activity
20182023
most citedDeep Theory of Functional Connections: A New Method for Estimating the Solutions of PDEs

88 citations · 233 across the 14 of their papers we have counts for

collaborators

14 papers

math.AP2023

The Theory of Functional Connections on Vector Spaces

Carl Leake

The Theory of Functional Connections (TFC) is most often used for constraints over the field of real numbers. However, previous works have shown that it actually extends to arbitra…

math.AP2021★ 8 cited

The Multivariate Theory of Functional Connections: An n-Dimensional Constraint Embedding Technique Applied to Partial Differential Equations

Carl Leake

The Theory of Functional Connections (TFC) is a functional interpolation framework founded upon the so-called constrained expression: a functional that expresses the family of all…

astro-ph.EP2021★ 20 cited

Fast 2-impulse non-Keplerian orbit-transfer using the Theory of Functional Connections

Allan K. de Almeida Junior, Hunter Johnston, Carl Leake +1

This study applies a new approach, the Theory of Functional Connections (TFC), to solve the two-point boundary-value problem (TPBVP) in non-Keplerian orbit transfer. The perturbati…

cs.RO2020★ 1 cited

Motivations and Preliminary Design for Mid-Air Deployment of a Science Rotorcraft on Mars

Jeff Delaune, Jacob Izraelevitz, Larry A. Young +18

Mid-Air Deployment (MAD) of a rotorcraft during Entry, Descent and Landing (EDL) on Mars eliminates the need to carry a propulsion or airbag landing system. This reduces the total…

math.NA2020★ 45 cited

The Multivariate Theory of Functional Connections: Theory, Proofs, and Application in Partial Differential Equations

Carl Leake, Hunter Johnston, Daniele Mortari

This article presents a reformulation of the Theory of Functional Connections: a general methodology for functional interpolation that can embed a set of user-specified linear cons…

cs.LG2020★ 11 cited

Extreme Theory of Functional Connections: A Physics-Informed Neural Network Method for Solving Parametric Differential Equations

Enrico Schiassi, Carl Leake, Mario De Florio +3

In this work we present a novel, accurate, and robust physics-informed method for solving problems involving parametric differential equations (DEs) called the Extreme Theory of Fu…