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1. 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。

2. 发明授权

US08843330B2 Characterizing the response of a computer system component to vibrations 有权
标题翻译：表征计算机系统组件对振动的响应
公开(公告)号：US08843330B2
公开(公告)日：2014-09-23
申请号：US12228407
申请日：2008-08-11
申请人： Anton A. Bougaev , Aleksey M. Urmanov , Kenny C. Gross , David K. McElfresh
发明人： Anton A. Bougaev , Aleksey M. Urmanov , Kenny C. Gross , David K. McElfresh
IPC分类号： G06F19/00 , G01R9/04
CPC分类号： G01R9/04 , G01M7/025
摘要： Some embodiments of the present invention provide a system that characterizes a response of a component in a computer system to vibrations generated by the computer system. First, the system measures the response of the component to vibrations in a frequency range while the component is located outside of the computer system. The system also measures vibrations generated by the computer system in the frequency range during operation of the computer system, wherein the vibrations are measured at a location in the computer system which is configured to receive the component. The system then characterizes the response of the component to vibrations generated by the computer system based on the measured response of the component to vibrations in the frequency range and the measured vibrations in the frequency range at the location.
摘要翻译：本发明的一些实施例提供了一种系统，其将计算机系统中的部件的响应表征为由计算机系统产生的振动。首先，该系统在组件位于计算机系统外部时测量组件对频率范围内的振动的响应。该系统还测量计算机系统在计算机系统的操作期间在频率范围内产生的振动，其中在计算机系统中被配置为接收组件的位置处测量振动。然后，该系统基于组件对频率范围内的振动的测量响应和该位置处的频率范围内的测量振动来表征组件对由计算机系统产生的振动的响应。

3. 发明授权

US08635048B2 Methods for characterizing vibration of a rack structure 有权
标题翻译：表征机架结构振动的方法
公开(公告)号：US08635048B2
公开(公告)日：2014-01-21
申请号：US13475527
申请日：2012-05-18
申请人： Kenny C. Gross , Aleksey M. Urmanov , Anton A. Bougaev , David K. McElfresh
发明人： Kenny C. Gross , Aleksey M. Urmanov , Anton A. Bougaev , David K. McElfresh
IPC分类号： G01H13/00
CPC分类号： G01N29/12 , G01H1/14 , G01H13/00
摘要： A system for characterizing vibration of a rack structure having at least one hard disk drive disposed therein and a vibration exciter operatively associated with the rack structure includes one or more computers. The one or more computers are configured to command the vibration exciter to provide vibration input to the rack structure and to command a plurality of reads from the at least one hard disk drive such that, for each of the plurality of reads, data stored on the at least one hard disk drive is retrieved from the at least one hard disk drive. The one or more computers are also configured to obtain read rate information related to the plurality of reads and to identify at least one resonant frequency of the rack structure based on the read rate information.
摘要翻译：用于表征具有设置在其中的至少一个硬盘驱动器的机架结构的振动的系统和与所述机架结构可操作地相关联的振动激励器包括一个或多个计算机。一个或多个计算机被配置为命令振动激励器向机架结构提供振动输入并且从至少一个硬盘驱动器命令多个读取，使得对于多个读取中的每一个，存储在从至少一个硬盘驱动器检索至少一个硬盘驱动器。一个或多个计算机还被配置为获得与多个读取相关的读取速率信息，并且基于读取速率信息来识别机架结构的至少一个谐振频率。

