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

Jan 24 – 27, 2022

Europe/Berlin timezone

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.

Author List

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