activity
20172025
most citedPhysics and Equality Constrained Artificial Neural Networks: Application to Forward and Inverse Problems with Multi-fidelity Data Fusion

96 citations · 150 across the 17 of their papers we have counts for

collaborators
Showing 2023Show all

5 papers · 1 filter

physics.flu-dyn2023

Self-organization in a stably stratified, valley-shaped enclosure heated from below

Patrick J. Stofanak, Cheng-Nian Xiao, Inanc Senocak

We observe the spontaneous onset of three-dimensional motion from a quiescent, purely conductive state of a stably stratified fluid in a V-shaped enclosure heated from below, which…

cs.LG2023★ 1 cited

A Generalized Schwarz-type Non-overlapping Domain Decomposition Method using Physics-constrained Neural Networks

Shamsulhaq Basir, Inanc Senocak

We present a meshless Schwarz-type non-overlapping domain decomposition method based on artificial neural networks for solving forward and inverse problems involving partial differ…

cs.LG2023

An adaptive augmented Lagrangian method for training physics and equality constrained artificial neural networks

Shamsulhaq Basir, Inanc Senocak

Physics and equality constrained artificial neural networks (PECANN) are grounded in methods of constrained optimization to properly constrain the solution of partial differential…

physics.flu-dyn2023

Instabilities of longitudinal vortex rolls in katabatic Prandtl slope flows

Chengnian Xiao, Inanc Senocak

Stationary counter-rotating longitudinal vortex pairs emerge from one-dimensional Prandtl slope flows under katabatic as well as anabatic conditions due to a linear instability whe…

physics.flu-dyn2023

An unusual bifurcation scenario in a stably stratified, valley-shaped enclosure heated from below

Patrick J. Stofanak, Cheng-Nian Xiao, Inanc Senocak

We delineate the structure of steady laminar flows within a stably stratified, valley-shaped triangular cavity heated from below through linear stability analysis and Navier-Stokes…