4. 发明申请

US20120232843A1 METHODS FOR CHARACTERIZING VIBRATION OF A RACK STRUCTURE 有权
标题翻译：表征框架结构振动的方法
公开(公告)号：US20120232843A1
公开(公告)日：2012-09-13
申请号：US13475527
申请日：2012-05-18
申请人： Kenny C. Gross , Aleksey M. Urmanov , Anton A. Bougaev , David K. McElfresh
发明人： Kenny C. Gross , Aleksey M. Urmanov , Anton A. Bougaev , David K. McElfresh
IPC分类号： G01H13/00
CPC分类号： G01N29/12 , G01H1/14 , G01H13/00
摘要： A system for characterizing vibration of a rack structure having at least one hard disk drive disposed therein and a vibration exciter operatively associated with the rack structure includes one or more computers. The one or more computers are configured to command the vibration exciter to provide vibration input to the rack structure and to command a plurality of reads from the at least one hard disk drive such that, for each of the plurality of reads, data stored on the at least one hard disk drive is retrieved from the at least one hard disk drive. The one or more computers are also configured to obtain read rate information related to the plurality of reads and to identify at least one resonant frequency of the rack structure based on the read rate information.
摘要翻译：用于表征具有设置在其中的至少一个硬盘驱动器的机架结构的振动的系统和与所述机架结构可操作地相关联的振动激励器包括一个或多个计算机。一个或多个计算机被配置为命令振动激励器向机架结构提供振动输入并且从至少一个硬盘驱动器命令多个读取，使得对于多个读取中的每一个，存储在从至少一个硬盘驱动器检索至少一个硬盘驱动器。一个或多个计算机还被配置为获得与多个读取相关的读取速率信息，并且基于读取速率信息来识别机架结构的至少一个谐振频率。

5. 发明授权

US07933850B1 Method and apparatus for functional relationship approximation through nonparametric regression using R-functions 有权
标题翻译：通过使用R函数的非参数回归函数关系近似的方法和装置
公开(公告)号：US07933850B1
公开(公告)日：2011-04-26
申请号：US11598608
申请日：2006-11-13
申请人： Aleksey M. Urmanov , Kenny C. Gross , Anton A. Bougaev
发明人： Aleksey M. Urmanov , Kenny C. Gross , Anton A. Bougaev
IPC分类号： G06E1/00 , G06E3/00 , G06G7/00
CPC分类号： G06F11/0751 , G06F11/0706 , G06F11/0748 , G06F17/18 , G06N99/005
摘要： One embodiment of the present invention provides a system that constructs a functional relationship approximation from a set of data points through nonparametric regression. During operation, the system receives a training data set in an n-dimensional space. Next, the system defines a set of regression primitives in the n-dimensional space, wherein a regression primitive in the set passes through N data points in the training data set, wherein N≧n. The system then logically combines the set of regression primitives to produce a convex envelope F, such that for each point p in the n-dimensional space: (1) F(p)=0, if p is on the convex envelope; (2) F(p) 0, if p is outside the convex envelope. The system next obtains the functional relationship approximation by computing an argument of the minimum of F in the n-dimensional space. The system subsequently uses the functional relationship approximation to classify data.
摘要翻译：本发明的一个实施例提供了一种通过非参数回归从一组数据点构建功能关系近似的系统。在操作期间，系统在n维空间中接收训练数据集。接下来，系统在n维空间中定义一组回归基元，其中集合中的回归原语通过训练数据集中的N个数据点，其中N≥n。然后，系统逻辑地组合回归原语集合以产生凸包络F，使得对于n维空间中的每个点p：（1）F（p）= 0，如果p在凸包上; （2）F（p）<0，如果p在凸包内; 和（3）F（p）> 0，如果p在凸包外。系统接下来通过计算n维空间中F的最小值的自变量来获得函数关系近似。系统随后使用函数关系近似来对数据进行分类。

