STL Decomposition of the Monthly Performance Ratio Index (PRI) on Inverter 1001. The process separates the noisy original signal (top row) into its constituent parts: a repeating a smooth long-term Trend, Seasonal component, and random Residual noise. This visualization demonstrates how extreme events that cause high MAPE are successfully isolated from the extracted Trend, yielding a clean signal suitable for degradation analysis.