NMPC-DCLF-DCBF
Model predictive control library
An implementation of nonlinear model predictive control using discrete-time control Lyapunov functions and control barrier functions for safety-critical systems.
A collection of work using nonlinear model predictive control (NMPC) with discrete-time control Lyapunov functions (CLFs) and control barrier functions (CBFs)
231 stars
8 watching
45 forks
Language: MATLAB
last commit: about 1 year ago
Linked from 1 awesome list
control-barrier-functionscontrol-lyapunov-functionsipoptmatlabmodel-predictive-controlmpc-controlnonlinear-optimizationobstacle-avoidance-algorithmquadratic-programmingsafety-critical-systems
Related projects:
Repository | Description | Stars |
---|---|---|
hybridrobotics/cbf-clf-helper | A Matlab library for implementing Control Barrier Function and Control Lyapunov Function based control methods for safety-critical systems | 268 |
ohtsukalab/autogenu-jupyter | An automatic code generator and solver for nonlinear model predictive control (NMPC) problems. | 156 |
balrifaee/net-mpc_collision-avoidance | A MATLAB simulation of model predictive control for vehicle collision avoidance. | 86 |
lbl-srg/mpcpy | An open-source platform for model predictive control in buildings | 116 |
ikostrikov/pytorch-ddpg-naf | An implementation of reinforcement learning algorithms for continuous control tasks using deep neural networks. | 307 |
schoppmp/linreg-mpc | A protocol for secure distributed linear regression on vertically distributed datasets | 32 |
s7ev3n/mpc_code | Software implementation of Model Predictive Control algorithm for autonomous vehicle trajectory tracking control | 242 |
tim283/smpc_example | A collection of examples demonstrating stochastic model predictive control (SMPC) in MATLAB. | 55 |
nki-ccb/won-parafac | An implementation of weighted orthogonal non-negative parallel factor analysis (PARAFAC) in MATLAB for bioinformatics and genomics applications. | 1 |
hubfire/muti-branch-ddpg-carla | An implementation of a reinforcement learning algorithm using multi-branch architecture and Deep Deterministic Policy Gradients (DDPG) to control autonomous vehicles in simulation environments. | 79 |
yinboc/liif | This project presents an approach to learning continuous image representation using a local implicit function. | 1,276 |
benedekrozemberczki/m-nmf | An implementation of Community Preserving Network Embedding using deep learning and matrix factorization techniques | 120 |
sarababakn/mfcl-neurips23 | This project presents a framework to mitigate catastrophic forgetting in federated class incremental learning for vision tasks using data-free methods and generative models. | 15 |
mpc-msri/ezpc | A software framework for secure machine learning that provides efficient and scalable computation protocols for collaborative data analysis | 402 |
pengskr/mpc | This project implements a Model Predictive Control (MPC) system in MATLAB. | 107 |