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ERC Consolidator Grant · 2025

Longevity-focused health management of complex engineered systems

The HEROES project proposes a transformative framework for longevity-focused health management of complex assets, shifting the focus from short-term performance metrics to long-term sustainability, reliability, and efficiency. While traditional methods prioritize immediate fault detection, they often overlook the interdependencies and evolving operational loads that influence asset lifespan. HEROES bridges these gaps by developing novel physics-informed machine learning (PIML) techniques to model long-term interdependent degradation and AI-driven, interpretable decision support tools. The framework features a module for modeling, understanding, and forecasting the health evolution of wind…

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