Niemann, Dr. Jan-Hendrik

Position:

Guest

Room:

4102

Division:

Mathematics of Complex Systems

Department:

Modeling and Simulation of Complex Processes

Research group:

Computational Humanities

Mail:

niemann

zib.de

Phone:

+49 30 841 85 - 335 / +49 30 2060738-10

Fax:

+49 30 841 85 - 107

Publications

2023 2022 2021 2020 2019

2023
Jan-Hendrik Niemann, Stefan Klus, Nataša Conrad, Christof Schütte	Koopman-Based Surrogate Models for Multi-Objective Optimization of Agent-Based Systems	Physica D: Nonlinear Phenomena, 2023 (under review)	BibTeX arXiv
Jan-Hendrik Niemann, Samuel Uram, Sarah Wolf, Nataša Conrad, Martin Weiser	Multilevel Optimization for Policy Design with Agent-Based Epidemic Models	Computational Science, 2023 (under review)	BibTeX arXiv
2022
Jan-Hendrik Niemann	Learning Reduced Models for Large-Scale Agent-Based Systems	Doctoral thesis, Freie Universität Berlin, Christof Schütte (Advisor), 2022	BibTeX DOI URN
2021
Jan-Hendrik Niemann, Stefanie Winkelmann, Sarah Wolf, Christof Schütte	Agent-based modeling: Population limits and large timescales	Chaos: An Interdisciplinary Journal of Nonlinear Science, 31(3), 2021	PDF BibTeX URN DOI
Jan-Hendrik Niemann, Stefan Klus, Christof Schütte	Data-driven model reduction of agent-based systems using the Koopman generator	PLOS ONE, 16(5), 2021	BibTeX arXiv DOI
Jan-Hendrik Niemann, Christof Schütte, Stefan Klus	Simulation data: Data-driven model reduction of agent-based systems using the Koopman generator	PLOS ONE, 16(5), 2021	BibTeX DOI
2020
Stefan Klus, Feliks Nüske, Sebastian Peitz, Jan-Hendrik Niemann, Cecilia Clementi, Christof Schütte	Data-driven approximation of the Koopman generator: Model reduction, system identification, and control	Physica D: Nonlinear Phenomena, Vol.406, 2020 (epub ahead of print)	BibTeX DOI
2019
Jan-Hendrik Niemann	A Dynamic Memory Approach for Consensus Problems with Packet Loss	Master's thesis, Technische Universität Hamburg-Harburg, Furugh Mirali (Advisor), 2019	BibTeX