LPA Online Workshop on Control Systems and Machine Learning

Name: LPA Online Workshop on Control Systems and Machine Learning
Start: 2022-01-24T15:00:00+01:00
End: 2022-01-27T20:00:00+01:00

24.–27. Jan. 2022

Europe/Berlin Zeitzone

Timetable Timezone: Please select from dropdown menu to upper-right of page. Default is "Europe/Berlin".

This event is part of the Laser-Plasma Accelerator Seminars. Click here for more information, including data protection.

Liste der Autoren

Andre Antoine (University of Michigan)
- Autor von Data-driven modelling of laser-plasma experiments enabled by large datasets
Chiara Badiali (Instituto Superior Técnico)
- Autor von Towards deep learning-accelerated particle-in-cell simulations: application to Compton scattering events
Felix Fabian Alexander Balling
- Co-Autor von Current design of the data acquisition system at the Centre for Advanced Laser Applications (CALA)
Friedrich Bethke
- Autor von ML-based radiation diagnostics for recognition of self-injection radiation
- Autor von Surrogate modeling of Laser-Plasma acceleration
Shikha Bhadoria (University of Gothenburg)
- Autor von Towards simulation-governed ML-based analysis of laser-plasma interactions
Pablo Jaime Bilbao Santiago (Golp/IPFN Instituto Superior Tecnico, Universidade de Lisboa, Lisboa Portugal)
- Autor von Towards deep learning-accelerated particle-in-cell simulations: application to Compton scattering events
Thomas Blackburn (University of Gothenburg)
- Autor von Towards simulation-governed ML-based analysis of laser-plasma interactions
Erik Bründermann (KIT)
- Co-Autor von Studies on Reinforcement Learning Applications for Accelerator Optimization and Control
Michael Bussmann (CASUS - HZDR)
- Autor von FAIR data storage for user experiments: Challenges and Opportunities
- Co-Autor von In-situ ML-based surrogate model training via continual learning and streaming
Michael Bussmann (CASUS - Center for Advanced Systems Understanding, Helmholtz-Zentrum Dresden-Rossendorf (HZDR))
- Autor von Advanced understanding of Laser-plasma acceleration by Machine Learning: overview of recent developments
- Autor von ML-based radiation diagnostics for recognition of self-injection radiation
Kevin Cassou (CNRS/IJClab)
- Autor von PALLAS control command and data acquisition systems
Yen-Yu Chang (Helmholtz Zentrum Rossendorf Dresden)
- Co-Autor von Surrogate modeling of Laser-Plasma acceleration
Jean-Louis Coacolo
- Autor von PALLAS control command and data acquisition systems
Jurjen Couperus Cabadağ (Helmholtz-zentrum Dresden-Rossendorf)
- Co-Autor von Surrogate modeling of Laser-Plasma acceleration
Fabio Cruz (Golp/IPFN, Instituto Superior Tecnico, Universidade de Lisboa, Lisboa Portugal)
- Autor von Towards deep learning-accelerated particle-in-cell simulations: application to Compton scattering events
Stephen Dann (Central Laser Facility (UKRI))
- Autor von Controlling experiments at Gemini (and EPAC)
Jonathan Davies (Laboratory for Laser Energetics)
- Co-Autor von Open-Source Software and Data Formats for High Energy Density Physics
Alexander Debus (Helmholtz-Zentrum Dresden-Rossendorf (HZDR))
- Autor von ML-based radiation diagnostics for recognition of self-injection radiation
Alexander Debus (Helmholtz-Zentrum Dresden-Rossendorf)
- Autor von Advanced understanding of Laser-plasma acceleration by Machine Learning: overview of recent developments
- Autor von FAIR data storage for user experiments: Challenges and Opportunities
- Co-Autor von In-situ ML-based surrogate model training via continual learning and streaming
- Co-Autor von Surrogate modeling of Laser-Plasma acceleration
Andreas Döpp (LMU Munich)
- Co-Autor von Current design of the data acquisition system at the Centre for Advanced Laser Applications (CALA)
- Co-Autor von Multi-objective Multi-Fidelity optimization of LWFA using Expected Hypervolume Improvement
Leonard Doyle (LMU)
- Autor von Current design of the data acquisition system at the Centre for Advanced Laser Applications (CALA)
- Co-Autor von Tango Controls as control system for a university high power laser lab
Evgeny Efimenko (Institute of Applied Physics of the Russian Academy of Sciences)
- Autor von Towards simulation-governed ML-based analysis of laser-plasma interactions
Annika Eichler (DESY)
- Co-Autor von Studies on Reinforcement Learning Applications for Accelerator Optimization and Control
Scott Feister
- Autor von Data Pipelines for Small Teams and High-Rep-Rates
- Co-Autor von Open-Source Software and Data Formats for High Energy Density Physics
Julien Ferri (University of Gothenburg)
