Physics-Informed Neural Networks for Optimal Planar Orbit Transfers

Energy-optimal trajectory problems in relative motion solved via Theory of Functional Connections

(2021) Kristofer Drozd et al.   ACTA ASTRONAUTICA

Physics-Informed Neural Networks and Functional Interpolation for Data-Driven Parameters Discovery of Epidemiological Compartmental Models

(2021) Enrico Schiassi et al.   Mathematics

Real-time optimal control for irregular asteroid landings using deep neural networks

(2020) Lin Cheng et al.   ACTA ASTRONAUTICA

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

(2020) Carl Leake et al.   Mathematics

Onboard Generation of Optimal Trajectories for Hypersonic Vehicles Using Deep Learning

(2020) Yang Shi et al.   JOURNAL OF SPACECRAFT AND ROCKETS

Least-squares solution of a class of optimal space guidance problems via Theory of Connections

(2019) Roberto Furfaro et al.   ACTA ASTRONAUTICA

Fast Generation of Optimal Asteroid Landing Trajectories Using Deep Neural Networks

(2019) Lin Cheng et al.   IEEE TRANSACTIONS ON AEROSPACE AND ELECTRONIC SYSTEMS

Real-Time Optimal Control via Deep Neural Networks: Study on Landing Problems

(2018) Carlos Sánchez-Sánchez et al.   JOURNAL OF GUIDANCE CONTROL AND DYNAMICS

Optimization of Minimum-Time Low-Thrust Transfers Using Convex Programming

(2018) Zhenbo Wang et al.   JOURNAL OF SPACECRAFT AND ROCKETS

Generic Smoothing for Optimal Bang-Off-Bang Spacecraft Maneuvers

(2018) Ehsan Taheri et al.   JOURNAL OF GUIDANCE CONTROL AND DYNAMICS

Physics-informed neural networks: A deep learning framework for solving forward and inverse problems involving nonlinear partial differential equations

(2018) M. Raissi et al.   JOURNAL OF COMPUTATIONAL PHYSICS

High accuracy least-squares solutions of nonlinear differential equations

(2018) Daniele Mortari et al.   JOURNAL OF COMPUTATIONAL AND APPLIED MATHEMATICS

Real-Time Optimal Control for Spacecraft Orbit Transfer via Multiscale Deep Neural Networks

(2018) Lin Cheng et al.   IEEE TRANSACTIONS ON AEROSPACE AND ELECTRONIC SYSTEMS

Improving Low-Thrust Trajectory Optimization by Adjoint Estimation with Shape-Based Path

(2017) Fanghua Jiang et al.   JOURNAL OF GUIDANCE CONTROL AND DYNAMICS

GPOPS-II

(2014) Michael A. Patterson et al.   ACM TRANSACTIONS ON MATHEMATICAL SOFTWARE