[PDF][PDF] Badger: The missing optimizer in ACR
… reuse, plus the optimization progress can not be easily monitored and controlled. In this
study, we propose an optimization platform named Badger to tackle the obstacles in ACR online …
study, we propose an optimization platform named Badger to tackle the obstacles in ACR online …
[PDF][PDF] Optimisation of the Touschek Lifetime in Synchrotron Light Sources Using Badger
… Badger [1] is a software designed to easily access several optimizers (simplex, RCDS [2],
Bayesian optimization, etc.) … The Badger software is very flexible and easy to adapt to different …
Bayesian optimization, etc.) … The Badger software is very flexible and easy to adapt to different …
[PDF][PDF] Updates to Xopt for online accelerator optimization and control
… and offline accelerator optimization problems at a … optimization performance in solving
online optimization problems. We also discuss how Xopt has been incorporated into the Badger …
online optimization problems. We also discuss how Xopt has been incorporated into the Badger …
[PDF][PDF] Integration of an Optimizer Framework into the Control System at KARA
… an alternative generic optimizer framework … Badger as the optimization framework for its
simplicity and adaptability to new tasks. In this paper, we share our experience adapting Badger …
simplicity and adaptability to new tasks. In this paper, we share our experience adapting Badger …
[PDF][PDF] Mini-beta optics commissioning at the european synchrotron radiation facility extemely brilliant source
S White, G Le Bec, N Carmignani, J Drnec… - Proc. IPAC'24 - jacow.org
… and injection efficiency optimization using Badger were developed [7] The Badger optimizer
proved to be extremely useful as it allowed to quickly run several optimization of many …
proved to be extremely useful as it allowed to quickly run several optimization of many …
[PDF][PDF] PROGRESS ON COMBINING DIGITAL TWINS AND MACHINE LEARNING-BASED CONTROL FOR ACCELERATORS AT SLAC
… OPTIMIZATION AND MODEL-INFORMED OPTIMIZATION For online optimization, we are
developing the Xopt and Badger … algorithms [12], and Badger is a graphical user interface to …
developing the Xopt and Badger … algorithms [12], and Badger is a graphical user interface to …
[PDF][PDF] Bayesian Optimization for SASE Tuning at the European XFEL
… In the future, it is foreseen to integrate BO with the existing optimization frameworks like
Ocelot optimizer and Badger [23] and use it as a routine tuning tool. The code package and data …
Ocelot optimizer and Badger [23] and use it as a routine tuning tool. The code package and data …
[PDF][PDF] Vertical beam halo characterisation at the ESRF EBS for operation with reduced in vacuum undulator gap
… been performed, using the optimizer Badger [11] and the algorithm Trust Region Bayesian
Optimization (TuRBO) [12], in the Xopt library [13]. The optimizer have found a setting where …
Optimization (TuRBO) [12], in the Xopt library [13]. The optimizer have found a setting where …
Bridging the gap between machine learning and particle accelerator physics with high-speed, differentiable simulations
… optimization methods like Bayesian optimization (BO) have been used to achieve impressive
results [13]. However, demands to solve optimization … to efficiently optimize objective …
results [13]. However, demands to solve optimization … to efficiently optimize objective …
Large language models for human-machine collaborative particle accelerator tuning through natural language
… In doing so, we also show how LLMs can perform numerical optimization of a nonlinear
real-world objective. Ultimately, this work represents another complex task that LLMs can solve …
real-world objective. Ultimately, this work represents another complex task that LLMs can solve …