Publications


2025

  • The Crucial Role of Problem Formulation in Real-World Reinforcement Learning
    arXiv preprint arXiv:2503.20442, 2025
    Show Details (Citations: 3)

    Citations: 3

    Abstract not available in this view.

  • Multi-objective reinforcement learning for energy-efficient industrial control
    International Conference on Database and Expert Systems Applications, 67-72, 2025
    Show Details (Citations: 2)

    Citations: 2

    Abstract not available in this view.

  • Efficient data-driven model predictive control for online accelerator tuning
    Proceedings of the 16th International Particle Accelerator Conference …, 2025
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    Citations: 0

    Abstract not available in this view.

  • Achieving fast and robust perfect entangling gates via reinforcement learning
    arXiv preprint arXiv:2511.07076, 2025
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    Citations: 0

    Abstract not available in this view.

2024

  • Towards few-shot reinforcement learning in particle accelerator control
    15th International Particle Accelerator Conference, 2024
    Show Details (Citations: 10)

    Citations: 10

    Abstract not available in this view.

  • The reinforcement learning for autonomous accelerators collaboration
    JACoW, TUPS62, 2024
    Show Details (Citations: 5)

    Citations: 5

    Abstract not available in this view.

  • Python-based reinforcement learning on simulink models
    International Conference on Soft Methods in Probability and Statistics, 449-456, 2024
    Show Details (Citations: 5)

    Citations: 5

    Abstract not available in this view.

  • Deep Meta Reinforcement Learning for Rapid Adaptation In Linear Markov Decision Processes: Applications to CERN’s AWAKE Project
    International Conference on Soft Methods in Probability and Statistics, 175-183, 2024
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    Citations: 5

    Abstract not available in this view.

  • Exploring the Dynamics of Reinforcement Learning in Aerospace Control
    RL4AA Salzburg, 2024
    Show Details (Citations: 3)

    Citations: 3

    Abstract not available in this view.

  • DATA-DRIVEN MODEL PREDICTIVE CONTROL FOR AUTOMATED OPTIMIZATION OF INJECTION INTO THE SIS18 SYNCHROTRON: DATA-DRIVEN MODEL PREDICTIVE CONTROL FOR AUTOMATED OPTIMIZATION OF …
    15th International Particle Accelerator Conference: 15th International …, 2024
    Show Details (Citations: 3)

    Citations: 3

    Abstract not available in this view.

  • Data-driven model predictive control for automated optimization of injection into the SIS18 synchrotron
    15th International Particle Accelerator Conference, 2024
    Show Details (Citations: 3)

    Citations: 3

    Abstract not available in this view.

  • Comparison of Model Predictive Control and Proximal Policy Optimization for a 1-DOF Helicopter System
    2024 IEEE 22nd International Conference on Industrial Informatics (INDIN), 1-7, 2024
    Show Details (Citations: 3)

    Citations: 3

    Abstract not available in this view.

  • Tutorial on Meta-Reinforcement Learning and GP-MPC at the RL4AA'24 Workshop
    Show Details (Citations: 1)

    Citations: 1

    Abstract not available in this view.

  • Continuous data-driven control of the GTS-LHC ion source at CERN
    Proc. eCRIS 24, 1, 2024
    Show Details (Citations: 1)

    Citations: 1

    Abstract not available in this view.

  • Tutorial on Meta-Reinforcement Learning and GP-MPC at the RL4AA'24 Workshop: Tutorial on Meta-Reinforcement Learning and GP-MPC at the RL4AA'24 Workshop
    Show Details (Citations: 0)

    Citations: 0

    Abstract not available in this view.

  • TOWARDS FEW-SHOT REINFORCEMENT LEARNING IN PARTICLE ACCELERATOR CONTROL: TOWARDS FEW-SHOT REINFORCEMENT LEARNING IN PARTICLE ACCELERATOR CONTROL
    15th International Particle Accelerator Conference: 15th International …, 2024
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    Citations: 0

    Abstract not available in this view.

  • The Reinforcement Learning for Autonomous Accelerators Collaboration: The Reinforcement Learning for Autonomous Accelerators Collaboration
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    Citations: 0

    Abstract not available in this view.

