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  • APR 2026

    Approximate Heuristic Search for Semi-Decentralized Systems

    Approximate Heuristic Search for Semi-Decentralized Systems

    M. Al-Husseini, K.H. Wray, I.R. Ward, and M.J. Kochenderfer

    International Joint Conferences on Artificial Intelligence (IJCAI) 2026

    Abstract:
    Achieving optimal coordination in multiagent systems involves a trade-off between intractable centralized planning and suboptimal decentralized execution...

    APR 2026

    Semi-Decentralized Multi-Spacecraft Collision Avoidance under Communication Constraints

    G.R. Kim, M. Al-Husseini, D. Eddy, and M.J. Kochenderfer

    Astrodynamics Specialist Conference 2026

    Abstract:
    ...

    DEC 2025

    Digital Simulations to Enhance Military Medical Evacuation Decision-Making

    J. Fischer, M. Al-Husseini, R. Krishnamoorthy, V. Kumar, and M.J. Kochenderfer

    Journal of Defense Modeling and Simulation

    Abstract:
    The United States military medical evacuation mission is responsible for expediently evacuating the battlefield ill and injured. ...

    DEC 2025

    A Semi-Decentralized Approach to Multiagent Control

    A Semi-Decentralized Approach to Multiagent Control

    M. Al-Husseini, K.H. Wray, and M.J. Kochenderfer

    International Conference on Autonomous Agents and Multiagent Systems (AAMAS) 2026

    Abstract:
    We introduce an expressive framework and algorithms for the semi-decentralized control of cooperative agents in environments with communication uncertainty...

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    SEP 2025

    Aura: An Automated System for the Real-Time Evaluation of Flight Maneuver Performance

    Aura: An Automated System for the Real-Time Evaluation of Flight Maneuver Performance

    M. Al-Husseini, J.L. Barnett, A. Chen, J. Thomas

    IEEE Intelligent Systems

    Abstract:
    The automated evaluation of flight maneuver performance in civilian and military aircraft enhances pilot proficiency and aircraft safety. In this article, we present Aura, an in-aircraft flight maneuver training system that provides real-time performance feedback to pilots...

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    AUG 2025

    Oculometric Assessment of Human Risk Factors in Military Aviation

    M. Al-Husseini, M. McGuire, Q. Kennedy, C. Belanger, and D. Liston

    Aerospace Medicine and Human Performance (AMHP)

    Abstract:
    Aviation operations require clear visual perception and precise sensorimotor interaction with aircraft controls, which both vary with neurophysiological state....

    PDFLink

    AUG 2025

    Semi-Markovian Planning to Coordinate Aerial and Maritime Medical Evacuation Platforms

    M. Al-Husseini, K.H. Wray, and M.J. Kochenderfer

    AI Magazine

    Abstract:
    The transfer of patients between two aircraft using an underway watercraft increases medical evacuation reach and flexibility in maritime environments. The selection of any one of multiple underway watercraft for patient exchange is complicated by participating aircraft utilization histories and participating watercraft positions and velocities...

    PDFLink

    JUL 2025

    A Case Study in Revamping Military Medical Evacuation Education for Large-Scale Combat

    A Case Study in Revamping Military Medical Evacuation Education for Large-Scale Combat

    R. Leek, M. Al-Husseini, M. Knapp

    Military Medicine

    Abstract:
    Military medical evacuation education must adapt to meet rapid changes in the operational environment experienced during the Russia-Ukraine War and expected in the Indo-Pacific...

    PDFLink

    MAR 2025

    Learning to Expand the Aperture: Translating Emergence to Capability in Medical Evacuation and Other Operational Domains

    M. Al-Husseini

    2024 Major General Harold J. "Harry" Green Awards for Acquisition Writing

    Abstract:
    Multi-agent artificial intelligence can provide wartime planners with valuable insights when dealing with large and challenging operational scenarios burdened by severe constraints...

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    FEB 2025

    Semi-Markovian Planning to Coordinate Aerial and Maritime Medical Evacuation Platforms

    Semi-Markovian Planning to Coordinate Aerial and Maritime Medical Evacuation Platforms

    M. Al-Husseini, K.H. Wray, and M.J. Kochenderfer

    37th Conference on Innovative Applications of Artificial Intelligence

    Awarded the Deployed Application Award

    Abstract:
    The transfer of patients between two aircraft using an underway watercraft increases medical evacuation reach and flexibility in maritime environments. The selection of any one of multiple underway watercraft for patient exchange is complicated by participating aircraft utilization histories and participating watercraft positions and velocities...

    PDFLinkAward

    JAN 2025

    Bridging Sky and Sea: Joint Medical Evacuation in the Indo-Pacific

    Bridging Sky and Sea: Joint Medical Evacuation in the Indo-Pacific

    M. Al-Husseini, S.J. Diehl, and S.A. Fricks

    US Army War College's Parameters

    Abstract:
    This article contends that the US Army should coordinate agile and expeditious Joint medical evacuation operations in the Indo-Pacific and develop novel capabilities to do so effectively...

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    JUL 2024

    Hierarchical Framework for Optimizing Wildfire Surveillance and Suppression Using Human-Autonomous Teaming

    Hierarchical Framework for Optimizing Wildfire Surveillance and Suppression Using Human-Autonomous Teaming

    M. Al-Husseini, K.H. Wray, and M.J. Kochenderfer

    Journal for Aerospace Information Systems

    Abstract:
    The integration of manned and unmanned aircraft can help improve wildfire response. Wildfire containment failures occur when the resources available to first responders, who execute the initial stages of wildfire management referred to as the initial attack, are ineffective or insufficient...

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    OCT 2024

    Watercraft as Overwater Ambulance Exchange Points to Enhance Air Medical Evacuation

    Watercraft as Overwater Ambulance Exchange Points to Enhance Air Medical Evacuation

    M. Al-Husseini, K.H. Wray, and M.J. Kochenderfer

    Air Medical Journal

    Abstract:
    Ambulance exchange points are preidentified sites where patients are transferred between evacuation platforms while en route to enhanced medical care. We propose a new capability for maritime medical evacuation, which involves co-opting underway watercraft as overwater ambulance exchange points to transfer patients between medical evacuation aircraft....

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