Graph Neural Network Surrogates for Uncertainty Quantification in Multi-Node Energy System modeling

conference paper Graph Neural Network Surrogates for Uncertainty Quantification in Multi-Node Energy System modeling Matteo Giacomo Prina author Lukas Knorr author 903910009-0005-4727-7511 Florian Schlosser author 88614 Henning Meschede author 869540000-0002-1538-089X Steffi Misconel Schreiber author Andrea Manepace author Wolfram Sparber author 644 department 20th Conference on Sustainable Development of Energy, Water and Environment Systems SDEWES2025Dubrovnik eng Prina MG, Knorr L, Schlosser F, et al. Graph Neural Network Surrogates for Uncertainty Quantification in Multi-Node Energy System modeling. In: SDEWES; 2025. @inproceedings{Prina_Knorr_Schlosser_Meschede_Misconel Schreiber_Manepace_Sparber_2025, title={Graph Neural Network Surrogates for Uncertainty Quantification in Multi-Node Energy System modeling}, publisher={SDEWES}, author={Prina, Matteo Giacomo and Knorr, Lukas and Schlosser, Florian and Meschede, Henning and Misconel Schreiber, Steffi and Manepace, Andrea and Sparber, Wolfram}, year={2025} } Prina, Matteo Giacomo, et al. Graph Neural Network Surrogates for Uncertainty Quantification in Multi-Node Energy System Modeling. SDEWES, 2025. Prina, Matteo Giacomo, Lukas Knorr, Florian Schlosser, Henning Meschede, Steffi Misconel Schreiber, Andrea Manepace, and Wolfram Sparber. “Graph Neural Network Surrogates for Uncertainty Quantification in Multi-Node Energy System Modeling.” SDEWES, 2025. M.G. Prina, L. Knorr, F. Schlosser, H. Meschede, S. Misconel Schreiber, A. Manepace, W. Sparber, in: SDEWES, 2025. Prina, M. G., Knorr, L., Schlosser, F., Meschede, H., Misconel Schreiber, S., Manepace, A., & Sparber, W. (2025). Graph Neural Network Surrogates for Uncertainty Quantification in Multi-Node Energy System modeling. 20th Conference on Sustainable Development of Energy, Water and Environment Systems, Dubrovnik. M. G. Prina et al., “Graph Neural Network Surrogates for Uncertainty Quantification in Multi-Node Energy System modeling,” presented at the 20th Conference on Sustainable Development of Energy, Water and Environment Systems, Dubrovnik, 2025. 656632026-05-20T13:16:15Z2026-05-20T14:33:53Z