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Purposeful Failure Methodology for Machinery

This failure methodology utilizes purposeful generation of labeled failure mode datasets via surrogate purposeful failure twin (SPFT) simulations. Machine learning powered performance analysis, predictive maintenance, and production management capable of reducing unexpected failure and unnecessary downtime are enabled via this innovation. This technology...

Published: 5/27/2026 | Updated: 3/13/2022 | Inventor(s): Ethan Wescoat, Laine Mears

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Category(s): Manufacturing