Publications

It is likely that my Google Scholar or Semantic Scholar profile is more accurate and up-to-date:

2025

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

    Citations: 3

    Abstract not available in this view.

  • Multi-objective reinforcement learning for energy-efficient industrial control
    Show Details (Citations: 2)

    Citations: 2

    Abstract not available in this view.

  • Achieving fast and robust perfect entangling gates via reinforcement learning
    Show Details (Citations: 0)

    Citations: 0

    Abstract not available in this view.

  • The Crucial Role of Problem Formulation in Real-World Reinforcement Learning
    Show Details (Citations: 0)

    Citations: 0

    Abstract not available in this view.

  • Efficient data-driven model predictive control for online accelerator tuning
    Show Details (Citations: 0)

    Citations: 0

    Abstract not available in this view.

2024

  • Towards few-shot reinforcement learning in particle accelerator control
    Show Details (Citations: 10)

    Citations: 10

    Abstract not available in this view.

  • Deep Meta Reinforcement Learning for Rapid Adaptation In Linear Markov Decision Processes: Applications to CERN’s AWAKE Project
    Show Details (Citations: 5)

    Citations: 5

    Abstract not available in this view.

  • Python-based reinforcement learning on simulink models
    Show Details (Citations: 5)

    Citations: 5

    Abstract not available in this view.

  • The reinforcement learning for autonomous accelerators collaboration
    Show Details (Citations: 5)

    Citations: 5

    Abstract not available in this view.

  • Comparison of Model Predictive Control and Proximal Policy Optimization for a 1-DOF Helicopter System
    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 …
    Show Details (Citations: 3)

    Citations: 3

    Abstract not available in this view.

  • Exploring the Dynamics of Reinforcement Learning in Aerospace Control
    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
    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
    Show Details (Citations: 1)

    Citations: 1

    Abstract not available in this view.

  • CONTINUOUS DATA-DRIVEN CONTROL OF THE GTS-LHC ION SOURCE AT CERN
    Show Details (Citations: 0)

    Citations: 0

    Abstract not available in this view.

  • Multi-agent Reinforcement Learning and Its Application to Wireless Network Communication
    Show Details (Citations: 0)

    Citations: 0

    Abstract not available in this view.

  • Multi-Agent Reinforcement Learning in Wireless Network Communication
    Show Details (Citations: 0)

    Citations: 0

    Abstract not available in this view.

  • Ph. D. Forum: Multi-Agent Reinforcement Learning in Wireless Network Communication
    Show Details (Citations: 0)

    Citations: 0

    Abstract not available in this view.

  • The Reinforcement Learning for Autonomous Accelerators Collaboration: The Reinforcement Learning for Autonomous Accelerators Collaboration
    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
    Show Details (Citations: 0)

    Citations: 0

    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.

2023

  • Deep Q-learning versus proximal policy optimization: Performance comparison in a material sorting task
    Show Details (Citations: 23)

    Citations: 23

    Abstract not available in this view.

  • Ultra fast reinforcement learning in accelerator control demonstrated on CERN AWAKE
    Show Details (Citations: 13)

    Citations: 13

    Abstract not available in this view.

  • Towards automatic setup of 18 MeV electron beamline using machine learning
    Show Details (Citations: 10)

    Citations: 10

    Abstract not available in this view.

  • Active deep learning for nonlinear optics design of a vertical FFA accelerator
    Show Details (Citations: 3)

    Citations: 3

    Abstract not available in this view.

  • A modular test bed for reinforcement learning incorporation into industrial applications
    Show Details (Citations: 1)

    Citations: 1

    Abstract not available in this view.

  • Active Deep Learning for Nonlinear Optics Design of a Vertical FFA Accelerator
    Show Details (Citations: 0)

    Citations: 0

    Abstract not available in this view.

2022

  • Application of reinforcement learning in the LHC tune feedback
    Show Details (Citations: 5)

    Citations: 5

    Abstract not available in this view.

  • Charge‐State Distributions of Highly Charged Lead Ions at Relativistic Collision Energies
    Show Details (Citations: 5)

    Citations: 5

    Abstract not available in this view.

  • Automatic setup of 18 MeV electron beamline using machine learning
    Show Details (Citations: 3)

    Citations: 3

    Abstract not available in this view.

  • Multi-Agent Reinforcement Learning for Coordination of Device-to-Device Communication
    Show Details (Citations: 0)

    Citations: 0

    Abstract not available in this view.

  • arXiv: Automatic setup of 18 MeV electron beamline using machine learning
    Show Details (Citations: 0)

    Citations: 0

    Abstract not available in this view.

  • Application of reinforcement learning in the LHC tune feedback
    Show Details (Citations: 0)

    Citations: 0

    Abstract not available in this view.

