3 papers
cs.AI2024
Tradeoffs When Considering Deep Reinforcement Learning for Contingency Management in Advanced Air Mobility
Luis E. Alvarez, Marc W. Brittain, Steven D. Young
Air transportation is undergoing a rapid evolution globally with the introduction of Advanced Air Mobility (AAM) and with it comes novel challenges and opportunities for transformi…
cs.LG2023
Towards a Standardized Reinforcement Learning Framework for AAM Contingency Management
Luis E. Alvarez, Marc W. Brittain, Kara Breeden
Advanced Air Mobility (AAM) is the next generation of air transportation that includes new entrants such as electric vertical takeoff and landing (eVTOL) aircraft, increasingly aut…
cs.AI2023
Improving Autonomous Separation Assurance through Distributed Reinforcement Learning with Attention Networks
Marc W. Brittain, Luis E. Alvarez, Kara Breeden
Advanced Air Mobility (AAM) introduces a new, efficient mode of transportation with the use of vehicle autonomy and electrified aircraft to provide increasingly autonomous transpor…