In the second phase of the Research Campus MODAL, the former MODAL GasLab broadens its interest towards the integration of renewable power fuels such as hydrogen and...
Analysis of the Impact of COVID-19 and Russo-Ukraine War on Natural Gas Flow Using Time Series Forecasting
Preceedings of the 16th International Conference on Management of Digital Ecosystems, Communications in Computer and Information Science (Springer CCIS), 2024 (accepted for publication)
Natalia Selini Hadjidimitriou, Thorsten Koch, Marco Lippi, Milena Petkovic, Marco Mamei
BibTeX
Forecasting and modeling the dynamics of large-scale energy networks under the supply and demand balance constraint
AIRO Springer Series: International Conference on Optimization and Decision Science, 2023 (accepted for publication)
Milena Petkovic, Janina ZittelBibTeX
High-dimensional high-frequency time series prediction with a mixed integer optimisation method
Operations Research Proceedings, 2023 (accepted for publication, preprint available as ZIB-Report 23-30)
Nazgul Zakiyeva, Milena PetkovicPDF (ZIB-Report) BibTeX URN
On the Numerical Treatment of Interlaced Target Values - Modeling, Optimization and Simulation of Regulating Valves in Gas Networks
Optimization and Engineering, 2023 (preprint available as ZIB-Report 21-32)
Felix Hennings, Milena Petkovic, Tom Streubel
PDF (ZIB-Report) PDF (ZIB-Report) BibTeX DOI
Predicting Fluid Interface Instability in Energy Systems for Sustainable Energy Transition
Operations Research Proceedings, 2023 (accepted for publication)
Thi Thai Le, Milena PetkovicPDF BibTeX
Resilient Forecasting of High-Dimensional Network Time Series in the Energy Domain: A Hybrid Approach
Operations Research Proceedings 2023, 2023 (accepted for publication)
Milena Petkovic, Janina ZittelBibTeX
Mathematical Optimization for Analyzing and Forecasting Nonlinear Network Time Series
Operations Research Proceedings 2022, 2022 (preprint available as ZIB-Report 22-19)
Milena Petkovic, Nazgul ZakiyevaPDF (ZIB-Report) BibTeX
Modeling and Forecasting Gas Network Flows with Multivariate Time Series and Mathematical Programming Approach
Operations Research Proceedings 2021. OR 2021., pp. 200-205, Lecture Notes in Operations Research, 2022 (preprint available as ZIB-Report 21-23)
Nazgul Zakiyeva, Milena PetkovicPDF (ZIB-Report) BibTeX DOI
Statistical Analysis and Modeling for Detecting Regime Changes in Gas Nomination Time Series
Operations Research Proceedings 2021. OR 2021, pp. 188-193, Lecture Notes in Operations Research, 2022 (preprint available as ZIB-Report 21-22)
Milena Petkovic, Nazgul Zakiyeva, Janina ZittelPDF (ZIB-Report) BibTeX DOI
Deep learning for spatio-temporal supply anddemand forecasting in natural gas transmission networks
Energy Science and Engineering, 2021 (epub ahead of print, preprint available as ZIB-Report 21-01)
Milena Petkovic, Thorsten Koch, Janina ZittelPDF (ZIB-Report) BibTeX DOI
Advances in Verification of ReLU Neural Networks
Journal of Global Optimization, 2020 (preprint available as )
Ansgar Rössig, Milena PetkovicBibTeX DOI
Production and Demand Management
Mathematical Optimization for Efficient and Robust Energy Networks, Springer, 2020, ISBN: 978-3-030-57442-0
M. Diekerhof, A. Monti, E. Lebedeva, A. H. Tkaczyk, I. Yüksel-Ergün, J. Zittel, L. F. Escudero, A. Soroudi, C. Helmberg, Ž. Kanovíc, M. Petkovic, F. Lacalandra, A. Frangioni, J. Lee, A. De Filippo, M. Lombardi, M. Milano, P. Ezran, Y. Haddad
BibTeX DOI
Forecasting Natural Gas Flows in Large Networks
Machine Learning, Optimization, and Big Data. MOD 2017., Lecture Notes in Computer Science(vol 10710), pp. 158-171, 2018
M. Dell’Amico, Natalia Selini Hadjidimitriou, Thorsten Koch, Milena PetkovicBibTeX DOI