  • Ph. D. Forum: Multi-Agent Reinforcement Learning in Wireless Network Communication
    2024 IEEE 25th International Symposium on a World of Wireless, Mobile and …, 2024
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    Citations: 0

    Abstract not available in this view.

  • Multi-Agent Reinforcement Learning in Wireless Network Communication
    Multi-Agent Reinforcement Learning in Wireless Network Communication, 2024
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    Citations: 0

    Abstract not available in this view.

  • Multi-agent Reinforcement Learning and Its Application to Wireless Network Communication
    International Conference on Soft Methods in Probability and Statistics, 363-370, 2024
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    Citations: 0

    Abstract not available in this view.

2023

  • Deep Q-learning versus proximal policy optimization: Performance comparison in a material sorting task
    2023 IEEE 32nd International Symposium on Industrial Electronics (ISIE), 1-6, 2023
    Show Details (Citations: 23)

    Citations: 23

    Abstract not available in this view.

  • Ultra fast reinforcement learning in accelerator control demonstrated on CERN AWAKE
    IPAC'23, 4459–4462, 2023
    Show Details (Citations: 13)

    Citations: 13

    Abstract not available in this view.

  • Towards automatic setup of 18 MeV electron beamline using machine learning
    Machine Learning: Science and Technology 4 (2), 025016, 2023
    Show Details (Citations: 10)

    Citations: 10

    Abstract not available in this view.

  • Active deep learning for nonlinear optics design of a vertical FFA accelerator
    IPAC23: International particle accelerator conference, 2023
    Show Details (Citations: 3)

    Citations: 3

    Abstract not available in this view.

  • A modular test bed for reinforcement learning incorporation into industrial applications
    International Data Science Conference, 99-101, 2023
    Show Details (Citations: 1)

    Citations: 1

    Abstract not available in this view.

2022

  • Charge‐State Distributions of Highly Charged Lead Ions at Relativistic Collision Energies
    Annalen der Physik 534 (3), 2100245, 2022
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    Citations: 5

    Abstract not available in this view.

  • Application of reinforcement learning in the LHC tune feedback
    Frontiers in Physics 10, 929064, 2022
    Show Details (Citations: 5)

    Citations: 5

    Abstract not available in this view.

  • Automatic setup of 18 MeV electron beamline using machine learning
    arXiv preprint arXiv:2209.03183, 2022
    Show Details (Citations: 3)

    Citations: 3

    Abstract not available in this view.

  • Revisiting stylolites as a gage of overburden pressure-insights from fractal analysis
    EGU General Assembly Conference Abstracts, EGU22-9842, 2022
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    Citations: 0

    Abstract not available in this view.

  • Multi-Agent Reinforcement Learning for Coordination of Device-to-Device Communication
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    Citations: 0

    Abstract not available in this view.

  • arXiv: Automatic setup of 18 MeV electron beamline using machine learning
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    Citations: 0

    Abstract not available in this view.

2021

  • Data Science—Analytics and Applications
    Springer Vieweg, 2021
    Show Details (Citations: 12)

    Citations: 12

    Abstract not available in this view.

  • An online iterative linear quadratic approach for a satisfactory working point attainment at FERMI
    Information 12 (7), 262, 2021
    Show Details (Citations: 6)

    Citations: 6

    Abstract not available in this view.

  • Test of Machine Learning at the CERN LINAC4
    JACoW Publishing, 2021
    Show Details (Citations: 4)

    Citations: 4

    Abstract not available in this view.

2020

  • Sample-efficient reinforcement learning for CERN accelerator control
    Physical Review Accelerators and Beams 23 (12), 124801, 2020
    Show Details (Citations: 99)

    Citations: 99

    Abstract not available in this view.

  • Online multi-objective particle accelerator optimization of the AWAKE electron beam line for simultaneous emittance and orbit control
    AIP Advances 10 (5), 2020
    Show Details (Citations: 37)

    Citations: 37

    Abstract not available in this view.

  • Model-free and Bayesian ensembling model-based deep reinforcement learning for particle accelerator control demonstrated on the Fermi FEL
    arXiv preprint arXiv:2012.09737, 2020
    Show Details (Citations: 34)

    Citations: 34

    Abstract not available in this view.

