Some recent advances in energetic variational approaches

Y Wang, C Liu - Entropy, 2022 - mdpi.com
In this paper, we summarize some recent advances related to the energetic variational
approach (EnVarA), a general variational framework of building thermodynamically …

On the relation between gradient flows and the large-deviation principle, with applications to Markov chains and diffusion

A Mielke, MA Peletier, DRM Renger - Potential Analysis, 2014 - Springer
Motivated by the occurrence in rate functions of time-dependent large-deviation principles,
we study a class of non-negative functions ℒ that induce a flow, given by ℒ (ρ t, ρ ̇ t)= 0 …

Generative modeling of single-cell time series with PRESCIENT enables prediction of cell trajectories with interventions

GHT Yeo, SD Saksena, DK Gifford - Nature communications, 2021 - nature.com
Existing computational methods that use single-cell RNA-sequencing (scRNA-seq) for cell
fate prediction do not model how cells evolve stochastically and in physical time, nor can …

Learning population-level diffusions with generative RNNs

T Hashimoto, D Gifford… - … Conference on Machine …, 2016 - proceedings.mlr.press
We estimate stochastic processes that govern the dynamics of evolving populations such as
cell differentiation. The problem is challenging since longitudinal trajectory measurements of …

Jump processes as generalized gradient flows

MA Peletier, R Rossi, G Savaré, O Tse - Calculus of Variations and Partial …, 2022 - Springer
We have created a functional framework for a class of non-metric gradient systems. The
state space is a space of nonnegative measures, and the class of systems includes the …

[HTML][HTML] Cosh gradient systems and tilting

MA Peletier, A Schlichting - Nonlinear Analysis, 2023 - Elsevier
We review a class of gradient systems with dissipation potentials of hyperbolic-cosine type.
We show how such dissipation potentials emerge in large deviations of jump processes …

A generalization of Onsager's reciprocity relations to gradient flows with nonlinear mobility

A Mielke, DRM Renger, MA Peletier - Journal of Non-Equilibrium …, 2016 - degruyter.com
Abstract Onsager's 1931 “reciprocity relations” result connects microscopic time reversibility
with a symmetry property of corresponding macroscopic evolution equations. Among the …

On microscopic origins of generalized gradient structures

M Liero, A Mielke, MA Peletier, DR Renger - arXiv preprint arXiv …, 2015 - arxiv.org
Classical gradient systems have a linear relation between rates and driving forces. In
generalized gradient systems we allow for arbitrary relations derived from general non …

GENERIC formalism of a Vlasov–Fokker–Planck equation and connection to large-deviation principles

MH Duong, MA Peletier, J Zimmer - Nonlinearity, 2013 - iopscience.iop.org
In this paper we discuss the connections between a Vlasov–Fokker–Planck equation and an
underlying microscopic particle system, and we interpret those connections in the context of …

Energetic variational neural network discretizations of gradient flows

Z Hu, C Liu, Y Wang, Z Xu - SIAM Journal on Scientific Computing, 2024 - SIAM
We present a structure-preserving Eulerian algorithm for solving-gradient flows and a
structure-preserving Lagrangian algorithm for solving generalized diffusions. Both …