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Helmholtz School for Data Science in Life, Earth and Energy (HDS LEE)

Dahmen, Manuel

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Helmholtz School for Data Science in Life, Earth and Energy (HDS LEE)

Dahmen, Manuel

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Preprint 8 Journal Article 3 Conference Presentation 2

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End-to-End Reinforcement Learning of Koopman Models for Economic Nonlinear Model Predictive Control

Mayfrank, Daniel
2023

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Journal Article

Multivariate probabilistic forecasting of intraday electricity prices using normalizing flows

Cramer, Eike
2023

Applied energy, 346 (2023) S. 121370 -

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Conference Presentation

End-to-End Reinforcement Learning of Koopman Models for Economic Model Predictive Control

Mayfrank, Daniel
2023

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Journal Article

Validation methods for energy time series scenarios from deep generative models

Cramer, Eike
2022

IEEE access, 10 (2022) S. 8194 - 8207

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Journal Article

Personalized Algorithm Generation: A Case Study in Learning ODE Integrators

Guo, Yue
2022

SIAM journal on scientific computing, 44 (2022) 4, S. A1911 - A1933

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Multivariate Probabilistic Forecasting of Intraday Electricity Prices using Normalizing Flows

Cramer, Eike
2022

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A Recursively Recurrent Neural Network (R2N2) Architecture for Learning Iterative Algorithms

Doncevic, Danimir
2022

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Nonlinear Isometric Manifold Learning for Injective Normalizing Flows

Cramer, Eike
2022

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Normalizing Flow-based Day-Ahead Wind Power Scenario Generation for Profitable and Reliable Delivery Commitments by Wind Farm Operators

Cramer, Eike
2022

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Validation Methods for Energy Time Series Scenarios from Deep Generative Models

Cramer, Eike
2021

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Conference Presentation

A Principal Component Normalizing Flow for Manifold Density Estimation

Cramer, Eike
2021

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Principal Component Density Estimation for Scenario Generation Using Normalizing Flows

Cramer, Eike
2021

2021

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Personalized Algorithm Generation: A Case Study in Meta-Learning ODE Integrators

Guo, Yue
2021

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Publications database 13 Open Access 11

Preprint 8 Journal Article 3 Conference Presentation 2

Dahmen, Manuel Mitsos, Alexander 11 Cramer, Eike 8 Witthaut, Dirk 4 Dietrich, Felix 3 Doncevic, Danimir 3 more ... Guo, Yue 3 Kevrekidis, Ioannis G. 3 Li, Qianxiao 3 Bertalan, Tom 2 Mayfrank, Daniel 2 Tempone, Raul 2 Gorjão, Leonardo Rydin 1 Paeleke, Leonard 1 Rauh, Felix 1 Rydin Gorjao, Leonardo 1 Schafer, Benjamin 1 Schäfer, Benjamin 1 Tempone, Raúl 1 see all ... less ...

Helmholtz School for Data Science in Life, Earth and Energy (HDS LEE) Digitalization and Systems Technology for Flexibility Solutions 12 Design, Operation and Digitalization of the Future Energy Grids 1 Helmholtz UQ: Uncertainty Quantification - from data to reliable knowledge 1 Societally Feasible Transformation Pathways 1

Modellierung von Energiesystemen; IEK-10 13 Systemforschung und Technologische Entwicklung; IEK-STE 2

2022 6 2021 4 2023 3

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