  • The gamma factory project at cern: A new generation of research tools made of light
    ACTA PHYSICA POLONICA B 13 (4), 645-652, 2020
    Show Details (Citations: 7)

    Citations: 7

    Abstract not available in this view.

  • Charge state tailoring of relativistic heavy ion beams for the Gamma Factory project at CERN
    X‐Ray Spectrometry 49 (1), 25-28, 2020
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    Citations: 7

    Abstract not available in this view.

  • Gamma Factory for CERN initiative-progress report
    PoS, 020, 2020
    Show Details (Citations: 6)

    Citations: 6

    Abstract not available in this view.

  • Exact solutions of indirect transverse field effects in elongated structures with applications to CERN LHC and PS
    Vienna, Tech. U., 2020
    Show Details (Citations: 0)

    Citations: 0

    Abstract not available in this view.

  • Electron Beam Improvements in Preparation for AWAKE Run 2: Human and Machine Learning
    APS Division of Plasma Physics Meeting Abstracts 2020, BO03. 002, 2020
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    Citations: 0

    Abstract not available in this view.

  • arXiv: Model-free and Bayesian Ensembling Model-based Deep Reinforcement Learning for Particle Accelerator Control Demonstrated on the FERMI FEL
    Show Details (Citations: 0)

    Citations: 0

    Abstract not available in this view.

2019

  • First partially stripped ions in the LHC (208Pb81+)
    Journal of Physics: Conference Series 1350 (1), 012071, 2019
    Show Details (Citations: 35)

    Citations: 35

    Abstract not available in this view.

  • Injectors beam performance evolution during run 2
    Show Details (Citations: 30)

    Citations: 30

    Abstract not available in this view.

  • Gamma Factory at CERN--novel research tools made of light
    arXiv preprint arXiv:1903.09032, 2019
    Show Details (Citations: 26)

    Citations: 26

    Abstract not available in this view.

  • Automatisation of the SPS ElectroStatic septa alignment
    10th Int. Particle Accelerator Conf.(IPAC’19), 4001-4004, 2019
    Show Details (Citations: 8)

    Citations: 8

    Abstract not available in this view.

  • New paradigms for tuning accelerators: Automatic performance optimization and first steps towards reinforcement learning at the CERN Low Energy Ion Ring
    2nd ICFA Workshop on Machine Learning for Charged Particle, 2019
    Show Details (Citations: 6)

    Citations: 6

    Abstract not available in this view.

  • MD3284: Partially Stripped Ions in the LHC
    Show Details (Citations: 4)

    Citations: 4

    Abstract not available in this view.

  • Detailed characterisation of the LEIR intensity limitations for a Pb ion beam
    Journal of Physics: Conference Series 1350 (1), 012128, 2019
    Show Details (Citations: 4)

    Citations: 4

    Abstract not available in this view.

  • Jacow: Automatisation of the sps electrostatic septa alignment
    Show Details (Citations: 1)

    Citations: 1

    Abstract not available in this view.

  • Energy Dependence of the Reproducibility and Injection Efficiency of the LINAC3-LEIR Complex
    10th Int. Particle Accelerator Conf.(IPAC'19), Melbourne, Australia, 19-24 …, 2019
    Show Details (Citations: 1)

    Citations: 1

    Abstract not available in this view.

  • JACoW: Energy dependence of the reproducibility and injection efficiency of the LINAC3-LEIR complex
    Show Details (Citations: 0)

    Citations: 0

    Abstract not available in this view.

  • JACoW: Detailed characterisation of the LEIR intensity limitations for a Pb ion beam
    Show Details (Citations: 0)

    Citations: 0

    Abstract not available in this view.

  • Improvements to the SPS Slow Extraction for High Intensity Operation
    9th International Particle Accelerator Conference, 2019
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    Citations: 0

    Abstract not available in this view.

  • Gamma Factory Proof-of-Principle Experiment
    9th International Particle Accelerator Conference, 2019
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    Citations: 0

    Abstract not available in this view.

  • Gamma factory at CERN: design of a proof-of-principle experiment
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    Citations: 0

    Abstract not available in this view.

2018

  • Lifetime and Beam Losses Studies of Partially Strip Ions in the SPS (Xe)
    Show Details (Citations: 19)

    Citations: 19

    Abstract not available in this view.

