Petkovic, Dr. Milena

Position:

Head of Research Group

Room:

3307

Division:

Mathematical Algorithmic Intelligence

Department:

Applied Algorithmic Intelligence Methods (A²IM)

Research group:

Predictive Methods

Sustainable Energy Planning

Mail:

petkovic

zib.de

Phone:

+49 30 841 85 - 460

Fax:

+49 30 841 85 - 269

Projects

Member

MODAL-EnergyLab

Publications

2023 2022 2021 2020 2019 2018

2023
Milena Petkovic, Janina Zittel	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)	BibTeX
Felix Hennings, Milena Petkovic, Tom Streubel	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)	PDF (ZIB-Report) PDF (ZIB-Report) BibTeX DOI
Thi Thai Le, Milena Petkovic	Predicting Fluid Interface Instability in Energy Systems for Sustainable Energy Transition	Operations Research Proceedings, 2023 (accepted)	BibTeX
2022
Milena Petkovic, Ying Chen, Inken Gamrath, Uwe Gotzes, Natalia Selini Hadjidimitrou, Janina Zittel, Xiaofei Xu, Thorsten Koch	A hybrid approach for high precision prediction of gas flows	Energy Systems, Vol.13, pp. 383-408, 2022 (preprint available as ZIB-Report 19-26)	PDF (ZIB-Report) PDF (ZIB-Report) BibTeX DOI
Milena Petkovic, Nazgul Zakiyeva	Mathematical Optimization for Analyzing and Forecasting Nonlinear Network Time Series	Operations Research Proceedings 2022, 2022 (preprint available as ZIB-Report 22-19)	PDF (ZIB-Report) BibTeX
Nazgul Zakiyeva, Milena Petkovic	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)	PDF (ZIB-Report) BibTeX DOI
Milena Petkovic, Nazgul Zakiyeva, Janina Zittel	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)	PDF (ZIB-Report) BibTeX DOI
2021
Milena Petkovic, Thorsten Koch, Janina Zittel	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)	PDF (ZIB-Report) BibTeX DOI
2020
Ansgar Rössig, Milena Petkovic	Advances in Verification of ReLU Neural Networks	Journal of Global Optimization, 2020 (preprint available as )	BibTeX DOI
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	Production and Demand Management	Mathematical Optimization for Efficient and Robust Energy Networks, Springer, 2020, ISBN: 978-3-030-57442-0	BibTeX DOI
2019
Inken Gamrath, Milena Petkovic	Prediction of Intermitted Flows in Large Gas Networks	ZIB-Report 19-29	PDF BibTeX URN
2018
M. Dell’Amico, Natalia Selini Hadjidimitriou, Thorsten Koch, Milena Petkovic	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	BibTeX DOI