JuLib | Articles & more - {"Helmholtz School for Data Science in Life, Earth and Energy (HDS LEE)"}

1

Journal Article

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

Doncevic, Danimir
2024

SIAM journal on scientific computing, 46 (2024) 2, S. A719 - A743

“...Helmholtz School for Data Science in Life, Earth and Energy (HDS LEE)...”
OpenAccess

2

Preprint

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

Mayfrank, Daniel
2023

“...Helmholtz School for Data Science in Life, Earth and Energy (HDS LEE)...”
OpenAccess

3

Journal Article

Multivariate probabilistic forecasting of intraday electricity prices using normalizing flows

Cramer, Eike
2023

Applied energy, 346 (2023) S. 121370 -

“...Helmholtz School for Data Science in Life, Earth and Energy (HDS LEE)...”
OpenAccess OpenAccess

4

Conference Presentation

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

Mayfrank, Daniel
2023

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

5

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

“...Helmholtz School for Data Science in Life, Earth and Energy (HDS LEE)...”
OpenAccess

6

Preprint

Nonlinear Isometric Manifold Learning for Injective Normalizing Flows

Cramer, Eike
2022

“...Helmholtz School for Data Science in Life, Earth and Energy (HDS LEE)...”
OpenAccess

7

Preprint

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

Cramer, Eike
2022

“...Helmholtz School for Data Science in Life, Earth and Energy (HDS LEE)...”
OpenAccess

8

Preprint

Multivariate Probabilistic Forecasting of Intraday Electricity Prices using Normalizing Flows

Cramer, Eike
2022

“...Helmholtz School for Data Science in Life, Earth and Energy (HDS LEE)...”
OpenAccess

9

Preprint

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

Doncevic, Danimir
2022

“...Helmholtz School for Data Science in Life, Earth and Energy (HDS LEE)...”
OpenAccess

10

Journal Article

Validation methods for energy time series scenarios from deep generative models

Cramer, Eike
2022

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

“...Helmholtz School for Data Science in Life, Earth and Energy (HDS LEE)...”
OpenAccess

11

Conference Presentation

A Principal Component Normalizing Flow for Manifold Density Estimation

Cramer, Eike
2021

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

12

Preprint

Validation Methods for Energy Time Series Scenarios from Deep Generative Models

Cramer, Eike
2021

“...Helmholtz School for Data Science in Life, Earth and Energy (HDS LEE)...”
OpenAccess

13

Preprint

Principal Component Density Estimation for Scenario Generation Using Normalizing Flows

Cramer, Eike
2021

2021

“...Helmholtz School for Data Science in Life, Earth and Energy (HDS LEE)...”
OpenAccess

14

Preprint

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

Guo, Yue
2021

“...Helmholtz School for Data Science in Life, Earth and Energy (HDS LEE)...”
OpenAccess

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