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31. 发明授权

US07702485B2 Method and apparatus for predicting remaining useful life for a computer system 有权
标题翻译：用于预测计算机系统的剩余使用寿命的方法和装置
公开(公告)号：US07702485B2
公开(公告)日：2010-04-20
申请号：US11635450
申请日：2006-12-06
申请人： Kenny C. Gross , Keith A. Whisnant , Aleksey M. Urmanov
发明人： Kenny C. Gross , Keith A. Whisnant , Aleksey M. Urmanov
IPC分类号： G06F11/30
CPC分类号： G06F11/004 , G06F11/008
摘要： One embodiment of the present invention provides a system for predicting a remaining useful life (RUL) for a computer system. The system starts by collecting values for at least one telemetry metric from the computer system while the computer system is operating. The system then uses the collected values to generate a RUL prediction for the computer system or a component within the computer system.
摘要翻译：本发明的一个实施例提供了一种用于预测计算机系统的剩余使用寿命（RUL）的系统。当计算机系统运行时，系统从计算机系统收集至少一个遥测度量的值开始。然后，系统使用收集的值来生成计算机系统或计算机系统内的组件的RUL预测。

32. 发明申请

US20090306920A1 COMPUTER SYSTEM WITH INTEGRATED ELECTROMAGNETIC-INTERFERENCE DETECTORS 有权
标题翻译：具有集成电磁干扰检测器的计算机系统
公开(公告)号：US20090306920A1
公开(公告)日：2009-12-10
申请号：US12132878
申请日：2008-06-04
申请人： Steven F. Zwinger , Kenny C. Gross , Aleksey M. Urmanov
发明人： Steven F. Zwinger , Kenny C. Gross , Aleksey M. Urmanov
IPC分类号： G01R23/16 , G01R31/302
CPC分类号： G01R31/2884 , G01R31/3025 , G06F21/552
摘要： Embodiments of a system that determines a condition associated with an integrated circuit disposed on a circuit board are described. During operation, the system receives electromagnetic-interference (EMI) signals from one or more antennas while the integrated circuit is operating, where the one or more antennas are disposed on the circuit board. Then, the system analyzes the received EMI signals to determine the condition.
摘要翻译：描述了确定与布置在电路板上的集成电路相关联的状况的系统的实施例。在运行期间，系统在集成电路工作时从一个或多个天线接收电磁干扰（EMI）信号，其中一个或多个天线设置在电路板上。然后，系统分析接收的EMI信号以确定条件。

33. 发明申请

US20090204839A1 METHOD AND APPARATUS FOR CONTROLLING THE TEMPERATURE OF A POWER SUPPLY IN A COMPUTER SYSTEM 有权
标题翻译：控制计算机系统电源温度的方法和装置
公开(公告)号：US20090204839A1
公开(公告)日：2009-08-13
申请号：US12027900
申请日：2008-02-07
申请人： Kenny C. Gross , Aleksey M. Urmanov , David K. McElfresh
发明人： Kenny C. Gross , Aleksey M. Urmanov , David K. McElfresh
IPC分类号： G06F11/30 , G06F1/26
CPC分类号： G06F11/30 , G06F1/206 , G06F1/26 , Y02D10/16
摘要： A system that controls the temperature of a power supply in a computer system is presented. A state of the computer system is monitored. Next a signal is generated in response to the state of the computer system. The signal is then used to control the temperature of the power supply.
摘要翻译：提出了一种控制计算机系统中电源温度的系统。监视计算机系统的状态。接下来响应于计算机系统的状态产生信号。然后，该信号用于控制电源的温度。

34. 发明申请

US20090067080A1 SELECTIVELY MITIGATING MULTIPLE VIBRATION SOURCES IN A COMPUTER SYSTEM 有权
标题翻译：在计算机系统中选择性地减轻多个振动源
公开(公告)号：US20090067080A1
公开(公告)日：2009-03-12
申请号：US11852059
申请日：2007-09-07
申请人： Kenny C. Gross , Aleksey M. Urmanov , Kalyanaraman Vaidyanathan
发明人： Kenny C. Gross , Aleksey M. Urmanov , Kalyanaraman Vaidyanathan
IPC分类号： G11B15/18
CPC分类号： G11B33/08
摘要： One embodiment of the present invention provides a system that mitigates the effects of multiple vibration sources on a set of hard disk drives (HDDs) within a computer system. During operation, the system identifies a target HDD in the set of HDDs, wherein the performance of the target HDD is affected by mechanical vibrations. The system also identifies one or more primary vibration sources from the multiple vibration sources that affect the performance of the target HDD. Next, for each of the primary vibration sources, the system measures a first time-domain signal associated with the operation of the primary vibration source using a first vibration transducer associated with the primary vibration source. The system also measures a second time-domain signal associated with the target HDD using a second vibration transducer associated with the target HDD. Next, for each of the primary vibration sources, the system then computes a cross-power-spectral-density (CPSD) between the first and the second time-domain signals. The system then selectively mitigates the primary vibration sources based on the CPSDs between the primary vibration sources and the target HDD.
摘要翻译：本发明的一个实施例提供一种减轻多个振动源对计算机系统内的一组硬盘驱动器（HDD）的影响的系统。在操作期间，系统识别该组HDD中的目标HDD，其中目标HDD的性能受到机械振动的影响。该系统还识别影响目标HDD性能的多个振动源的一个或多个主要振动源。接下来，对于每个主振动源，系统使用与主振动源相关联的第一振动换能器来测量与主振动源的操作相关联的第一时域信号。该系统还使用与目标HDD相关联的第二振动传感器来测量与目标HDD相关联的第二时域信号。接下来，对于每个主振动源，系统然后计算第一和第二时域信号之间的交叉功率谱密度（CPSD）。然后，该系统基于主振动源和目标HDD之间的CPSD选择性地减轻主振动源。

