Petkovic, Dr. Milena
Position:
Head of Research Group
Room:
3307
Division:
Department:
Research group:
Mail:
petkovic
zib.de
zib.dePhone:
+49 30 841 85 - 460
Fax:
+49 30 841 85 - 269
Projects
Member
Publications
2021
2020
2019
2018
2021 |
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| 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, 2021 (epub ahead of print, preprint available as ZIB-Report 19-26) |
PDF (ZIB-Report)
PDF (ZIB-Report) BibTeX DOI |
| 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 |
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2020 |
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| 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 |
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DOI |
2019 |
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| Inken Gamrath, Milena Petkovic | Prediction of Intermitted Flows in Large Gas Networks | ZIB-Report 19-29 |
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2018 |
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| 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 |
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DOI |