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RESOURCE NEEDS PREDICTION IN VIRTUALIZED SYSTEMS: GENERIC PROACTIVE AND SELF-ADAPTIVE SOLUTION
RESOURCE NEEDS PREDICTION IN VIRTUALIZED SYSTEMS: GENERIC PROACTIVE AND SELF-ADAPTIVE SOLUTION
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机译:虚拟化系统中需求预测:通用主动和自适应解决方案
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摘要
A method for real-time prediction of resource consumption by a system is provided that includes determining a real-time prediction of resource demand by the system. A Genetic Algorithm (GA) is used to dynamically determine an optimal size of a sliding window and an optimal number of predicted data within the real-time prediction of the resource demand. The data within the real-time prediction of the resource demand is adjusted based on an estimated probability of prediction errors and a variable padding, which is based on a mean of at least one previous standard deviation of the predicted data within the real-time prediction of the resource demand.
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