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20162022
most citedAdaptive and Safe Bayesian Optimization in High Dimensions via One-Dimensional Subspaces

47 citations · 118 across the 6 of their papers we have counts for

collaborators

6 papers

physics.acc-ph2022★ 27 cited

Tuning Particle Accelerators with Safety Constraints using Bayesian Optimization

Johannes Kirschner, Mojmir Mutný, Andreas Krause +3

Tuning machine parameters of particle accelerators is a repetitive and time-consuming task that is challenging to automate. While many off-the-shelf optimization algorithms are ava…

physics.acc-ph2019★ 11 cited

From self-organization in relativistic electron bunches to coherent synchrotron light: observation using a photonic time-stretch digitizer

Serge Bielawski, Edmund Blomley, Miriam Brosi +14

In recent and future synchrotron radiation facilities, relativistic electron bunches with increasingly high charge density are needed for producing brilliant light at various wavel…

cs.LG2019★ 47 cited

Adaptive and Safe Bayesian Optimization in High Dimensions via One-Dimensional Subspaces

Johannes Kirschner, Mojmír Mutný, Nicole Hiller +2

Bayesian optimization is known to be difficult to scale to high dimensions, because the acquisition step requires solving a non-convex optimization problem in the same search space…

physics.acc-ph2018★ 4 cited

High throughput data streaming of individual longitudinal electron bunch profiles in a storage ring with single-shot electro-optical sampling

Stefan Funkner, Edmund Blomley, Erik Bründermann +9

The development of fast detection methods for comprehensive monitoring of electron bunches is a prerequisite to gain comprehensive control over the synchrontron emission in storage…

physics.acc-ph2017★ 10 cited

Simultaneous Detection of Longitudinal and Transverse Bunch Signals at a Storage Ring

Benjamin Kehrer, Miriam Brosi, Johannes L. Steinmann +14

To understand and control the dynamics in the longitudinal phase space, time-resolved measurements of different bunch parameters are required. For a reconstruction of this phase sp…

physics.acc-ph2016★ 19 cited

Fast Mapping of Terahertz Bursting Thresholds and Characteristics at Synchrotron Light Sources

Miriam Brosi, Johannes L. Steinmann, Edmund Blomley +12

Dedicated optics with extremely short electron bunches enable synchrotron light sources to generate intense coherent THz radiation. The high degree of spatial compression in this s…