2024

• Bayesian Physics-informed Neural Networks for system identification of inverter-dominated power systems
  Stock, Simon; Babazadeh, Davood; Becker, Christian; Chatzivasileiadis, Spyros J.
  Electric Power Systems Research 235: 110860 (2024)
  Open Access | Publisher DOI
• Uncertainty quantification for branch-current state estimation in power distribution systems
  Strobel, Florian Thorsten Lutz; Babazadeh, Davood; Stock, Simon; Becker, Christian
  IEEE PES Innovative Smart Grid Technologies Europe, ISGT EUROPE 2024
  Publisher DOI
• Physics-informed Actor-Critic for Coordination of Virtual Inertia from Power Distribution Systems
  Stock, Simon; Babazadeh, Davood; Eid, Sari; Becker, Christian
  Authorea (2024-06-06)
  Publisher DOI
• Virtual inertia provision from distribution power systems using machine learning
  Stock, Simon; Babazadeh, Davood; Becker, Christian
  Big Data Application in Power Systems (Second Edition) - Editor(s): Reza Arghandeh, Yuxun Zhou, Elsevier Science, 2024, Pages 293-322,
  Publisher DOI

2023

• Reinforcement learning based coordination of virtual inertia provision from inverter-dominated distribution grids
  Stock, Simon; Babazadeh, Davood; Hund, Philipp; Becker, Christian
  32nd IEEE International Symposium on Industrial Electronics (ISIE 2023)
  Publisher DOI
• Bayesian physics-informed neural networks for robust system identification of power systems
  Stock, Simon; Stiasny, Jochen; Babazadeh, Davood; Becker, Christian; Chatzivasileiadis, Spyros J.
  IEEE Belgrade PowerTech (2023)
  Publisher DOI

2022

• Modelling the influence of virtual inertia in distribution systems on frequency stability
  Hund, Philipp; Stock, Simon; Babazadeh, Davood; Becker, Christian
  IEEE Power and Energy Student Summit 2022 and Power Electronics Student Summit: (2022)
  
• Application of physics-based graph convolutional network in real-time state estimation of under-determined distribution grids
  Stock, Simon; Dressel, Markus; Babazadeh, Davood; Becker, Christian
  IEEE PES Innovataive Smart Grid Technologies Europe, ISGT Europe (2022)
  Publisher DOI
• Interconnected network protection systems - the basis for the reliable and safe operation of distribution grids with a high penetration of renewable energies and electric vehicles
  Lorenz, Matthias; Pletzer, Tobias Markus; Schuhmacher, Malte; Sowa, Torsten; Dahms, Michael; Stock, Simon; Babazadeh, Davood; Becker, Christian; Jaeger, Johann; Lorz, Tobias; Dahlmanns, Markus; Fink, Ina Berenice; Wehrle, Klaus; Ulbig, Andreas; Linnartz, Philipp; Selimaj, Antigona; Offergeld, Thomas
  CIRED Porto Workshop 2022 (3): 548-552 (2022)
  Publisher DOI
• Real-time inertia estimation in an inverter-dominated distribution grid using a physics-informed recurrent neural network
  Plant, Rebecca; Stock, Simon; Babazadeh, Davood; Becker, Christian
  CIRED Porto Workshop 2022 (3): 940-944
  Publisher DOI

2021

• Applications of artificial intelligence in distribution power system operation
  Stock, Simon; Babazadeh, Davood; Becker, Christian
  IEEE Access 9 : 150098-150119 (2021-11)
  Open Access | Publisher DOI
• A Modified Branch-Current Based Algorithm for Fast Low Voltage Distribution Grid State Estimation using Smart Meter Data
  Ipach, Hanko; Stock, Simon; Becker, Christian
  Von Komponenten bis zum Gesamtsystem fur die Energiewende (ETG-Kongress 2021)