  • Revisiting stylolites as a gage of overburden pressure-insights from fractal analysis
    Show Details (Citations: 0)

    Citations: 0

    Abstract not available in this view.

  • Revisiting stylolites as a gage of overburden pressure-insights from fractal analysis
    Show Details (Citations: 0)

    Citations: 0

    Abstract not available in this view.

  • Test of Machine Learning at the CERN LINAC4
    Show Details (Citations: 0)

    Citations: 0

    Abstract not available in this view.

2021

  • Data Science—Analytics and Applications
    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
    Show Details (Citations: 6)

    Citations: 6

    Abstract not available in this view.

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

    Citations: 4

    Abstract not available in this view.

2020

  • Sample-efficient reinforcement learning for CERN accelerator control
    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
    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
    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
    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
    Show Details (Citations: 7)

    Citations: 7

    Abstract not available in this view.

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

    Citations: 6

    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.

  • Gamma Factory for CERN initiative-progress report
    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
    Show Details (Citations: 0)

    Citations: 0

    Abstract not available in this view.

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

    Citations: 0

    Abstract not available in this view.

  • The Gamma Factory Project at CERN: a New Generation of Research Tools Made of Light
    Show Details (Citations: 0)

    Citations: 0

    Abstract not available in this view.

  • Online multi-objective particle accelerator optimization of the AWAKE electron beam line for simultaneous emittance and orbit control
    Show Details (Citations: 0)

    Citations: 0

    Abstract not available in this view.

2019

  • First partially stripped ions in the LHC (208Pb81+)
    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
    Show Details (Citations: 26)

    Citations: 26

    Abstract not available in this view.

  • Improvements to the sps slow extraction for high intensity operation
    Show Details (Citations: 17)

    Citations: 17

    Abstract not available in this view.

  • Review of LEIR operation in 2018
    Show Details (Citations: 8)

    Citations: 8

    Abstract not available in this view.

  • Automatisation of the SPS ElectroStatic septa alignment
    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
    Show Details (Citations: 6)

    Citations: 6

    Abstract not available in this view.

  • Detailed characterisation of the LEIR intensity limitations for a Pb ion beam
    Show Details (Citations: 4)

    Citations: 4

    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.

  • Energy Dependence of the Reproducibility and Injection Efficiency of the LINAC3-LEIR Complex
    Show Details (Citations: 1)

    Citations: 1

    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.

  • Gamma Factory at CERN: Design of a proof-of-principle experiment
    Show Details (Citations: 1)

    Citations: 1

    Abstract not available in this view.

  • Gamma Factory Proof-of-Principle Experiment
    Show Details (Citations: 0)

    Citations: 0

    Abstract not available in this view.

  • Improvements to the SPS Slow Extraction for High Intensity Operation
    Show Details (Citations: 0)

    Citations: 0

    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.

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

2018

  • The CERN Gamma Factory initiative: An ultra-high intensity gamma source
    Show Details (Citations: 22)

    Citations: 22

    Abstract not available in this view.

  • 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
    Show Details (Citations: 15)

    Citations: 15

    Abstract not available in this view.

  • Observations of SPS slow-extracted spill quality degradation and possible improvements
    Show Details (Citations: 8)

    Citations: 8

    Abstract not available in this view.

  • Performance of the CERN Low Energy Ion Ring (LEIR) with Xenon beams
    Show Details (Citations: 2)

    Citations: 2

    Abstract not available in this view.

  • Electron cooling simulation and experimental benchmarks at LEIR
    Show Details (Citations: 2)

    Citations: 2

    Abstract not available in this view.

  • LEIR Injection Efficiency Studies as a Function of the Beam Energy Distribution from Linac3
    Show Details (Citations: 1)

    Citations: 1

    Abstract not available in this view.

  • Studies of the Injection and Cooling Efficiency in LEIR Using the Longitudinal Schottky Spectrum
    Show Details (Citations: 1)

    Citations: 1

    Abstract not available in this view.

  • Impedance and instability studies in LEIR with xenon
    Show Details (Citations: 1)

    Citations: 1

    Abstract not available in this view.

  • Performance of the CERN low energy ion ring (LEIR) with Xenon beams
    Show Details (Citations: 1)

    Citations: 1

    Abstract not available in this view.

  • The CERN Gamma Factory Initiative: An Ultra-High Intensity Gamma Source
    Show Details (Citations: 0)

    Citations: 0

    Abstract not available in this view.

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

    Citations: 0

    Abstract not available in this view.

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

    Citations: 0

    Abstract not available in this view.

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

    Citations: 0

    Abstract not available in this view.

  • Review of LEIR operation in 2018
    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: Electron Cooling Simulation and Experimental Benchmarks at LEIR
    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: 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: 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: Observations of SPS Slow-Extracted Spill Quality Degradation and Possible Improvements
    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
    Show Details (Citations: 14)

    Citations: 14

    Abstract not available in this view.

