Topic: spacecraft

COTS edge AI accelerators – an enabler for military autonomous systems in all domains, including space

March 03, 2026

Military autonomous systems increasingly depend on real-time perception, decision-making, and adaptation under extreme constraints of resilience and demands for ever-smaller size, weight, and power (SWaP). Traditional CPU-centric embedded architectures alone cannot meet the computational demands of modern machine learning (ML) inference without exceeding feasible power envelopes or introducing unacceptable latency. Commercial off-the-shelf (COTS) edge artificial intelligence (AI) accelerators are reshaping autonomous military systems, with particular attention to space as an operational domain. Recent NASA proton and heavy-ion test results demonstrate that selected commercial AI accelerators can exhibit radiation resilience compatible with mission-critical autonomy, signaling a potential shift in how defense and space programs approach onboard AI.

Topic: spacecraft

COTS edge AI accelerators – an enabler for military autonomous systems in all domains, including space

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