Numerical methods for nonlocal and fractional models

M D'Elia, Q Du, C Glusa, M Gunzburger, X Tian… - Acta Numerica, 2020 - cambridge.org
Partial differential equations (PDEs) are used with huge success to model phenomena
across all scientific and engineering disciplines. However, across an equally wide swath …

nPINNs: nonlocal Physics-Informed Neural Networks for a parametrized nonlocal universal Laplacian operator. Algorithms and Applications

G Pang, M D'Elia, M Parks, GE Karniadakis - Journal of Computational …, 2020 - Elsevier
Physics-informed neural networks (PINNs) are effective in solving inverse problems based
on differential and integro-differential equations with sparse, noisy, unstructured, and multi …

Towards a unified theory of fractional and nonlocal vector calculus

M D'Elia, M Gulian, H Olson… - Fractional Calculus and …, 2021 - degruyter.com
Nonlocal and fractional-order models capture effects that classical partial differential
equations cannot describe; for this reason, they are suitable for a broad class of engineering …

Fractional operators applied to geophysical electromagnetics

CJ Weiss, BG van Bloemen Waanders… - Geophysical Journal …, 2020 - academic.oup.com
SUMMARY A growing body of applied mathematics literature in recent years has focused on
the application of fractional calculus to problems of anomalous transport. In these analyses …

External optimal control of nonlocal PDEs

H Antil, R Khatri, M Warma - Inverse Problems, 2019 - iopscience.iop.org
Abstract Very recently Warma (2019 SIAM J. Control Optim. to appear) has shown that for
nonlocal PDEs associated with the fractional Laplacian, the classical notion of controllability …

An optimization-based approach to parameter learning for fractional type nonlocal models

O Burkovska, C Glusa, M D'elia - Computers & Mathematics with …, 2022 - Elsevier
Nonlocal operators of fractional type are a popular modeling choice for applications that do
not adhere to classical diffusive behavior; however, one major challenge in nonlocal …

A priori error estimates for the optimal control of the integral fractional Laplacian

M D'elia, C Glusa, E Otárola - SIAM Journal on Control and Optimization, 2019 - SIAM
We design and analyze solution techniques for a linear-quadratic optimal control problem
involving the integral fractional Laplacian. We derive existence and uniqueness results, first …

Towards a unified theory of fractional and nonlocal vector calculus

M D'Elia, M Gulian, H Olson, GE Karniadakis - arXiv preprint arXiv …, 2020 - arxiv.org
Nonlocal and fractional-order models capture effects that classical partial differential
equations cannot describe; for this reason, they are suitable for a broad class of engineering …

A fractional model for anomalous diffusion with increased variability: Analysis, algorithms and applications to interface problems

M D'Elia, C Glusa - Numerical Methods for Partial Differential …, 2022 - Wiley Online Library
Fractional equations have become the model of choice in several applications where
heterogeneities at the microstructure result in anomalous diffusive behavior at the …

Error estimates for the optimal control of a parabolic fractional PDE

C Glusa, E Otárola - SIAM Journal on Numerical Analysis, 2021 - SIAM
We consider the integral definition of the fractional Laplacian and analyze a linear-quadratic
optimal control problem for the so-called fractional heat equation; control constraints are …