Challenge
The nuclear security enterprise faces significant hurdles in designing, manufacturing, and qualifying mission-critical nuclear and non-nuclear materials. This challenge will develop a digital, AI-accelerated workflow that connects the entire lifecycle of critical materials, from initial formulation to final production. This approach will incorporate real-time anomaly detection and in-process corrections to significantly reduce the need for extensive qualification testing and improve the safety and reliability of these critical materials. It will also expedite new technology development, enabling production acceleration opportunities to meet evolving military requirements.
AI Solution
This initiative will link material design, automated testing, and qualification into a single, data-driven process, using physics-based simulations on high-performance computers to screen and optimize material candidates, directing robotic labs and in-line sensors to accelerate certification processes, and feeding results back to production and iteratively refine hypotheses and inform new experiments. This workflow will invent and test new plutonium purification methods and deliver only the best options to scientists for review, compressing a months-long development process into just days.
Justification
The National Nuclear Security Administration (NNSA) uniquely combines supercomputing power, specialized test facilities, and decades of mission data. By uniting these assets in an AI-managed pipeline, we can shrink design-to-qualification times, improve manufacturing reliability, and build a stronger domestic supply of critical materials without sacrificing safety or oversight.
National Impact
Accelerating material development and certification for new materials and processes will ensure the rapid delivery of strategic components for deterrence, reduce reliance on fragile supply chains while lowering overall program costs, and provide a scalable model for safer, more efficient manufacturing in civilian sectors such as energy, chemicals, and aerospace.
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