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Cognitive elasticity of cloud applications

机译:云应用程序的认知弹性

摘要

A computing device retrieves historical data regarding one or more historical time periods during which cloud application instances were provisioned. A probability distribution of a number of queries received by the historical cloud application instances during each of the one or more historical time periods is determined by the computing device. A probability distribution of a number of received queries completed by each of the one or more historical cloud application instances during each of the one or more historical time periods is determined by the computing device. A new provisioning plan for further time periods is generated via application of a stochastic optimization model based upon the probability distribution of the number of received queries during each of the one or more historical time periods and the probability distribution of the number of received queries completed by each of the one or more cloud application instances.
机译:一种计算设备检索关于在其间供应云应用程序实例的一个或多个历史时间段的历史数据。由计算设备确定在一个或多个历史时间段中的每个历史时间段期间由历史云应用实例接收的多个查询的概率分布。由计算设备确定在一个或多个历史云时间段的每个期间内由一个或多个历史云应用实例的每个完成的接收到的查询的数量的概率分布。通过基于一个或多个历史时间段中每个历史时间段内接收到的查询数的概率分布以及由以下步骤完成的接收到的查询数的概率分布,通过应用随机优化模型,可以生成其他时间段的新配置计划。一个或多个云应用程序实例中的每个。

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