Publikationen
2025
On finding optimal collective variables for complex systems by minimizing the deviation between effective and full dynamics
Multiscale Modeling and Simulation, 23(2), pp. 924-958, 2025
Wei Zhang, Christof Schütte
BibTeX
arXiv
DOI
Zhang, Wei, Dr.
arXiv
DOI
Riemannian denoising diffusion probabilistic models
2025 (under review)
Zichen Liu, Wei Zhang, Christof Schütte, Tiejun Li
BibTeX
arXiv
Zhang, Wei, Dr.
arXiv
2024
Analyzing multimodal probability measures with autoencoders
J. Phys. Chem. B, 128(11), pp. 2607-2631, 2024
Tony Lelièvre, Thomas Pigeon, Gabriel Stoltz, Wei Zhang
PDF
BibTeX
DOI
Zhang, Wei, Dr.
BibTeX
DOI
EPR-Net: Constructing non-equilibrium potential landscape via a variational force projection formulation
National Science Review, 11(7), 2024
Yue Zhao, Wei Zhang, Tiejun Li
BibTeX
DOI
Zhang, Wei, Dr.
DOI
2023
Understanding recent deep-learning techniques for identifying collective variables of molecular dynamics
Proceedings in Applied Mathematics and Mechanics, 23(4), 2023
Wei Zhang, Christof Schütte
BibTeX
DOI
Zhang, Wei, Dr.
DOI
2022
Multiple projection MCMC algorithms on submanifolds
IMA Journal of Numerical Analysis, 2022
Tony Lelievre, Gabriel Stoltz, Wei Zhang
BibTeX
arXiv
DOI
Zhang, Wei, Dr.
arXiv
DOI
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, Wei, Dr.
arXiv
DOI
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, Wei, Dr.
arXiv
DOI
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, Wei, Dr.
arXiv
DOI
2019
Ergodic SDEs on submanifolds and related numerical sampling schemes
ESAIM: Mathematical Modelling and Numerical Analysis, 2019
Wei Zhang
BibTeX
arXiv
Zhang, Wei, Dr.
arXiv
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, Wei, Dr.
arXiv
DOI
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, Wei, Dr.
arXiv
DOI
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, Wei, Dr.
arXiv
DOI
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, Wei, Dr.
DOI
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, Wei, Dr.
DOI
2017
Reliable approximation of long relaxation timescales in molecular dynamics
Entropy, 19(7), 2017 (preprint available as )
Wei Zhang, Christof Schütte
BibTeX
DOI
Zhang, Wei, Dr.
DOI
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, Wei, Dr.
BibTeX
DOI
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, Wei, Dr.
DOI