Machine Learning-Based Temperature Prediction for Runtime Thermal Management Across System Components.
IEEE Transactions on Parallel and Distributed Systems(2018)
摘要
Elevated temperatures limit the peak performance of systems because of frequent interventions by thermal throttling. Non-uniform thermal states across system nodes also cause performance variation within seemingly equivalent nodes leading to significant degradation of overall performance. In this paper we present a framework for creating a lightweight thermal prediction system suitable for run-tim...
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关键词
Predictive models,Thermal management,Gaussian processes,Computational modeling,Cooling,Analytical models,Neural networks
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