2023
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| Milena Petkovic, Janina Zittel |
Forecasting and modeling the dynamics of large-scale energy networks under the supply and demand balance constraint
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AIRO Springer Series: International Conference on Optimization and Decision Science, 2023 (accepted for publication) |
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| Felix Hennings, Milena Petkovic, Tom Streubel |
On the Numerical Treatment of Interlaced Target Values - Modeling, Optimization and Simulation of Regulating Valves in Gas Networks
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Optimization and Engineering, 2023 (preprint available as ZIB-Report 21-32) |
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| Thi Thai Le, Milena Petkovic |
Predicting Fluid Interface Instability in Energy Systems for Sustainable Energy Transition
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Operations Research Proceedings, 2023 (under review) |
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2022
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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
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Energy Systems, Vol.13, pp. 383-408, 2022 (preprint available as ZIB-Report 19-26) |
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PDF (ZIB-Report)
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| Milena Petkovic, Nazgul Zakiyeva |
Mathematical Optimization for Analyzing and Forecasting Nonlinear Network Time Series
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Operations Research Proceedings 2022, 2022 (preprint available as ZIB-Report 22-19) |
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| Nazgul Zakiyeva, Milena Petkovic |
Modeling and Forecasting Gas Network Flows with Multivariate Time Series and Mathematical Programming Approach
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Operations Research Proceedings 2021. OR 2021., pp. 200-205, Lecture Notes in Operations Research, 2022 (preprint available as ZIB-Report 21-23) |
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| Milena Petkovic, Nazgul Zakiyeva, Janina Zittel |
Statistical Analysis and Modeling for Detecting Regime Changes in Gas Nomination Time Series
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Operations Research Proceedings 2021. OR 2021, pp. 188-193, Lecture Notes in Operations Research, 2022 (preprint available as ZIB-Report 21-22) |
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2021
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| Milena Petkovic, Thorsten Koch, Janina Zittel |
Deep learning for spatio-temporal supply anddemand forecasting in natural gas transmission networks
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Energy Science and Engineering, 2021 (epub ahead of print, preprint available as ZIB-Report 21-01) |
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2020
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| Ansgar Rössig, Milena Petkovic |
Advances in Verification of ReLU Neural Networks
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Journal of Global Optimization, 2020 (preprint available as ) |
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| 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
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Mathematical Optimization for Efficient and Robust Energy Networks, Springer, 2020, ISBN: 978-3-030-57442-0 |
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2019
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| Inken Gamrath, Milena Petkovic |
Prediction of Intermitted Flows in Large Gas Networks
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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
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Machine Learning, Optimization, and Big Data. MOD 2017., Lecture Notes in Computer Science(vol 10710), pp. 158-171, 2018 |
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