Lukas Franken
Lukas Franken
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Using explainable machine learning to understand how urban form shapes sustainable mobility
F Wagner, N Milojevic-Dupont, L Franken, A Zekar, B Thies, N Koch, ...
Transportation Research Part D: Transport and Environment 111, 103442, 2022
PyPSA-Earth. A new global open energy system optimization model demonstrated in Africa
M Parzen, H Abdel-Khalek, E Fedotova, M Mahmood, MM Frysztacki, ...
Applied Energy 341, 121096, 2023
Gradient-free quantum optimization on NISQ devices
L Franken, B Georgiev, S Muecke, M Wolter, N Piatkowski, C Bauckhage
arXiv preprint arXiv:2012.13453, 2020
Explorations in Quantum Neural Networks with Intermediate Measurements.
L Franken, B Georgiev
ESANN, 297-302, 2020
Quantum circuit evolution on nisq devices
L Franken, B Georgiev, S Mucke, M Wolter, R Heese, C Bauckhage, ...
2022 IEEE congress on evolutionary computation (CEC), 1-8, 2022
An Open-Source Model of Great Britain's Power System for Simulating Future Energy Scenarios
AF Lyden, W Sun, IA Struthers, L Franken, S Hudson, Y Wang, D Friedrich
Available at SSRN 4509311, 2023
On the effects of biased quantum random numbers on the initialization of artificial neural networks
R Heese, M Wolter, S Mücke, L Franken, N Piatkowski
Machine Learning 113 (3), 1189-1217, 2024
Heating up decision boundaries: isocapacitory saturation, adversarial scenarios and generalization bounds
B Georgiev, L Franken, M Mukherjee
International Conference on Learning Representations 2021, 2021
Assessing the technical potential for underground thermal energy storage in the UK
CS Brown, I Kolo, A Lyden, L Franken, N Kerr, D Marshall-Cross, ...
Renewable and Sustainable Energy Reviews 199, 114545, 2024
A causal discovery approach to learn how urban form shapes sustainable mobility across continents
F Wagner, F Nachtigall, L Franken, N Milojevic-Dupont, RHM Pereira, ...
arXiv preprint arXiv:2308.16599, 2023
PyPSA-GB: An open-source model of Great Britain’s power system for simulating future energy scenarios
A Lyden, W Sun, I Struthers, L Franken, S Hudson, Y Wang, D Friedrich
Energy Strategy Reviews 53, 101375, 2024
Power System Benefits of Simultaneous Domestic Transport and Heating Flexibility in Great Britain's Energy Transition
L Franken, A Hackett, J Lizana, I Riepin, R Jenkinson, A Lyden, L Yu, ...
10.5281/zenodo.10781213, 2024
On the Impact of Stable Ranks in Deep Nets
B Georgiev, L Franken, M Mukherjee, G Arvanitidis
arXiv preprint arXiv:2110.02333, 2021
Quantum Machine Learning. Eine Analyse zu Kompetenz, Forschung und Anwendung
C Bauckhage, E Brito, I Daase, L Franken, B Georgiev, D Hecker, ...
Fraunhofer IAIS, 2020
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