  • Space charge studies on LEIR
    Journal of Physics: Conference Series 1067 (6), 062020, 2018
    Show Details (Citations: 15)

    Citations: 15

    Abstract not available in this view.

  • Observations of SPS slow-extracted spill quality degradation and possible improvements
    Proc. IPAC’18, 2018
    Show Details (Citations: 8)

    Citations: 8

    Abstract not available in this view.

  • Electron cooling simulation and experimental benchmarks at LEIR
    Proceddings of 9th International Particle Accelerator Conference, Vancouver …, 2018
    Show Details (Citations: 2)

    Citations: 2

    Abstract not available in this view.

  • Studies of the Injection and Cooling Efficiency in LEIR Using the Longitudinal Schottky Spectrum
    9th Int. Particle Accelerator Conf.(IPAC'18), Vancouver, BC, Canada, April …, 2018
    Show Details (Citations: 1)

    Citations: 1

    Abstract not available in this view.

  • Performance of the CERN low energy ion ring (LEIR) with Xenon beams
    9th International Particle Accelerator Conference, 2018
    Show Details (Citations: 1)

    Citations: 1

    Abstract not available in this view.

  • LEIR Injection Efficiency Studies as a Function of the Beam Energy Distribution from Linac3
    9th Int. Particle Accelerator Conf.(IPAC'18), Vancouver, BC, Canada, April …, 2018
    Show Details (Citations: 1)

    Citations: 1

    Abstract not available in this view.

  • Impedance and instability studies in LEIR with xenon
    Proceedings of IPAC18, 720-723, 2018
    Show Details (Citations: 1)

    Citations: 1

    Abstract not available in this view.

  • The CERN Gamma Factory Initiative: An Ultra-High Intensity Gamma Source
    9th International Particle Accelerator Conference, 2018
    Show Details (Citations: 0)

    Citations: 0

    Abstract not available in this view.

  • Review of LEIR operation in 2018
    CERN Report, 2018
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    Citations: 0

    Abstract not available in this view.

  • JACoW: Studies of the Injection and Cooling Efficiency in LEIR Using the Longitudinal Schottky Spectrum
    Show Details (Citations: 0)

    Citations: 0

    Abstract not available in this view.

  • JACoW: Performance of the CERN Low Energy Ion Ring (LEIR) with Xenon beams
    Show Details (Citations: 0)

    Citations: 0

    Abstract not available in this view.

  • JACoW: Observations of SPS Slow-Extracted Spill Quality Degradation and Possible Improvements
    Show Details (Citations: 0)

    Citations: 0

    Abstract not available in this view.

  • JACoW: LEIR Injection Efficiency Studies as a Function of the Beam Energy Distribution from Linac3
    Show Details (Citations: 0)

    Citations: 0

    Abstract not available in this view.

  • JACoW: Impedance and Instability Studies in LEIR with Xenon
    Show Details (Citations: 0)

    Citations: 0

    Abstract not available in this view.

  • JACoW: Electron Cooling Simulation and Experimental Benchmarks at LEIR
    Show Details (Citations: 0)

    Citations: 0

    Abstract not available in this view.

2017

  • Numerical investigation of space charge effects on the positions of beamlets for transversely split beams
    Physical Review Accelerators and Beams 20 (12), 121001, 2017
    Show Details (Citations: 14)

    Citations: 14

    Abstract not available in this view.

2016

  • Space charge effects and advanced modelling for CERN low energy machines
    CERN, 2016
    Show Details (Citations: 19)

    Citations: 19

    Abstract not available in this view.

  • Intensity effects in the formation of stable islands in phase space during the multi-turn extraction process at the CERN PS
    57th ICFA Advanced Beam Dynamics Workshop on High-Intensity and High …, 2016
    Show Details (Citations: 0)

    Citations: 0

    Abstract not available in this view.

Unknown Year

  • Machine learning and automated optimisation
    Show Details (Citations: 0)

    Citations: 0

    Abstract not available in this view.

  • AUTOMATION OF GSI KEY BEAM MANIPULATIONS WITH AI METHODS
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    Citations: 0

    Abstract not available in this view.