Optimizing Naval Aviation Training Through Adaptive Human Performance Modeling and AI-Driven Learning Solutions

Naval aviation demands peak human performance under extreme conditions, yet current training methodologies fail to leverage advanced insights into psychological and physiological predictors of success. Vectrona, in partnership with Old Dominion University (ODU) and Aviation Systems Engineering Company (ASEC), proposes an innovative, data-driven training framework that optimizes individual aviator performance through real-time physiological monitoring, adaptive AI/ML analytics, and personalized training interventions.Our Phase I effort will establish a validated taxonomy of traits correlated with elite performance in naval aviation, leveraging biometric data, cognitive resilience modeling, and insights from high-performance domains such as drone racing and esports. This effort will integrate cutting-edge physiological monitoring techniques—including eye-tracking and biometric analytics—to develop predictive models that enhance training effectiveness and reduce attrition. By analyzing key performance indicators and training inefficiencies, we will design a scalable, adaptable training framework tailored to individual needs.The Phase I initiative will focus on three core objectives: (1) conducting a discovery and gap analysis to identify key physiological and cognitive performance factors(2) developing a conceptual framework for an adaptive training system utilizing real-time biometric feedback(3) assessing the feasibility of integrating AI/ML-driven predictive modeling into existing naval aviation training platforms. Our approach ensures alignment with the Navy’s objectives by enabling real-time adaptation of training programs to optimize learning outcomes, enhance resilience to motion sickness, and accelerate skill acquisition.The expected outcomes of this research include a validated performance trait taxonomy, a conceptual framework for adaptive training, and feasibility assessments for system integration. This initiative will lay the foundation for a transformative approach to naval aviation training, enhancing operational readiness while significantly improving training efficiency, retention, and mission success.