2016

  • Space charge effects and advanced modelling for CERN low energy machines
    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
    Show Details (Citations: 1)

    Citations: 1

    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
    Show Details (Citations: 0)

    Citations: 0

    Abstract not available in this view.

N/A

  • AUTOMATION OF GSI KEY BEAM MANIPULATIONS WITH AI METHODS
    Show Details (Citations: 0)

    Citations: 0

    Abstract not available in this view.

  • DATA-DRIVEN MODEL PREDICTIVE CONTROL FOR AUTOMATED OPTIMIZATION OF INJECTION INTO THE SIS18 SYNCHROTRON
    Show Details (Citations: 0)

    Citations: 0

    Abstract not available in this view.

  • ACTIVE DEEP LEARNING FOR NONLINEAR OPTICS DESIGN OF A VERTICAL FFA ACCELERATOR
    Show Details (Citations: 0)

    Citations: 0

    Abstract not available in this view.

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

    Citations: 0

    Abstract not available in this view.

  • Multi-objective reinforcement learning for energy-efficient industrial control
  • Achieving fast and robust perfect entangling gates via reinforcement learning
  • The Crucial Role of Problem Formulation in Real-World Reinforcement Learning
  • Efficient data-driven model predictive control for online accelerator tuning

    • 2024

    • Towards few-shot reinforcement learning in particle accelerator control
    • Deep Meta Reinforcement Learning for Rapid Adaptation In Linear Markov Decision Processes: Applications to CERN’s AWAKE Project
    • Python-based reinforcement learning on simulink models
    • The reinforcement learning for autonomous accelerators collaboration
    • Comparison of Model Predictive Control and Proximal Policy Optimization for a 1-DOF Helicopter System
    • DATA-DRIVEN MODEL PREDICTIVE CONTROL FOR AUTOMATED OPTIMIZATION OF INJECTION INTO THE SIS18 SYNCHROTRON: DATA-DRIVEN MODEL PREDICTIVE CONTROL FOR AUTOMATED OPTIMIZATION OF …
    • Exploring the Dynamics of Reinforcement Learning in Aerospace Control
    • Data-driven model predictive control for automated optimization of injection into the SIS18 synchrotron
    • Tutorial on Meta-Reinforcement Learning and GP-MPC at the RL4AA'24 Workshop
    • Continuous data-driven control of the GTS-LHC ion source at CERN
    • CONTINUOUS DATA-DRIVEN CONTROL OF THE GTS-LHC ION SOURCE AT CERN
    • Multi-agent Reinforcement Learning and Its Application to Wireless Network Communication
    • Multi-Agent Reinforcement Learning in Wireless Network Communication
    • Ph. D. Forum: Multi-Agent Reinforcement Learning in Wireless Network Communication
    • The Reinforcement Learning for Autonomous Accelerators Collaboration: The Reinforcement Learning for Autonomous Accelerators Collaboration
    • TOWARDS FEW-SHOT REINFORCEMENT LEARNING IN PARTICLE ACCELERATOR CONTROL: TOWARDS FEW-SHOT REINFORCEMENT LEARNING IN PARTICLE ACCELERATOR CONTROL
    • 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

    2023

    • Deep Q-learning versus proximal policy optimization: Performance comparison in a material sorting task
    • Ultra fast reinforcement learning in accelerator control demonstrated on CERN AWAKE
    • Towards automatic setup of 18 MeV electron beamline using machine learning
    • Active deep learning for nonlinear optics design of a vertical FFA accelerator
    • A modular test bed for reinforcement learning incorporation into industrial applications
    • Active Deep Learning for Nonlinear Optics Design of a Vertical FFA Accelerator

    2022

    • Application of reinforcement learning in the LHC tune feedback
    • Charge‐State Distributions of Highly Charged Lead Ions at Relativistic Collision Energies
    • Automatic setup of 18 MeV electron beamline using machine learning
    • Multi-Agent Reinforcement Learning for Coordination of Device-to-Device Communication
    • arXiv: Automatic setup of 18 MeV electron beamline using machine learning
    • Application of reinforcement learning in the LHC tune feedback
    • Revisiting stylolites as a gage of overburden pressure-insights from fractal analysis
    • Revisiting stylolites as a gage of overburden pressure-insights from fractal analysis
    • Test of Machine Learning at the CERN LINAC4

    2021

    • Data Science—Analytics and Applications
    • An online iterative linear quadratic approach for a satisfactory working point attainment at FERMI
    • Test of Machine Learning at the CERN LINAC4

