Detection of Synchronized AI Data Center Load Episodes Using SCADA Telemetry

arXiv:2609.18997 · eess.SY, cs.SY · Submitted 2026-07-17 · Read on arXiv

eess.SY, cs.SY

Submitted: 2026-07-17

Updated: 2026-07-17

Terminology

• AUC — 10× in this paper · explained in 2 episodes
• Synchronization Index — 8× in this paper
• Calibration — 5× in this paper · explained in 7 episodes
• Trace — 3× in this paper · explained in 2 episodes
• Energy Management System — 2× in this paper
• Phase Transitions — 2× in this paper · explained in 2 episodes
• Real-Time Digital Simulator — 2× in this paper
• Spatial Load Correlation — 2× in this paper · explained in 2 episodes
• Area Under ROC Curve — 1× in this paper

Sources

• The Unseen AI Disruptions for Power Grids: LLM-Induced Transients
• Power Stabilization for AI Training Datacenters
• Data Center Model for Transient Stability Analysis of Power Systems
• AI Load Dynamics--A Power Electronics Perspective
• Operational Risks in Grid Integration of Large Data Center Loads: Characteristics, Stability Assessments, and Sensitivity Studies

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