Machine Learning-Based Temperature Prediction for Runtime Thermal Management Across System Components.

IEEE Transactions on Parallel and Distributed Systems(2018)

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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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