35. 发明申请

US20090015241A1 METHOD AND APPARATUS FOR SENSING AND CONTROLLING FAN SPEED 有权
标题翻译：用于感应和控制风扇速度的方法和装置
公开(公告)号：US20090015241A1
公开(公告)日：2009-01-15
申请号：US11776715
申请日：2007-07-12
申请人： Kenny C. Gross , Aleksey M. Urmanov
发明人： Kenny C. Gross , Aleksey M. Urmanov
IPC分类号： G01P3/48
CPC分类号： G01P3/48
摘要： One embodiment of the present invention provides a system that determines fan speeds for a set of fans in a computer system. During operation, the system receives time-series data collected by a vibration transducer associated with the computer system, wherein the vibration transducer is configured to record mechanical vibrations from the set of fans. Next, the system performs a spectral analysis on the time-series data to obtain frequency peaks associated with fan speeds for individual fans in the set of fans. The system then identifies fan speeds for the individual fans in the set of fans from the frequency peaks.
摘要翻译：本发明的一个实施例提供一种确定计算机系统中的一组风扇的风扇速度的系统。在操作期间，系统接收由与计算机系统相关联的振动传感器收集的时间序列数据，其中振动传感器被配置为记录来自该组风扇的机械振动。接下来，系统对时间序列数据进行频谱分析，以获得与该组风扇中的各个风扇相关联的风扇速度的频率峰值。系统然后从频率峰值中识别该组风扇中的各个风扇的风扇速度。

36. 发明授权

US07475047B1 Parallel grouping decomposition for fast training of large-scale support vector machines 有权
标题翻译：用于大规模支持向量机的快速训练的并行分组分解
公开(公告)号：US07475047B1
公开(公告)日：2009-01-06
申请号：US11081983
申请日：2005-03-16
申请人： Aleksey M. Urmanov , Anton A. Bougaev , Kenny C. Gross
发明人： Aleksey M. Urmanov , Anton A. Bougaev , Kenny C. Gross
IPC分类号： G06F15/18
CPC分类号： G06K9/6269 , G06N99/005 , Y10S706/924
摘要： One embodiment of the present invention provides a system that performs parallel grouping decomposition to facilitate expedited training of a support vector machine (SVM). During operation, the system receives a training dataset comprised of data vectors. The system then determines whether any data vector in the dataset violates conditions associated with a current SVM. Next, the system divides the violating data vectors into a number of subsets, thereby allowing parallel SVM training for each subset. The system subsequently builds an independent SVM for each subset in parallel based on the current SVM. The system then constructs a new SVM to replace the current SVM based on the SVMs built for each subset of violating data vectors.
摘要翻译：本发明的一个实施例提供一种执行并行分组分解以促进支持向量机（SVM）的加速训练的系统。在操作期间，系统接收由数据向量组成的训练数据集。然后，系统确定数据集中的任何数据向量是否违反与当前SVM相关联的条件。接下来，系统将违规数据向量划分成多个子集，从而允许每个子集的并行SVM训练。该系统随后基于当前SVM并行构建每个子集的独立SVM。然后，该系统构建新的SVM，以基于针对违规数据向量的每个子集构建的SVM来替换当前SVM。

37. 发明授权

US07447957B1 Dynamic soft-error-rate discrimination via in-situ self-sensing coupled with parity-space detection 有权
标题翻译：通过原位自感耦合奇偶校验空间检测的动态软错误率鉴别
公开(公告)号：US07447957B1
公开(公告)日：2008-11-04
申请号：US11194955
申请日：2005-08-01
申请人： John J. Cooley , Kenny C. Gross , Aleksey M. Urmanov
发明人： John J. Cooley , Kenny C. Gross , Aleksey M. Urmanov
IPC分类号： G11C29/00
CPC分类号： G11C29/56 , G06F11/1012 , G11C29/56008 , G11C2029/0409 , G11C2029/0411
摘要： A system that facilitates distinguishing between soft errors and the onset of hardware degradation in a computer system. During operation, the system receives notifications of correctable-error events from a plurality of memory components. The system then averages numbers of correctable-error events from the plurality of memory components to generate an average number of correctable-error events across the plurality of memory components. The system subtracts the number of correctable-error events for a given memory component in a given time interval from the average number of correctable-error events to generate a residual number of correctable-error events for the given memory component in the given time interval.
摘要翻译：一种有助于区分软错误和计算机系统硬件退化开始的系统。在操作期间，系统从多个存储器组件接收可纠正错误事件的通知。然后，该系统平均来自多个存储器组件的可纠正错误事件的数量，以在多个存储器组件之间生成平均数量的可校正错误事件。该系统在给定的时间间隔内从给定的时间间隔的平均数量减去给定存储器组件的可纠正错误事件的数量，以产生给定存储器组件的残留数量的可校正错误事件。

