Core Content Description Research Context: The offshore wind industry has long been plagued by sudden, catastrophic asset failures, typically managed through reactive "post-mortem" maintenance or stochastic "black-box" AI predictions that lack physical interpretability. This paper directly attacks this fundamental pain point by shifting the battleground to the microscopic level: capturing the latent, silent dielectric decay and physical stress of core power electronics well before they manifest as macroscopic, irreversible breakdowns. Proposed Framework: Serving as the "Physiology" phase (Phase 2) of the highly acclaimed Clark Paradigm, this paper introduces a revolutionary Causal Auditing and Protection Shield. It transcends the static "Electromagnetic Ledger" of Phase 1 by establishing a dynamic, closed-loop immune system for wind turbines. By mapping violent mechanical turbulence directly to multi-terminal electrical anomalies, it achieves a paradigm shift from "passive diagnosis" to "deterministic, preemptive protection." Technical Methodology: Dynamic Precursor Tracking (The "Time-Machine" Effect): Traditional systems merely react to hard fault thresholds. This framework isolates early failure signatures by tracking the continuous temporal evolution of 1st-20th order harmonic fingerprints. It leverages the critical Time-Lag (ΔTΔT) of spectral shifts between the Generator (Node A) and downstream converter/transformer nodes as a highly deterministic precursor indicator. Algorithmic Engine: Powered by Dynamic Causal Models (DCM) and an online Recursive Least Squares (RLS) operator, the engine executes real-time mechanical-electrical predictive mapping. It tracks the exact contagion trajectory of "sub-health" signatures as they infect the system topology, rendering complex resonance cross-talk highly transparent. Decision Philosophy (Preemptive Defense): We institute a proactive "Preemptive Defense" logic. The moment a stable ΔTΔT precursor is identified—often hours or days before any traditional SCADA alarm—the system triggers an advanced protection shield. This effectively intercepts the fault contagion, securing a critical response window for O&M operations. Hardware Architecture:A highly decoupled, ultra-low-latency distributed topology. The Perception Layer (industrial MCUs) acts as the system's "nervous system," executing high-sync sampling at 10.24 kHz to dynamically lock electrical harmonics with mechanical state variables (e.g., wind speed, RPM). The Edge-hosted Audit Layer serves as the "brain," processing these multi-dimensional hybrid inputs to fire protective commands in under 5ms. Experimental Results:Rigorous validation via a high-fidelity Digital Twin platform proves that the Clark Paradigm outperforms conventional LSTM/data-driven models under severe aerodynamic turbulence. By locking onto time-lag precursors, it successfully intercepts XLPE subsea cable insulation aging and IGBT switching degradation hours to days in advance, maximizing residual asset value and mitigating the risk of sudden system collapse. 🔗 Clark-Paradigm-Initiative / paper-2-precursor-signals
Yi Zeng (Mon,) studied this question.