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    • 7. 发明授权
    • Characterizing a computer system using a pattern-recognition model
    • 使用模式识别模型来表征计算机系统
    • US08150655B2
    • 2012-04-03
    • US12240211
    • 2008-09-29
    • Ramakrishna C. DhanekulaKeith A. WhisnantKenny C. Gross
    • Ramakrishna C. DhanekulaKeith A. WhisnantKenny C. Gross
    • G06F11/30
    • G06F1/206G06F11/0706G06F11/0751G06F11/3428G06F11/3476
    • Some embodiments of the present invention provide a system that characterizes a computer system using a pattern-recognition model. First, values for an environmental parameter are monitored from a set of sensors associated with the computer system. Then, a baseline for the environmental parameter is calculated based on the monitored values from a subset of the set of sensors. Next, the baseline is subtracted from the monitored values from sensors in the set of sensors to produce compensated values. Then, the compensated values are used as inputs to the pattern-recognition model, which produces estimates for the compensated values based on correlations between the compensated values learned during a training phase. Next, residuals are calculated by subtracting the estimates for the compensated values from the compensated values. Then, the residuals are analyzed to characterize the computer system.
    • 本发明的一些实施例提供一种表征使用模式识别模型的计算机系统的系统。 首先,从与计算机系统相关联的一组传感器监测环境参数的值。 然后,基于来自传感器组的子集的监视值来计算环境参数的基线。 接下来,从传感器组中的传感器的监视值中减去基线,以产生补偿值。 然后,补偿值被用作模式识别模型的输入,其基于在训练阶段期间学习的补偿值之间的相关性而产生对补偿值的估计。 接下来,通过从补偿值中减去补偿值的估计值来计算残差。 然后,分析残差以表征计算机系统。
    • 8. 发明授权
    • Reduced energy consumption using active vibration control
    • 使用主动振动控制降低能耗
    • US08139467B2
    • 2012-03-20
    • US12469023
    • 2009-05-20
    • Kenny C. GrossKalyanaraman VaidyanathanAleksey M. Urmanov
    • Kenny C. GrossKalyanaraman VaidyanathanAleksey M. Urmanov
    • G11B17/00
    • G11B33/144G11B19/042G11B33/08
    • Embodiments of a computer system that includes a vibration-cancelling mode, and a related method and computer-program product (e.g., software) for use with the computer system, are described. During operation, a processor monitors operations in the computer system, and may select either the vibration-cancelling mode or an inactive mode based on the monitored operations. For example, the processor may select the vibration-cancelling mode when there are input/output-(I/O) intensive workloads to an array of one or more hard disk drives (HDDs) in the computer system. In this way, the processor may reduce the energy consumption associated with vibration-induced retries to the HDDs (and reduced I/O throughput) without increasing the energy consumption associated with active vibration damping at other times, such as when the computer system is idle or during processor-intensive workloads.
    • 描述了包括振动消除模式的计算机系统的实施例,以及与计算机系统一起使用的相关方法和计算机程序产品(例如,软件)。 在操作期间,处理器监视计算机系统中的操作,并且可以基于所监视的操作来选择振动消除模式或不活动模式。 例如,当计算机系统中的一个或多个硬盘驱动器(HDD)的阵列存在输入/输出(I / O)密集型工作负载时,处理器可以选择振动消除模式。 以这种方式,处理器可以减少与振动引起的对HDD的重试相关的能量消耗(和降低的I / O吞吐量),而不会增加与其他时间的主动减振相关联的能量消耗,例如当计算机系统空闲时 或在处理器密集型工作负载期间。