Contact

Room
4107
Phone
+49 30 84185-392
Email

Publications

2024
Analyzing multimodal probability measures with autoencoders The Journal of Physical Chemistry, 2024 (accepted for publication) Tony Lelièvre, Thomas Pigeon, Gabriel Stoltz, Wei Zhang PDF
BibTeX
Zhang, Dr. Wei
EPR-Net: Constructing non-equilibrium potential landscape via a variational force projection formulation National Science Review, 2024 (epub ahead of print) Yue Zhao, Wei Zhang, Tiejun Li BibTeX
DOI
Zhang, Dr. Wei
On finding optimal collective variables for complex systems by minimizing the deviation between effective and full dynamics 2024 (under review) Wei Zhang, Christof Schütte BibTeX
arXiv
Zhang, Dr. Wei
2023
Understanding recent deep-learning techniques for identifying collective variables of molecular dynamics Proceedings in Applied Mathematics and Mechanics, 23(4), 2023 (epub ahead of print) Wei Zhang, Christof Schütte BibTeX
DOI
Zhang, Dr. Wei
2022
Multiple projection MCMC algorithms on submanifolds IMA Journal of Numerical Analysis, 2022 Tony Lelievre, Gabriel Stoltz, Wei Zhang BibTeX
arXiv
DOI
Zhang, Dr. Wei
Solving eigenvalue PDEs of metastable diffusion processes using artificial neural networks Journal of Computational Physics, Vol.465, 2022 Wei Zhang, Tiejun Li, Christof Schütte BibTeX
arXiv
DOI
Zhang, Dr. Wei
2021
Non-reversible sampling schemes on submanifolds SIAM Journal on Numerical Analysis, 59(6), pp. 2989-3031, 2021 Upanshu Sharma, Wei Zhang BibTeX
arXiv
DOI
Zhang, Dr. Wei
Some new results on relative entropy production, time reversal, and optimal control of time-inhomogeneous diffusion processes Journal of Mathematical Physics, 62(4), 2021 Wei Zhang BibTeX
arXiv
DOI
Zhang, Dr. Wei
2019
Ergodic SDEs on submanifolds and related numerical sampling schemes ESAIM: Mathematical Modelling and Numerical Analysis, 2019 Wei Zhang BibTeX
arXiv
Zhang, Dr. Wei
Jarzynski's equality, fluctuation theorems, and variance reduction: Mathematical analysis and numerical algorithms Journal of Statistical Physics, 175(6), pp. 1214-1261, 2019 Carsten Hartmann, Christof Schütte, Wei Zhang BibTeX
arXiv
DOI
Zhang, Dr. Wei
Learning chemical reaction networks from trajectory data SIAM Journal on Applied Dynamical Systems (SIADS), 18(4), pp. 2000-2046, 2019 Wei Zhang, Stefan Klus, Tim Conrad, Christof Schütte BibTeX
arXiv
DOI
Zhang, Dr. Wei
Pathwise estimates for effective dynamics: the case of nonlinear vectorial reaction coordinates Multiscale Modeling and Simulation, pp. 1019-1051, 2019 Tony Lelièvre, Wei Zhang BibTeX
arXiv
DOI
Zhang, Dr. Wei
2018
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 Wei Zhang, Carsten Hartmann, Max von Kleist BibTeX
DOI
Zhang, Dr. Wei
Statistical analysis of the first passage path ensemble of jump processes Journal of Statistical Physics, Vol.170, pp. 809-843, 2018 Max von Kleist, Christof Schütte, Wei Zhang BibTeX
DOI
Zhang, Dr. Wei
2017
Reliable approximation of long relaxation timescales in molecular dynamics Entropy, 19(7), 2017 (preprint available as ) Wei Zhang, Christof Schütte BibTeX
DOI
Zhang, Dr. Wei
Variational characterization of free energy: theory and algorithms Entropy, 19(11), 2017 (preprint available as ZIB-Report 17-52) Carsten Hartmann, Lorenz Richter, Christof Schütte, Wei Zhang PDF (ZIB-Report)
BibTeX
DOI
Zhang, Dr. Wei
2016
Effective dynamics along given reaction coordinates, and reaction rate theory Faraday Discussions, pp. 365-394, 2016 (preprint available as ) Wei Zhang, Carsten Hartmann, Christof Schütte BibTeX
DOI
Zhang, Dr. Wei