S17.03 - Fault Management Technologies

Neoskye Inc. proposes the Autonomous Resilience Management System (ARMS), a groundbreaking innovation in spacecraft fault management that integrates advanced AI, ML, and RL algorithms. ARMS is designed to autonomously detect, recover from, and make decisions regarding faults in critical spacecraft subsystems, notably the Electrical Power System (EPS) and Attitude Determination and Control Subsystem (ADCS). Leveraging Convolutional Neural Networks (CNNs) for spatial data analysis and Reinforcement Learning for dynamic recovery strategies, ARMS aims to significantly enhance spacecraft resilience and autonomy. This system draws on Neoskye's extensive experience in AI-driven fault management for UAVs and armored vehicles, promising to reduce ground intervention significantly and enhance mission success rates. The technology's predictive analytics capabilities enable proactive fault management, extending mission life and operational efficiency. ARMS's innovation lies in its comprehensive integration of sensor data and AI-driven analytics, setting a new standard for autonomous spacecraft operations and offering broad applicability across NASA's mission portfolio.