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System and method for extracting and forecasting computing resource data such as CPU consumption using autoregressive methodology

机译:使用自回归方法提取和预测计算资源数据(例如CPU消耗)的系统和方法

摘要

A system and method for extracting and forecasting computing resource data such as workload consumption of mainframe computing resources using an autoregressive model. The system and method forecast mainframe central processing unit (CPU) consumption with ninety-five percent accuracy using historical performance data. The system and method also provide an upper ninety-five percent confidence level and a lower ninety-five percent confidence level. The system and method retrieve performance records from a computer platform in one second intervals, statistically collapses the one second performance data into fifteen minute performance data, statistically collapses the fifteen minute performance data into one week performance data, and generates a time series equivalent to collecting performance data at one week intervals. The system and method ensure that the resulting time series is statistically stationary, and applies an autoregressive construct to the time series to generate forecast of future CPU utilization, as well as to generate reports and graphs comparing actual vs. forecast CPU utilization. Because the system and method rely on electronically generated empirical historical computer performance data as an input, they provide a turnkey solution to CPU consumption forecasting that can be implemented easily by any system network manager.
机译:一种使用自回归模型提取和预测计算资源数据(例如大型机计算资源的工作量消耗)的系统和方法。该系统和方法使用历史性能数据以百分之九十五的准确性预测大型机中央处理器(CPU)的使用量。该系统和方法还提供了较高的百分之九十五的置信度和较低的百分之九十五的置信度。该系统和方法以一秒钟的间隔从计算机平台检索性能记录,统计地将一秒钟的性能数据压缩为十五分钟的性能数据,统计地将十五分钟的性能数据压缩为一周的性能数据,并生成等效于收集的时间序列每隔一周的效果数据。该系统和方法确保所得的时间序列在统计上是固定的,并将自回归构造应用于该时间序列以生成对未来CPU利用率的预测,以及生成比较实际CPU利用率和预测CPU利用率的报告和图形。因为该系统和方法依赖于电子生成的经验性历史计算机性能数据作为输入,所以它们为CPU消耗预测提供了统包解决方案,任何系统网络管理人员都可以轻松实现。

著录项

  • 公开/公告号US6574587B2

    专利类型

  • 公开/公告日2003-06-03

    原文格式PDF

  • 申请/专利权人 MCI COMMUNICATIONS CORPORATION;

    申请/专利号US19980031966

  • 发明设计人 ANTHONY C. WACLAWSKI;

    申请日1998-02-27

  • 分类号G06F170/00;

  • 国家 US

  • 入库时间 2022-08-22 00:05:03

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