- Autor von Towards simulation-governed ML-based analysis of laser-plasma interactions
Marco Garten (HZDR)
- Autor von FAIR data storage for user experiments: Challenges and Opportunities
Philippe Gauron
- Autor von PALLAS control command and data acquisition systems
Johannes Thomas Gebhard
- Co-Autor von Current design of the data acquisition system at the Centre for Advanced Laser Applications (CALA)
- Co-Autor von Tango Controls as control system for a university high power laser lab
Max F. Gilljohann (Ludwig-Maximilians-Universität München)
- Co-Autor von Current design of the data acquisition system at the Centre for Advanced Laser Applications (CALA)
Arkady Gonoskov (University of Gothenburg)
- Autor von Towards simulation-governed ML-based analysis of laser-plasma interactions
Anthony Gonsalves (LBNL)
- Autor von The BELLA Center control system
Ross Gray (University of Strathclyde)
- Autor von Developments in Data Acquisition and Handling for LPI experiments at SCAPA
Hayg Guler (IJCLAB)
- Autor von Linac tuning using ML
Gregor Hartmann
- Autor von Simulation-Based Inference for Beam Parameter Inversion
Jens Hartmann
- Co-Autor von Current design of the data acquisition system at the Centre for Advanced Laser Applications (CALA)
Peter Heuer (Laboratory for Laser Energetics)
- Autor von Open-Source Software and Data Formats for High Energy Density Physics
Nico Hoffmann (Helmholtz-Zentrum Dresden – Rossendorf)
- Autor von Advanced understanding of Laser-plasma acceleration by Machine Learning: overview of recent developments
- Autor von FAIR data storage for user experiments: Challenges and Opportunities
- Autor von ML-based radiation diagnostics for recognition of self-injection radiation
- Co-Autor von In-situ ML-based surrogate model training via continual learning and streaming
- Co-Autor von Surrogate modeling of Laser-Plasma acceleration
Axel Hübl (Lawrence Berkeley National Laboratory)
- Co-Autor von In-situ ML-based surrogate model training via continual learning and streaming
Axel Huebl (LBNL)
- Autor von FAIR data storage for user experiments: Challenges and Opportunities
- Autor von openPMD - A Scientific, Community Meta-Data Standard
Kelli Humbird (LLNL)
- Autor von Cognitive Simulation models for inertial confinement fusion
Arie Irman (HZDR)
- Co-Autor von Surrogate modeling of Laser-Plasma acceleration
Faran Irshad (CALA-LMU Munich)
- Autor von Multi-objective Multi-Fidelity optimization of LWFA using Expected Hypervolume Improvement
- Co-Autor von Tango Controls as control system for a university high power laser lab
Archis Joglekar (University of Michigan)
- Autor von A scalable cloud-based platform for laser plasma experimental data collection, sharing, and machine-learning
- Autor von Data-driven modelling of laser-plasma experiments enabled by large datasets
Guido Juckeland (Helmholtz-Zentrum Dresden – Rossendorf)
- Autor von FAIR data storage for user experiments: Challenges and Opportunities
Jan Kaiser (DESY)
- Co-Autor von Studies on Reinforcement Learning Applications for Accelerator Optimization and Control
Stefan Karsch (Ludwig-Maximilians-Universität München)
- Co-Autor von Current design of the data acquisition system at the Centre for Advanced Laser Applications (CALA)
- Co-Autor von Multi-objective Multi-Fidelity optimization of LWFA using Expected Hypervolume Improvement
Manuel Kirchen (DESY)
- Autor von Data-driven insights and operation at LUX
Thomas Kluge
- Autor von Advanced understanding of Laser-plasma acceleration by Machine Learning: overview of recent developments
- Autor von FAIR data storage for user experiments: Challenges and Opportunities
Alexander Koehler (Helmholtz-Zentrum Dresden – Rossendorf)
- Autor von FAIR data storage for user experiments: Challenges and Opportunities
Viacheslav Kubyskyi (IJCLAB)
- Co-Autor von Linac tuning using ML
Eric Legay (CNRS / IN2P3 / IJCLab)
- Autor von PALLAS control command and data acquisition systems
Eva Los (Imperial College London)
- Autor von Applications of Bayesian Inference in Radiation Reaction Experiments
Brendan Loughran (Quen's University Belfast)
- Autor von Optimisation of laser-driven ion acceleration at high repetition rate
Varun Makdani
- Autor von In-situ ML-based surrogate model training via continual learning and streaming
Stuart Mangles (Imperial College London)
- Co-Autor von Applications of Bayesian Inference in Radiation Reaction Experiments
Mattias Marklund (University of Gothenburg)
- Autor von Towards simulation-governed ML-based analysis of laser-plasma interactions
Brian Edward Marre (Helmholtz-Zentrum Dresden – Rossendorf)
- Autor von FAIR data storage for user experiments: Challenges and Opportunities
