Reinforcement learning for robust trajectory design of interplanetary missions

A Zavoli, L Federici - Journal of Guidance, Control, and Dynamics, 2021 - arc.aiaa.org
This paper investigates the use of reinforcement learning for the robust design of low-thrust
interplanetary trajectories in presence of severe uncertainties and disturbances, alternately …

Neural network optimal control in astrodynamics: Application to the missed thrust problem

A Rubinsztejn, R Sood, FE Laipert - Acta astronautica, 2020 - Elsevier
While high-efficiency propulsion techniques are enabling new mission concepts in deep
space exploration, their limited thrust capabilities necessitate long thrusting arcs and make …

An inner boundary condition for solar wind models based on coronal density

KA Bunting, H Morgan - Journal of Space Weather and Space …, 2022 - swsc-journal.org
Accurate forecasting of the solar wind has grown in importance as society becomes
increasingly dependent on technology susceptible to space weather events. This work …

[PDF][PDF] Using reinforcement learning to design missed thrust resilient trajectories

A Rubinsztejn, K Bryan, R Sood, FE Laipert - 2020 - researchgate.net
From ion thrusters to solar sails, spacecraft continue to adopt new and more efficient forms of
propulsion. As these low-thrust propulsion methods have become more prevalent, new …

The financial risks from wind turbine failures: a value at risk approach

D Mikindani, J O'Brien, P Leahy, P Deeney - Applied Economics, 2024 - Taylor & Francis
This paper models the financial risk associated with the cost of turbine failures over the
lifetime of a wind farm. These failures cause significant variation in realized profit on wind …

Robust Solar Sail Trajectory Design under Uncertainty with Application to NEA Scout Mission

K Oguri, G Lantoine, TH Sweetser - AIAA SCITECH 2022 Forum, 2022 - arc.aiaa.org
View Video Presentation: https://doi. org/10.2514/6.2022-1627. vid Solar sailing is an
emerging technology that harnesses solar radiation pressure to propel spacecraft, providing …

Designing trajectories resilient to missed thrust events using expected thrust fraction

A Rubinsztejn, CG Sandel, R Sood… - Aerospace Science and …, 2021 - Elsevier
With the adoption of efficient low-thrust propulsion methods, the probability of a missed
thrust event occurring has become a significant concern for short and long-duration …

Statistical Analysis of the Role of Invariant Manifolds on Robust Trajectories

A Sinha, R Beeson - arXiv preprint arXiv:2409.19905, 2024 - arxiv.org
As low-thrust space missions increase in prevalence, it is becoming increasingly important
to design robust trajectories against unforeseen thruster outages or missed thrust events …

Preparations for the Launch, Cruise, and Orbital Operations Phases of the Psyche Mission

T Imken, W Hart, K Larson… - 2022 IEEE Aerospace …, 2022 - ieeexplore.ieee.org
“Psyche: Journey to a Metal World” was selected in 2017 as the 14th mission in NASA's
Discovery program. The mission uses an electric propulsion (EP) system to rendezvous with …

[PDF][PDF] Neural network based optimal control: resilience to missed thrust events for long duration transfers

A Rubinsztejn, R Sood, FE Laipert - AAS/AIAA Astrodynamics …, 2019 - researchgate.net
A growing number of spacecraft are adopting new and more efficient forms of in-space
propulsion. One shared characteristic of these high efficiency propulsion techniques is their …