Petkovic, Dr. Milena

Position:

Head of Research Group

Room:

3307

Division:

Mathematical Algorithmic Intelligence

Department:

Applied Algorithmic Intelligence Methods (A²IM)

Research group:

Predictive Methods

Mail:

petkovic

zib.de

Phone:

+49 30 841 85 - 460

Fax:

+49 30 841 85 - 269

Projects

Member

MODAL-EnergyLab

Publications

2022 2021 2020 2019 2018

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
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
Nazgul Zakiyeva, Milena Petkovic	Modeling and forecasting gas network flows with multivariate time series and mathematical programming approach	ZIB-Report 21-23	PDF BibTeX URN
Felix Hennings, Milena Petkovic, Tom Streubel	On the Numerical Treatment of Interlaced Target Values - Modeling, Optimization and Simulation of Regulating Valves in Gas Networks	ZIB-Report 21-32	PDF PDF BibTeX URN
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