Discover jumlauft/GP-Error-Bounds-for-Safe-Control Open Source project

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The Matlab code accompanies the work "Uniform Error Bounds for Gaussian Process Regression with Application to Safe Control" by Armin Lederer, Jonas Umlauft and Sandra Hirche published at the Conference on Neural Information Processing Systems (NeurIPS)

Safe-Online-Learning-for-Gaussian-Processes

The code accompanies the publication "Feedback Linearization based on Gaussian Processes with event-triggered Online Learning" by Jonas Umlauft and Sandra Hirche published in IEEE Transactions on Automatic Control in 2020.

MATLAB

Sum-of-Squares-for-Stable-GPSSMs

The provided code accompanies the following publication: "Learning Stable Gaussian Process State Space Models", American Control Conference (ACC), IEEE 2017.

MATLAB

Uncertainty-based-Control-Lyapunov-Functions

The code accompanies the publication "An Uncertainty-based Control Lyapunov Approach for Control-affine Systems Modeled by Gaussian Process" by Jonas Umlauft, Lukas Pöhler, Sandra Hirche published in IEEE Control Systems Letters (L-CSS) in 2018

MATLAB

Stable-Gaussian-Process-State-Space-Models

The code accompanies the manuscript "Learning Stochastically Stable Gaussian Process State-Space Models" by Jonas Umlauft and Sandra Hirche

MATLAB