38. 发明申请

US20080255819A1 High-accuracy virtual sensors for computer systems 有权
标题翻译：用于计算机系统的高精度虚拟传感器
公开(公告)号：US20080255819A1
公开(公告)日：2008-10-16
申请号：US11787604
申请日：2007-04-16
申请人： Kenny C. Gross , John J. Cooley , Aleksey M. Urmanov
发明人： Kenny C. Gross , John J. Cooley , Aleksey M. Urmanov
IPC分类号： G06F17/10 , G06G7/62
CPC分类号： G06F11/008
摘要： Embodiments of the present invention provide a system that estimates the value of a virtual sensor. The system first samples values for performance metrics using external sensors that are coupled to a system and internal sensors that are built into the system. Next, the system generates an inferential sensing model for the system from the sampled values. Then, during operation, the system samples values of performance metrics using the internal sensors and uses the inferential sensing model and the sampled values from the internal sensors to estimate the values of performance metrics for removed external sensors (i.e., virtual sensors).
摘要翻译：本发明的实施例提供一种估计虚拟传感器的值的系统。系统首先使用耦合到系统的外部传感器和内置于系统中的内部传感器对性能指标进行采样。接下来，系统从采样值生成用于系统的推理感知模型。然后，在运行期间，系统使用内部传感器对性能指标值进行采样，并使用推理感应模型和来自内部传感器的采样值来估计去除的外部传感器（即虚拟传感器）的性能指标值。

39. 发明授权

US07330325B2 Proactive fault monitoring of disk drives through phase-sensitive surveillance 有权
标题翻译：通过相位敏感监控对磁盘驱动器进行主动故障监控
公开(公告)号：US07330325B2
公开(公告)日：2008-02-12
申请号：US11452702
申请日：2006-06-13
申请人： Dan Vacar , David K. McElfresh , Kenny C. Gross , Aleksey M. Urmanov
发明人： Dan Vacar , David K. McElfresh , Kenny C. Gross , Aleksey M. Urmanov
IPC分类号： G11B19/02
CPC分类号： G11B19/048
摘要： One embodiment of the present invention provides a system that proactively monitors a disk drive to detect an impending disk drive failure. During operation, the system obtains a time-varying electrical signal which is generated by the spindle rotation during operation of the disk drive. Next, the system extracts one or more inferential parameters associated with the spindle rotation from the time-varying electrical signal using a phase-sensitive detection. The system then performs proactive fault detection on the inferential parameters to detect an impending failure of the disk drive.
摘要翻译：本发明的一个实施例提供了一种主动监视磁盘驱动器以检测即将发生的磁盘驱动器故障的系统。在操作期间，系统获得在磁盘驱动器的操作期间由主轴旋转产生的时变电信号。接下来，系统使用相敏检测从时变电信号中提取与主轴旋转相关联的一个或多个推理参数。然后，系统对推理参数执行主动故障检测，以检测即将发生的磁盘驱动器故障。

40. 发明授权

US07296132B1 Method and apparatus for storing performance parameters in a limited storage space 有权
标题翻译：用于在有限的存储空间中存储性能参数的方法和装置
公开(公告)号：US07296132B1
公开(公告)日：2007-11-13
申请号：US11598607
申请日：2006-11-13
申请人： Kenny C. Gross , Keith A. Whisnant , Aleksey M. Urmanov
发明人： Kenny C. Gross , Keith A. Whisnant , Aleksey M. Urmanov
IPC分类号： G06F12/00 , G06F7/00 , G06F13/00
CPC分类号： G06F11/3476 , Y10S707/99942
摘要： A system that records performance parameters from a computer system. During operation, the system periodically monitors performance parameters from the computer system and records the monitored performance parameters in a first storage space. Next, the system recurrently compresses the recorded performance parameters. This involves: (1) compressing the recorded performance parameters from the first storage space; (2) if insufficient space is available in a second storage space which is used to store compressed performance parameters, further compressing data in the second storage space to make room for the compressed performance parameters from the first storage space; and (3) storing the compressed performance parameters from the first storage space in the second storage space.
摘要翻译：从计算机系统记录性能参数的系统。在操作期间，系统定期监视来自计算机系统的性能参数，并将监视的性能参数记录在第一存储空间中。接下来，系统重复地压缩记录的性能参数。这涉及：（1）从第一存储空间压缩记录的性能参数; （2）如果在用于存储压缩性能参数的第二存储空间中没有足够的空间可用，则进一步压缩第二存储空间中的数据以为来自第一存储空间的压缩性能参数腾出空间; 以及（3）将来自第一存储空间的压缩性能参数存储在第二存储空间中。

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