activity
20082026
most citedPhysics guided machine learning using simplified theories

135 citations · 187 across the 14 of their papers we have counts for

collaborators

14 papers

math.NA2026

Coupling of Local and Nonlocal Problems Using Local Boundary Conditions

Burak Aksoylu, Fatih Celiker, Patrick Diehl

We present a novel coupling method for local and nonlocal diffusion problems in 1D. Unlike other methods, our coupling method exclusively uses local boundary conditions. This is po…

cs.LG2020★ 135 cited

Physics guided machine learning using simplified theories

Suraj Pawar, Omer San, Burak Aksoylu +2

Recent applications of machine learning, in particular deep learning, motivate the need to address the generalizability of the statistical inference approaches in physical sciences…

math-ph2014★ 1 cited

Incorporating local boundary conditions into nonlocal theories

Burak Aksoylu, Horst Reinhard Beyer, Fatih Celiker

We study nonlocal equations from the area of peridynamics on bounded domains. In our companion paper, we discover that, on , the governing operator in peridynamics, w…

math-ph2014★ 30 cited

On a Class of Nonlocal Wave Equations from Applications

Horst Reinhard Beyer, Burak Aksoylu, Fatih Celiker

We study equations from the area of peridynamics, which is an extension of elasticity. The governing equations form a system of nonlocal wave equations. Its governing operator is f…

math.NA2011

Goal-Oriented Adaptivity and Multilevel Preconditioning for the Poisson-Boltzmann Equation

Burak Aksoylu, Stephen Bond, Eric Cyr +1

In this article, we develop goal-oriented error indicators to drive adaptive refinement algorithms for the Poisson-Boltzmann equation. Empirical results for the solvation free ener…

math.NA2010★ 1 cited

Local Refinement and Multilevel Preconditioning: Implementation and Numerical Experiments

Burak Aksoylu, Stephen Bond, Michael Holst

In this paper, we examine a number of additive and multiplicative multilevel iterative methods and preconditioners in the setting of two-dimensional local mesh refinement. While st…