Zhang, Dr. Wei

Position:

Guest

Room:

3360

Division:

Mathematics of Complex Systems

Department:

Modeling and Simulation of Complex Processes

Research group:

Computational Molecular Design

Mail:

zhang

zib.de

Phone:

+49 30 841 85 - 392

Publications

2023 2022 2021 2019 2018 2017 2016

2023
Tony Lelièvre, Thomas Pigeon, Gabriel Stoltz, Wei Zhang	Analyzing multimodal probability measures with autoencoders	2023 (under review)	PDF BibTeX
Wei Zhang, Christof Schütte	Understanding recent deep-learning techniques for identifying collective variables of molecular dynamics	Proceedings in Applied Mathematics and Mechanics, 2023 (epub ahead of print)	BibTeX DOI
2022
Tony Lelievre, Gabriel Stoltz, Wei Zhang	Multiple projection MCMC algorithms on submanifolds	IMA Journal of Numerical Analysis, 2022	BibTeX arXiv DOI
Wei Zhang, Tiejun Li, Christof Schütte	Solving eigenvalue PDEs of metastable diffusion processes using artificial neural networks	Journal of Computational Physics, Vol.465, 2022	BibTeX arXiv DOI
2021
Upanshu Sharma, Wei Zhang	Non-reversible sampling schemes on submanifolds	SIAM Journal on Numerical Analysis, 59(6), pp. 2989-3031, 2021	BibTeX arXiv DOI
Wei Zhang	Some new results on relative entropy production, time reversal, and optimal control of time-inhomogeneous diffusion processes	Journal of Mathematical Physics, 62(4), 2021	BibTeX arXiv DOI
2019
Wei Zhang	Ergodic SDEs on submanifolds and related numerical sampling schemes	ESAIM: Mathematical Modelling and Numerical Analysis, 2019	BibTeX arXiv
Carsten Hartmann, Christof Schütte, Wei Zhang	Jarzynski's equality, fluctuation theorems, and variance reduction: Mathematical analysis and numerical algorithms	Journal of Statistical Physics, 175(6), pp. 1214-1261, 2019	BibTeX arXiv DOI
Wei Zhang, Stefan Klus, Tim Conrad, Christof Schütte	Learning chemical reaction networks from trajectory data	SIAM Journal on Applied Dynamical Systems (SIADS), 18(4), pp. 2000-2046, 2019	BibTeX arXiv DOI
Tony Lelièvre, Wei Zhang	Pathwise estimates for effective dynamics: the case of nonlinear vectorial reaction coordinates	Multiscale Modeling and Simulation, pp. 1019-1051, 2019	BibTeX arXiv DOI
2018
Wei Zhang, Carsten Hartmann, Max von Kleist	Optimal control of Markov jump processes: Asymptotic analysis, algorithms and applications to the modeling of chemical reaction systems	Communications in Mathematical Sciences, pp. 293-331, 2018	BibTeX DOI
Max von Kleist, Christof Schütte, Wei Zhang	Statistical analysis of the first passage path ensemble of jump processes	Journal of Statistical Physics, Vol.170, pp. 809-843, 2018	BibTeX DOI
2017
Wei Zhang, Christof Schütte	Reliable approximation of long relaxation timescales in molecular dynamics	Entropy, 19(7), 2017 (preprint available as )	BibTeX DOI
Carsten Hartmann, Lorenz Richter, Christof Schütte, Wei Zhang	Variational characterization of free energy: theory and algorithms	Entropy, 19(11), 2017 (preprint available as ZIB-Report 17-52)	PDF (ZIB-Report) BibTeX DOI
2016
Wei Zhang, Carsten Hartmann, Christof Schütte	Effective dynamics along given reaction coordinates, and reaction rate theory	Faraday Discussions, pp. 365-394, 2016 (preprint available as )	BibTeX DOI