27 citations · 34 across the 7 of their papers we have counts for
9 papers
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…
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…
Strategic Planning of Carbon-Neutral Heating Demand Coverage Under Uncertainty in a Coupled Multi-Energy Grid
Marwan Mostafa, Davood Babazadeh, Christian Becker
Integrating the gas and district heating with the electrical grid in a multi-energy grid has been shown to provide flexibility and prevent bottlenecks in the operation of electrica…
Towards a more comprehensive open-source model for interdisciplinary smart integrated energy systems
Béla Wiegel, Tom Steffen, Davood Babazadeh +1
The energy transition has recently experienced a further acceleration. In order to make the integration of renewable energies as cost-effective, secure and sustainable as possible…
Optimized utilization of decentral flexibility for the operational management of cellular multi-modal distribution grids
Béla Wiegel, Lando Helmrich von Elgott, Davood Babazadeh +1
Future energy systems rely mostly on supply-dependent resources like wind and solar energy. Since most of the produced energy from distributed renewable sources arises as electrici…
Integrated Planning of Multi-energy Grids: Concepts and Challenges
Marwan Mostafa, Daniela Vorwerk, Johannes Heise +7
In order to meet ever-stricter climate targets and achieve the eventual decarbonization of the energy supply of German industrial metropolises, the focus is on gradually phasing ou…
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…
Smart Grid Co-Simulation with MOSAIK and HLA: A Comparison Study
Cornelius Steinbrink, Arjen A. van der Meer, Milos Cvetkovic +4
Evaluating new technological developments for energy systems is becoming more and more complex. The overall application environment is a continuously growing and interconnected cyb…
Future Perspectives of Co-Simulation in the Smart Grid Domain
Cornelius Steinbrink, Florian Schlögl, Davood Babazadeh +3
The recent attention towards research and development in cyber-physical energy systems has introduced the necessity of emerging multi-domain co-simulation tools. Different educatio…