Demand oscillation · Renewable displacement ·
Grid stability · Statistical baseline analysis
For each calendar day, a windowed mean (±15 days) is computed across the three prior years, producing a smooth, seasonally-aware reference that removes inter-annual noise while preserving cyclical structure.
Each 2026 observation is standardised against the baseline mean and standard deviation. Values beyond ±1.96 mark the 95% confidence threshold, indicating statistically anomalous grid behaviour requiring policy attention.
The April 2025 collapse is modelled through the RoCoF equation — as synchronous inertia (H) falls under high renewable penetration, frequency drops faster under generation loss, exceeding protection relay thresholds and triggering cascade failure.