A Safe Bayesian Optimization Algorithm for Tuning the Optical ...

In this contribution, we present a safe Bayesian optimization algorithm which, while guaranteeing safety, shows significantly improved convergence speed and ...

A Safe Bayesian Optimization Algorithm for Tuning the Optical. Synchronization System at European XFEL. J. O. Lübsen1. M. Schütte12. S. Schulz2.

A safe Bayesian optimization algorithm for tuning the optical ...

A safe Bayesian optimization algorithm for tuning the optical synchronization system at European XFEL. Wednesday, March 6, 2024 10:00 AM (20 minutes).

ScienceDirect - PUBDB

A Safe Bayesian Optimization Algorithm for Tuning the Optical Synchronization. System at European XFEL. Jannis O. Lübsen Maximilian Schütte. Sebastian Schulz ...

A Safe Bayesian Optimization Algorithm for Tuning the ... - OUCI

A Safe Bayesian Optimization Algorithm for Tuning the Optical Synchronization System at European XFEL. https://doi.org/10.1016/j.ifacol.2023.10.1438 ·.

Code for paper: A Safe Bayesian Optimization Algorithm for Tuning ...

Code for the paper "A Safe Bayesian Optimization Algorithm for Tuning the Optical Synchronization System at European XFEL".

A Safe Bayesian Optimization Algorithm for Tuning ... - TIB Hannover

A Safe Bayesian Optimization Algorithm for Tuning the Optical Synchronization System at European XFEL (English). Free access. Lübsen, Jannis O. / Schütte, ...

Safe Bayesian Optimization Algorithm for Tuning the ... - YouTube

Safe Bayesian Optimization Algorithm for Tuning the Optical Synchronization System at XFEL.J.Luebsen. 10 views · 6 months ago ...more. RL4AA ...

BAYESIAN OPTIMISATION FOR FAST AND SAFE PARAMETER ...

Further, we provide slice-plots of the function as user feedback during the optimization. We showcase how we use our algorithm to tune up the FEL out- put ...

Bayesian optimization algorithms for accelerator physics

Schulz, and A. Eichler, A safe Bayesian optimization algorithm for tuning the optical synchronization system at european XFEL, IFACPapersOnLine ...

Bayesian Optimisation for Fast and Safe Parameter Tuning of ...

Further, we provide slice-plots of the function as user feedback during the optimization. We showcase how we use our algorithm to tune up the FEL out- put of ...

Bayesian optimization algorithms for accelerator physics

Eichler, A safe. Bayesian optimization algorithm for tuning the optical synchronization system at european XFEL, IFACPaper- · sOnLine, 56, 3079 ...

Safe Active Learning and Safe Bayesian Optimization for Tuning a ...

The second method, a newly proposed Safe Bayesian Optimization algorithm, combines learning of a loss function model with online optimization. Both methods ...

Bayesian optimization algorithms for accelerator physics - OSTI.GOV

A Safe Bayesian Optimization Algorithm for Tuning the Optical Synchronization System at European XFEL. Lübsen, Jannis O.; Schütte, Maximilian ...

Towards Safe Multi-Task Bayesian Optimization

Lübsen, Maximilian Schütte, Sebastian Schulz, and Annika Eichler. A safe Bayesian optimization algorithm for tuning the optical synchronization system at ...

arXiv:1902.03229v2 [cs.LG] 28 May 2019

This way, we obtain the first principled and safe Bayesian optimization algorithm applicable to high-dimensional domains. 1.1. Contributions. • ...

Bayesian optimization with safety constraints: safe and automatic ...

... vision, state estimation, planning, and control laws. The algorithm depends on tuning parameters a ∈ A in some specified, domain A ⊆ R d .

Bayesian optimization - Wikipedia

... algorithms in computer vision. See also. edit · Multi-armed bandit · Kriging ... 11850/370833. ^ Philip Ilten, Mike Williams, Yunjie Yang. Event generator tuning ...

Bayesian Optimization - Papers With Code

In this work, we consider the automatic tuning problem within the framework of Bayesian optimization, in which a learning algorithm's generalization performance ...

befelix/SafeOpt: Safe Bayesian Optimization - GitHub

This code implements an adapted version of the safe, Bayesian optimization algorithm, SafeOpt 1 , 2 . It also provides a more scalable implementation.