We propose a variational form of the BDF2 method as an alternative to the commonly used minimizing movement scheme for the time-discrete approximation of gradient flows in abstract metric spaces. Assuming uniform semi-convexity – but no smoothness – of the augmented energy functional, we prove well-posedness of the method and convergence of the discrete approximations to a curve of steepest descent. In a smooth Hilbertian setting, classical theory would predict a convergence order of two in time, we prove convergence order of one-half in the general metric setting and under our weak hypotheses. Further, we illustrate these results with numerical experiments for gradient flows on a compact Riemannian manifold, in a Hilbert space, and in the L2-Wasserstein metric.
Keywords: Gradient flow, second order scheme, BDF2, multistep discretization, minimizing movements, parabolic equations, nonlinear diffusion equations
Matthes, Daniel 1 ; Plazotta, Simon 1
@article{M2AN_2019__53_1_145_0,
author = {Matthes, Daniel and Plazotta, Simon},
title = {A variational formulation of the {BDF2} method for metric gradient flows},
journal = {ESAIM: Mathematical Modelling and Numerical Analysis },
pages = {145--172},
year = {2019},
publisher = {EDP Sciences},
volume = {53},
number = {1},
doi = {10.1051/m2an/2018045},
mrnumber = {3934881},
zbl = {1416.65150},
language = {en},
url = {https://www.numdam.org/articles/10.1051/m2an/2018045/}
}
TY - JOUR AU - Matthes, Daniel AU - Plazotta, Simon TI - A variational formulation of the BDF2 method for metric gradient flows JO - ESAIM: Mathematical Modelling and Numerical Analysis PY - 2019 SP - 145 EP - 172 VL - 53 IS - 1 PB - EDP Sciences UR - https://www.numdam.org/articles/10.1051/m2an/2018045/ DO - 10.1051/m2an/2018045 LA - en ID - M2AN_2019__53_1_145_0 ER -
%0 Journal Article %A Matthes, Daniel %A Plazotta, Simon %T A variational formulation of the BDF2 method for metric gradient flows %J ESAIM: Mathematical Modelling and Numerical Analysis %D 2019 %P 145-172 %V 53 %N 1 %I EDP Sciences %U https://www.numdam.org/articles/10.1051/m2an/2018045/ %R 10.1051/m2an/2018045 %G en %F M2AN_2019__53_1_145_0
Matthes, Daniel; Plazotta, Simon. A variational formulation of the BDF2 method for metric gradient flows. ESAIM: Mathematical Modelling and Numerical Analysis , Tome 53 (2019) no. 1, pp. 145-172. doi: 10.1051/m2an/2018045
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