AINeutralarXiv – CS AI · 5h ago6/10
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A Physics-Aware Framework for Short-Term GPU Power Forecasting of AI Data Centers
Researchers have developed PI-DLinear, a physics-informed machine learning model that forecasts GPU power consumption in AI data centers 5-80 minutes ahead with significantly higher accuracy than existing methods. The model integrates thermal physics principles with deep learning to predict power fluctuations caused by different AI workloads, addressing grid stability challenges from volatile LLM inference and training operations.