Multivariate probabilistic forecasting of intraday electricity prices using normalizing flows E Cramer, D Witthaut, A Mitsos, M Dahmen Applied Energy 346, 121370, 2023 | 19 | 2023 |
Validation methods for energy time series scenarios from deep generative models E Cramer, LR Gorjão, A Mitsos, B Schäfer, D Witthaut, M Dahmen IEEE access 10, 8194-8207, 2022 | 11 | 2022 |
Principal component density estimation for scenario generation using normalizing flows E Cramer, A Mitsos, R Tempone, M Dahmen Data-Centric Engineering 3, e7, 2022 | 10 | 2022 |
Normalizing flow-based day-ahead wind power scenario generation for profitable and reliable delivery commitments by wind farm operators E Cramer, L Paeleke, A Mitsos, M Dahmen Computers & Chemical Engineering 166, 107923, 2022 | 6 | 2022 |
Nonlinear isometric manifold learning for injective normalizing flows E Cramer, F Rauh, A Mitsos, R Tempone, M Dahmen arXiv preprint arXiv:2203.03934, 2022 | 6 | 2022 |
Physics-inspired machine learning for power grid frequency modelling J Kruse, E Cramer, B Schäfer, D Witthaut arXiv preprint arXiv:2211.01481, 2022 | 3 | 2022 |
A black-box adversarial attack on demand side management E Cramer, J Gao Computers & Chemical Engineering, 108681, 2024 | | 2024 |
Multivariate Scenario Generation of Day-Ahead Electricity Prices using Normalizing Flows H Hilger, D Witthaut, M Dahmen, LR Gorjao, J Trebbien, E Cramer arXiv preprint arXiv:2311.14033, 2023 | | 2023 |
Scenario Generation for Day-Ahead Scheduling Problems Using Normalizing Flows E Cramer, A Mitsos, M Dahmen 2023 AIChE Annual Meeting, 2023 | | 2023 |
Adversarial Data in Demand Side Management E Cramer 2023 AIChE Annual Meeting, 2023 | | 2023 |
Physics-Informed Machine Learning for Power Grid Frequency Modeling J Kruse, E Cramer, B Schäfer, D Witthaut PRX energy 2 (4), 043003, 2023 | | 2023 |
Normalizing Flow-Based Scenario Generation for Energy System Optimization Normalizing Flow basierte Szenario Generierung für ECF Cramer | | 2023 |
Normalizing Flow-based Scenario Generation for Energy System Optimization ECF Cramer Universitätsbibliothek der RWTH Aachen, 2022 | | 2022 |
A Principal Component Normalizing Flow for Modeling Renewable Electricity Generation E Cramer, A Mitsos, M Dahmen 2021 AIChE Annual Meeting, 2021 | | 2021 |