activity
20182021
most citedThe Multivariate Theory of Functional Connections: Theory, Proofs, and Application in Partial Differential Equations

45 citations · 187 across the 9 of their papers we have counts for

collaborators

9 papers

math.OC2021★ 8 cited

The Theory of Functional Connections: A journey from theory to application

Hunter Johnston

The Theory of Functional Connections (TFC) is a general methodology for functional interpolation that can embed a set of user-specified linear constraints. The functionals derived…

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…

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…

eess.SP2020★ 1 cited

Recursive Star-Identification Algorithm using an Adaptive SVD-based Angular Velocity Estimator

Hunter Johnston, Carl Leake, Marcelino M. de Almeida +1

This paper describes an algorithm obtained by merging a recursive star identification algorithm with a recently developed adaptive SVD-based estimator of the angular velocity vecto…

math.NA2020★ 12 cited

Least-squares Solutions of Eighth-order Boundary Value Problems using the Theory of Functional Connections

Hunter Johnston, Carl Leake, Daniele Mortari

This paper shows how to obtain highly accurate solutions of eighth-order boundary-value problems of linear and nonlinear ordinary differential equations. The presented method is ba…

math.OC2020★ 43 cited

Fuel-Efficient Powered Descent Guidance on Large Planetary Bodies via Theory of Functional Connections

Hunter Johnston, Enrico Schiassi, Roberto Furfaro +1

In this paper we present a new approach to solve the fuel-efficient powered descent guidance problem on large planetary bodies with no atmosphere (e.g. the Moon or Mars) using the…

math.OC2019★ 21 cited

Least-squares solutions of boundary-value problems in hybrid systems

Hunter Johnston, Daniele Mortari

This paper looks to apply the mathematical framework of the Theory of Functional Connections to the solution of boundary-value problems arising from hybrid systems. The Theory of F…

stat.ML2018★ 26 cited

Analytically Embedding Differential Equation Constraints into Least Squares Support Vector Machines using the Theory of Functional Connections

Carl Leake, Hunter Johnston, Lidia Smith +1

Differential equations (DEs) are used as numerical models to describe physical phenomena throughout the field of engineering and science, including heat and fluid flow, structural…