Petr Mazurek (ELI BL)
- Autor von Optimization of laser pulse duration using SPIDER and DAZZLER feedback loop
Iosif Meyerov (Lobachevsky University)
- Autor von Towards simulation-governed ML-based analysis of laser-plasma interactions
Andreas Muenzer (LMU)
- Co-Autor von Tango Controls as control system for a university high power laser lab
Andreas Münzer
- Co-Autor von Current design of the data acquisition system at the Centre for Advanced Laser Applications (CALA)
Nicholas A Murphy (Center for Astrophysics, Harvard & Smithsonian)
- Co-Autor von Open-Source Software and Data Formats for High Energy Density Physics
Chris O'Grady (SLAC National Accelerator Laboratory/LCLS)
- Autor von 1MHz 20GB/s Data Acquisition and Analysis at LCLS-II
Charlotte Palmer (Queen's University Belfast)
- Autor von Optimisation of high-intensity laser-solid interactions using gaussian process regression.
Tudor Pascu
- Autor von A comparison between the performances of machine learning algorithms in the case of laser profile images classification
Richard Pausch (HZDR)
- Autor von ML-based radiation diagnostics for recognition of self-injection radiation
- Co-Autor von In-situ ML-based surrogate model training via continual learning and streaming
- Co-Autor von Surrogate modeling of Laser-Plasma acceleration
Davorin Peceli (ELI BL)
- Autor von Optimization of laser pulse duration using SPIDER and DAZZLER feedback loop
Moana Pittman
- Autor von PALLAS control command and data acquisition systems
Franz Poeschel (CASUS - HZDR)
- Autor von FAIR data storage for user experiments: Challenges and Opportunities
- Autor von In-situ ML-based surrogate model training via continual learning and streaming
Alexey Polovinkin (Adv Learning Systems, TDATA, Intel)
- Autor von Towards simulation-governed ML-based analysis of laser-plasma interactions
Yury Rodimkov (Lobachevsky University)
- Autor von Towards simulation-governed ML-based analysis of laser-plasma interactions
Andrea Santamaria Garcia (KIT)
- Co-Autor von Studies on Reinforcement Learning Applications for Accelerator Optimization and Control
Hans-Peter Schlenvoigt (HZDR)
- Autor von FAIR data storage for user experiments: Challenges and Opportunities
- Co-Autor von Surrogate modeling of Laser-Plasma acceleration
Ulrich Schramm (HZDR)
- Autor von FAIR data storage for user experiments: Challenges and Opportunities
Jörg Schreiber (LMU Munich)
- Co-Autor von Current design of the data acquisition system at the Centre for Advanced Laser Applications (CALA)
Rob Shalloo (DESY)
- Autor von Control and Automation of Plasma Accelerators
- Co-Autor von Data-driven modelling of laser-plasma experiments enabled by large datasets
Oliver Stein (DESY)
- Autor von Studies on Reinforcement Learning Applications for Accelerator Optimization and Control
Peter Steinbach (Helmholtz-Zentrum Dresden-Rossendorf)
- Autor von Simulation-Based Inference for Beam Parameter Inversion
Patrick Stiller (Helmholtz-Zentrum Dresden-Rossendorf)
- Autor von In-situ ML-based surrogate model training via continual learning and streaming
Patrick Stiller (Helmholtz-Zentrum Dresden-Rossendorf (HZDR))
- Autor von ML-based radiation diagnostics for recognition of self-injection radiation
Matthew Streeter (Imperial College London)
- Co-Autor von Data-driven modelling of laser-plasma experiments enabled by large datasets
Alec Thomas
- Autor von A scalable cloud-based platform for laser plasma experimental data collection, sharing, and machine-learning
- Autor von Data-driven modelling of laser-plasma experiments enabled by large datasets
Valentin Volokitin (Lobachevsky University)
- Autor von Towards simulation-governed ML-based analysis of laser-plasma interactions
Nicole Wagner
- Autor von Challenges in automating experimental setups
Nils Weiße (CALA)
- Autor von Tango Controls as control system for a university high power laser lab
- Co-Autor von Current design of the data acquisition system at the Centre for Advanced Laser Applications (CALA)
Anna Willmann
- Autor von Surrogate modeling of Laser-Plasma acceleration
- Co-Autor von In-situ ML-based surrogate model training via continual learning and streaming
Chenran Xu (KIT)
- Co-Autor von Studies on Reinforcement Learning Applications for Accelerator Optimization and Control
Karl Zeil (Helmholtz-Zentrum Dresden-Rossendorf)
- Co-Autor von Surrogate modeling of Laser-Plasma acceleration
Tim Ziegler (Helmholtz-Zentrum Dresden-Rossendorf)
- Co-Autor von Surrogate modeling of Laser-Plasma acceleration

Wähle Zeitzone

LPA Online Workshop on Control Systems and Machine Learning