Market-Aware Maintenance: Why AI Should Treat Asset Health as a Trading Decision
This article argues that maintenance scheduling for assets like wind turbines should be integrated into AI trading systems. Currently, separate reliability optimizers often schedule maintenance based solely on asset health and availability, ignoring market prices. This can lead to costly decisions, such as taking an asset offline during periods of high market value. The author proposes that a unified AI policy should consider both asset health and market conditions to optimize for financial gains rather than just operational uptime. AI
IMPACT This perspective suggests a new architectural approach for AI in industrial operations, potentially optimizing financial outcomes by aligning maintenance with market dynamics.