATLAB 277 49 Updated Nov 9, 2023

High-speed Autonomous Drifting with Deep Reinforcement Learning

Python 129 27 Updated Jan 16, 2021

Python Implementation of Reinforcement Learning: An Introduction

Python 14,184 4,941 Updated Aug 9, 2024

Annotation data for JAAD (Joint Attention in Autonomous Driving) Dataset

Python 176 58 Updated Mar 9, 2025

PyTorch and TensorFlow implementation of NCP, LTC, and CfC wired neural models

Python 2,180 349 Updated Aug 14, 2024

MDPs and POMDPs in Julia - An interface for defining, solving, and simulating fully and partially observable Markov decision processes on discrete and continuous spaces.

Julia 720 107 Updated Jul 6, 2025

ArduPlane, ArduCopter, ArduRover, ArduSub source

C++ 13,145 19,030 Updated Jul 12, 2025

This package contains a dynamic obstacle avoidance algorithm for concave and convex obstacles as developped in [1].

Python 67 12 Updated Feb 20, 2023

TUM Roborace Team Software Stack - Example Vehicle

MATLAB 62 11 Updated Jul 17, 2019

Udacity CarND-Path-Planning project

C++ 11 12 Updated Mar 28, 2020

Self-Driving Car Engineer Program: Path Planning Project

C++ 8 4 Updated Dec 21, 2019

SFND_Lidar_Obstacle_Detection

Makefile 143 56 Updated Mar 28, 2020

Primal-Dual Policy Learning Simple Example

MATLAB 15 6 Updated Apr 12, 2021
Python 4 4 Updated Jan 22, 2020

This repo collets few LMPC examples coded in Python

Python 83 22 Updated Jun 28, 2024

Implementation of the Learning Model Predictive Controller for autonomous racing

Python 303 79 Updated Oct 1, 2020

Optimization-Based Collision Avoidance - a path planner for autonomous navigation

Julia 464 156 Updated Apr 27, 2018

TUM Roborace Team Software Stack - Path tracking control, velocity control, curvature control and state estimation.

MATLAB 268 86 Updated Mar 19, 2022

Open-source simulator for autonomous driving research.

C++ 12,716 4,103 Updated Jul 11, 2025

An application to test controllers on mobile robots.

Python 69 27 Updated Jul 28, 2017

dataset and code for 2016 paper "Learning a Driving Simulator"

Python 4,125 1,168 Updated Aug 16, 2022

code powering the comma.ai panda

C 1,605 843 Updated Jul 11, 2025
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