    2020

    • Sample-efficient reinforcement learning for CERN accelerator control
    • Online multi-objective particle accelerator optimization of the AWAKE electron beam line for simultaneous emittance and orbit control
    • Model-free and Bayesian ensembling model-based deep reinforcement learning for particle accelerator control demonstrated on the Fermi FEL
    • The gamma factory project at cern: A new generation of research tools made of light
    • Charge state tailoring of relativistic heavy ion beams for the Gamma Factory project at CERN
    • Gamma Factory for CERN initiative-progress report
    • arXiv: Model-free and Bayesian Ensembling Model-based Deep Reinforcement Learning for Particle Accelerator Control Demonstrated on the FERMI FEL
    • Gamma Factory for CERN initiative-progress report
    • Electron Beam Improvements in Preparation for AWAKE Run 2: Human and Machine Learning
    • Exact solutions of indirect transverse field effects in elongated structures with applications to CERN LHC and PS
    • The Gamma Factory Project at CERN: a New Generation of Research Tools Made of Light
    • Online multi-objective particle accelerator optimization of the AWAKE electron beam line for simultaneous emittance and orbit control

    2019

    • First partially stripped ions in the LHC (208Pb81+)
    • Injectors beam performance evolution during run 2
    • Gamma Factory at CERN--novel research tools made of light
    • Improvements to the sps slow extraction for high intensity operation
    • Review of LEIR operation in 2018
    • Automatisation of the SPS ElectroStatic septa alignment
    • New paradigms for tuning accelerators: Automatic performance optimization and first steps towards reinforcement learning at the CERN Low Energy Ion Ring
    • Detailed characterisation of the LEIR intensity limitations for a Pb ion beam
    • MD3284: Partially Stripped Ions in the LHC
    • Energy Dependence of the Reproducibility and Injection Efficiency of the LINAC3-LEIR Complex
    • Jacow: Automatisation of the sps electrostatic septa alignment
    • Gamma Factory at CERN: Design of a proof-of-principle experiment
    • Gamma Factory Proof-of-Principle Experiment
    • Improvements to the SPS Slow Extraction for High Intensity Operation
    • JACoW: Energy dependence of the reproducibility and injection efficiency of the LINAC3-LEIR complex
    • Gamma factory at CERN: design of a proof-of-principle experiment
    • JACoW: Detailed characterisation of the LEIR intensity limitations for a Pb ion beam

    2018

    • The CERN Gamma Factory initiative: An ultra-high intensity gamma source
    • Lifetime and Beam Losses Studies of Partially Strip Ions in the SPS (Xe)
    • Space charge studies on LEIR
    • Observations of SPS slow-extracted spill quality degradation and possible improvements
    • Performance of the CERN Low Energy Ion Ring (LEIR) with Xenon beams
    • Electron cooling simulation and experimental benchmarks at LEIR
    • LEIR Injection Efficiency Studies as a Function of the Beam Energy Distribution from Linac3
    • Studies of the Injection and Cooling Efficiency in LEIR Using the Longitudinal Schottky Spectrum
    • Impedance and instability studies in LEIR with xenon
    • Performance of the CERN low energy ion ring (LEIR) with Xenon beams
    • The CERN Gamma Factory Initiative: An Ultra-High Intensity Gamma Source
    • Impedance and Instability Studies in LEIR with Xenon
    • Electron Cooling Simulation and Experimental Benchmarks at LEIR
    • Observations of SPS Slow-Extracted Spill Quality Degradation and Possible Improvements
    • Review of LEIR operation in 2018
    • JACoW: Performance of the CERN Low Energy Ion Ring (LEIR) with Xenon beams
    • JACoW: Electron Cooling Simulation and Experimental Benchmarks at LEIR
    • JACoW: Impedance and Instability Studies in LEIR with Xenon
    • JACoW: Studies of the Injection and Cooling Efficiency in LEIR Using the Longitudinal Schottky Spectrum
    • JACoW: LEIR Injection Efficiency Studies as a Function of the Beam Energy Distribution from Linac3
    • JACoW: Observations of SPS Slow-Extracted Spill Quality Degradation and Possible Improvements

    2017

    • Numerical investigation of space charge effects on the positions of beamlets for transversely split beams

    2016

    • Space charge effects and advanced modelling for CERN low energy machines
    • Intensity effects in the formation of stable islands in phase space during the multi-turn extraction process at the CERN PS
    • Intensity effects in the formation of stable islands in phase space during the multi-turn extraction process at the CERN PS

    N/A

    • AUTOMATION OF GSI KEY BEAM MANIPULATIONS WITH AI METHODS
    • DATA-DRIVEN MODEL PREDICTIVE CONTROL FOR AUTOMATED OPTIMIZATION OF INJECTION INTO THE SIS18 SYNCHROTRON
    • ACTIVE DEEP LEARNING FOR NONLINEAR OPTICS DESIGN OF A VERTICAL FFA ACCELERATOR
    • Machine learning and automated optimisation