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Aachen authors

Patent citations

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h-index (all)

Aachen papers per year

Papers 30

Understanding electricity prices beyond the merit order principle using explainable AI
2023 Energy and AI article Engineering Energy Load and Power Forecasting Open access

Julius Trebbien, Leonardo Rydin Gorjão, Aaron Praktiknjo, Benjamin Schäfer, Dirk Witthaut

49

citations
Machine learning for battery quality classification and lifetime prediction using formation data
2024 Energy and AI article Engineering Advanced Battery Technologies Research Open access

Yingbo Gao, Moritz H. Frieges, Achim Kampker, Weihan Li

35

citations
Safe operation of online learning data driven model predictive control of building energy systems
2023 Energy and AI article Engineering Building Energy and Comfort Optimization Open access

Phillip Stoffel, Patrick Henkel, Martin Rätz, Alexander Kümpel, Dirk Müller

32

citations
Opportunities for large language models and discourse in engineering design
2024 Energy and AI article Engineering Design Education and Practice Open access

Jan Göpfert, Jann Michael Weinand, Patrick Kuckertz, Detlef Stolten

28

citations
Data-driven modeling of polymer electrolyte fuel cells: Towards predictive analytics with explainable artificial intelligence
2025 Energy and AI article Engineering Fuel Cells and Related Materials Open access

Ali Malek, Max Dreger, Nima Shaigan, Chaojie Song, Kourosh Malek, Jasna Janković, +1 more

21

citations
Data-driven modeling of open circuit voltage hysteresis for LiFePO 4 batteries with conditional generative adversarial network
2025 Energy and AI article Engineering Advanced Battery Technologies Research Open access

Lisen Yan, Jun Peng, Zeyu Zhu, Heng Li, Zhiwu Huang, Dirk Uwe Sauer, +1 more

20

citations
Deep reinforcement learning for the optimized operation of large amounts of distributed renewable energy assets
2022 Energy and AI article Engineering Smart Grid Energy Management Open access

Jan Martin Specht, Reinhard Madlener

18

citations
Identifying the validity domain of machine learning models in building energy systems
2023 Energy and AI article Engineering Building Energy and Comfort Optimization Open access

Martin Rätz, Patrick Henkel, Phillip Stoffel, Rita Streblow, Dirk Müller

16

citations
Unsupervised learning of charge-discharge cycles from various lithium-ion battery cells to visualize dataset characteristics and to interpret model performance
2024 Energy and AI article Engineering Advanced Battery Technologies Research Open access

Akihiro Yamashita, Sascha Berg, Egbert Figgemeier

10

citations
Fast and generalisable parameter-embedded neural operators for lithium-ion battery simulation
2025 Energy and AI article Physics and Astronomy Model Reduction and Neural Networks Open access

Amir Ali Panahi, Daniel Luder, Billy Wu, Gregory James Offer, Dirk Uwe Sauer, Weihan Li

9

citations
Leveraging machine learning to generate a unified and complete building height dataset for Germany
2024 Energy and AI article Engineering 3D Modeling in Geospatial Applications Open access

Kristina Dabrock, Noah Pflugradt, Jann Michael Weinand, Detlef Stolten

9

citations
Automatic method for the estimation of li-ion degradation test sample sizes required to understand cell-to-cell variability
2022 Energy and AI article Engineering Advanced Battery Technologies Research Open access

Calum Strange, Michael Allerhand, Philipp Dechent, Gonçalo dos Reis

9

citations
A systematic review of spatial disaggregation methods for climate action planning
2024 Energy and AI review Economics, Econometrics and Finance Spatial and Panel Data Analysis Open access

Shruthi Patil, Noah Pflugradt, Jann Michael Weinand, Detlef Stolten, Jürgen P. Kropp

8

citations
Fast data augmentation for battery degradation prediction
2025 Energy and AI article Engineering Advanced Battery Technologies Research Open access

Weihan Li, Harshvardhan Samsukha, Bruis van Vlijmen, Lisen Yan, Samuel Greenbank, Simona Onori, +1 more

8

citations
Evaluating activation strategies and their stability on PEM water electrolyzers using machine learning
2025 Energy and AI article Engineering Fuel Cells and Related Materials Open access

K. Ashoke Raman, Niklas L. Wolf, Ali Javed, Violeta Karyofylli, Hans Kungl, André Karl, +2 more

8

citations
Human-in-the-loop control strategy for IoT-based smart thermostats with Deep Reinforcement Learning
2025 Energy and AI article Engineering Building Energy and Comfort Optimization Open access

Payam Fatehi Karjou, Fabian Stupperich, Phillip Stoffel, Dirk Müller

7

citations
Distributed nonlinear model predictive control for building energy systems: An ALADIN implementation study
2025 Energy and AI article Engineering Building Energy and Comfort Optimization Open access

Steffen Eser, Ben Spoek, Augustinus Schütz, Phillip Stoffel, Dirk Müller

7

citations
Uplifting the complexity of analysis for probabilistic security of electricity supply assessments using artificial neural networks
2024 Energy and AI article Engineering Integrated Energy Systems Optimization Open access

Justin Münch, Jan Priesmann, Marius Reich, Marius Tillmanns, Aaron Praktiknjo, Mario Adam

4

citations
Consumer phase identification in distribution grids using Graph Neural Networks based on synthetic and measured power profiles
2025 Energy and AI article Engineering Optimal Power Flow Distribution Open access

Chandra Sekhar Charan Dande, Nikolaos A. Efkarpidis, Mirko Ginocchi, Antonello Monti

4

citations
Implementation of a machine learning supported model predictive control for a 5th generation district heating and cooling energy hub
2026 Energy and AI article Engineering Integrated Energy Systems Optimization Open access

Kai Droste, Aron Schwartz, K Derzsi, Rahul Karuvingal, Dirk Müller

3

citations

Most active Aachen authors

Dirk Müller 10,249 citations overall
10 papers
Weihan Li 6,157 citations overall
4 papers
Phillip Stoffel 403 citations overall
4 papers
K Derzsi 6 citations overall
4 papers
Dirk Uwe Sauer 33,767 citations overall
3 papers
Detlef Stolten 32,860 citations overall
3 papers
Antonello Monti 16,820 citations overall
3 papers
Aaron Praktiknjo 2,524 citations overall
2 papers
Christian Vering 499 citations overall
2 papers
Lisen Yan 435 citations overall
2 papers
Martin Rätz 223 citations overall
2 papers
Jonas Klingebiel 135 citations overall
2 papers
Patrick Henkel 55 citations overall
2 papers
Sebastian Borges 32 citations overall
2 papers
Tim Klebig 21 citations overall
2 papers

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Aachen papers per year

Papers 30

Most active Aachen authors

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