3 papers
eess.SY2024
Physics-informed Actor-Critic for Coordination of Virtual Inertia from Power Distribution Systems
Simon Stock, Davood Babazadeh, Sari Eid +1
The vanishing inertia of synchronous generators in transmission systems requires the utilization of renewables for inertial support. These are often connected to the distribution s…
eess.SY2024
Bayesian Physics-informed Neural Networks for System Identification of Inverter-dominated Power Systems
Simon Stock, Davood Babazadeh, Christian Becker +1
While the uncertainty in generation and demand increases, accurately estimating the dynamic characteristics of power systems becomes crucial for employing the appropriate control a…
eess.SY2022
Bayesian Physics-Informed Neural Networks for Robust System Identification of Power Systems
Simon Stock, Jochen Stiasny, Davood Babazadeh +2
This paper introduces for the first time, to the best of our knowledge, the Bayesian Physics-Informed Neural Networks for applications in power systems. Bayesian Physics-Informed N…