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Home / Proceedings / Proceedings of the AAAI Conference on Artificial Intelligence, 30 / No. 2 (2016): The Twenty-Eighth Conference on Innovative Applications of Artificial Intelligence

An Autonomous Override System to Prevent Airborne Loss of Control

March 8, 2023

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Authors

Sweewarman Balachandran

University of Michigan


Ella Atkins

University of Michigan


DOI:

10.1609/aaai.v30i2.19074


Abstract:

Loss of Control (LOC) is the most common precursor to aircraft accidents. This paper presents a Flight Safety Assessment and Management (FSAM) decision system to reduce in-flight LOC risk. FSAM nominally serves as a monitor to detect conditions that pose LOC risk, automatically activating the appropriate control authority if necessary to prevent LOC and restore a safe operational state. This paper contributes an efficient Markov Decision Process (MDP) formulation for FSAM. The state features capture risk associated with aircraft dynamics, configuration, health, pilot behavior and weather. The reward function trades cost of inaction against the cost of overriding the current control authority. A sparse sampling algorithm obtains a near-optimal solution for the MDP online. This approach enables the FSAM MDP to incorporate dynamically changing flight envelope and environment constraints into decision-making. Case studies based on realworld aviation incidents are presented.

Topics: AAAI

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HOW TO CITE:

Sweewarman Balachandran|| Ella Atkins An Autonomous Override System to Prevent Airborne Loss of Control Proceedings of the AAAI Conference on Artificial Intelligence, 30 (2016) 3991.

Sweewarman Balachandran|| Ella Atkins An Autonomous Override System to Prevent Airborne Loss of Control AAAI 2016, 3991.

Sweewarman Balachandran|| Ella Atkins (2016). An Autonomous Override System to Prevent Airborne Loss of Control. Proceedings of the AAAI Conference on Artificial Intelligence, 30, 3991.

Sweewarman Balachandran|| Ella Atkins. An Autonomous Override System to Prevent Airborne Loss of Control. Proceedings of the AAAI Conference on Artificial Intelligence, 30 2016 p.3991.

Sweewarman Balachandran|| Ella Atkins. 2016. An Autonomous Override System to Prevent Airborne Loss of Control. "Proceedings of the AAAI Conference on Artificial Intelligence, 30". 3991.

Sweewarman Balachandran|| Ella Atkins. (2016) "An Autonomous Override System to Prevent Airborne Loss of Control", Proceedings of the AAAI Conference on Artificial Intelligence, 30, p.3991

Sweewarman Balachandran|| Ella Atkins, "An Autonomous Override System to Prevent Airborne Loss of Control", AAAI, p.3991, 2016.

Sweewarman Balachandran|| Ella Atkins. "An Autonomous Override System to Prevent Airborne Loss of Control". Proceedings of the AAAI Conference on Artificial Intelligence, 30, 2016, p.3991.

Sweewarman Balachandran|| Ella Atkins. "An Autonomous Override System to Prevent Airborne Loss of Control". Proceedings of the AAAI Conference on Artificial Intelligence, 30, (2016): 3991.

Sweewarman Balachandran|| Ella Atkins. An Autonomous Override System to Prevent Airborne Loss of Control. AAAI[Internet]. 2016[cited 2023]; 3991.


ISSN: 2374-3468


Published by AAAI Press, Palo Alto, California USA
Copyright 2022, Association for the Advancement of
Artificial Intelligence 1900 Embarcadero Road, Suite
101, Palo Alto, California 94303 All Rights Reserved

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