A thermal-model-based time-varying Weibull approximation shows that future high-variability loading can raise maintenance needs 10-300 times for older PILC cables, with 25% of low-quality cables causing 82% of failures.
Cumulative damage in fatigue
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A three-step frequency-domain method using mechanical first-principles models, load-flow interaction factors, and optimization sets safe limits on AI data center load variations to protect synchronous generator fatigue life.
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Assessing Maintenance of Medium Voltage Cable Networks Under Time-Varying Loading
A thermal-model-based time-varying Weibull approximation shows that future high-variability loading can raise maintenance needs 10-300 times for older PILC cables, with 25% of low-quality cables causing 82% of failures.
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Limiting the Impact of AI Data Centers on Fatigue Life of Thermal Turbine Generators in the Grid: A Frequency-Domain Approach
A three-step frequency-domain method using mechanical first-principles models, load-flow interaction factors, and optimization sets safe limits on AI data center load variations to protect synchronous generator fatigue life.