6. 发明授权

US07861593B2 Rotational vibration measurements in computer systems 有权
标题翻译：计算机系统中的旋转振动测量
公开(公告)号：US07861593B2
公开(公告)日：2011-01-04
申请号：US12167369
申请日：2008-07-03
申请人： Anton A. Bougaev , Aleksey M. Urmanov , David K. McElfresh , Kenny C. Gross
发明人： Anton A. Bougaev , Aleksey M. Urmanov , David K. McElfresh , Kenny C. Gross
IPC分类号： G01N29/00
CPC分类号： G01M5/0066 , G01H1/00 , G01M5/0041
摘要： Embodiments of a mechanical device to facilitate in-situ measurements of vibration associated with a corresponding component in a computer system are described. This mechanical device includes a housing that has approximately a same mass as the component, approximately a same distribution of mass about a geometric center of the component, and approximately a same form factor as the component. Moreover, the mechanical device includes one or more vibration sensors, which are mechanically coupled to the housing, and which are configured to perform the in-situ vibration measurements.
摘要翻译：描述了用于促进与计算机系统中的相应部件相关联的振动的原位测量的机械装置的实施例。该机械装置包括具有与部件大致相同的质量的壳体，大约相同于组件的几何中心的质量分布，以及与组件大致相同的形状因子。此外，机械装置包括一个或多个振动传感器，其被机械联接到壳体，并被配置为执行原位振动测量。

7. 发明授权

US07797262B2 Method and apparatus for evaluating the complexity of human-in-the-loop processes 有权
标题翻译：评估人在环过程复杂度的方法和装置
公开(公告)号：US07797262B2
公开(公告)日：2010-09-14
申请号：US11606464
申请日：2006-11-29
申请人： Anton A. Bougaev , Aleksey M. Urmanov , Kenny C. Gross
发明人： Anton A. Bougaev , Aleksey M. Urmanov , Kenny C. Gross
IPC分类号： G06F17/00 , G06N5/00
CPC分类号： G06Q10/00 , G06Q40/00
摘要： One embodiment of the present invention provides a system that determines the complexity of a transaction between a first entity and a second entity. The system starts by determining a first probability of success for a portion of the transaction which is associated with actions of the first entity. The system then determines a second probability of success for a portion of the transaction which is associated with actions of the second entity. The system next calculates a transactional complexity for the transaction based on the first probability of success and the second probability of success.
摘要翻译：本发明的一个实施例提供一种确定第一实体和第二实体之间的事务的复杂性的系统。系统通过确定与第一实体的动作相关联的交易的一部分的第一成功概率来开始。然后，系统确定与第二实体的动作相关联的交易的一部分的第二成功概率。该系统接下来基于成功的第一个概率和第二个成功概率来计算事务的事务复杂度。

8. 发明申请

US20100064170A1 PROLONGING THE REMAINING USEFUL LIFE OF A POWER SUPPLY IN A COMPUTER SYSTEM 有权
标题翻译：推动计算机系统中电源的有效使用寿命
公开(公告)号：US20100064170A1
公开(公告)日：2010-03-11
申请号：US12205416
申请日：2008-09-05
申请人： Kenny C. Gross , Aleksey M. Urmanov , Anton A. Bougaev
发明人： Kenny C. Gross , Aleksey M. Urmanov , Anton A. Bougaev
IPC分类号： G06F11/30 , G06F11/16
CPC分类号： G06F11/004 , G06F1/3203 , G06F1/3246 , G06F11/2015 , G06F11/3409 , G06F2201/81
摘要： Some embodiments of the present invention provide a system that prolongs a remaining useful life of a power supply in a computer system. First, performance parameters of the power supply are monitored. Next, the remaining useful life of the power supply is predicted based on the monitored performance parameters. Then, an operational regime of the power supply is adjusted based on the predicted remaining useful life to prolong the remaining useful life.
摘要翻译：本发明的一些实施例提供了延长计算机系统中电源的剩余使用寿命的系统。首先，监控电源的性能参数。接下来，基于所监视的性能参数来预测电源的剩余使用寿命。然后，根据预计的剩余使用寿命来调整供电的运行状况，以延长剩余使用寿命。

9. 发明申请

US20100036620A1 SIMULATING A VIBRATION PATTERN IN A COMPUTER SUBSYSTEM 有权
标题翻译：在计算机子系统中模拟振动模式
公开(公告)号：US20100036620A1
公开(公告)日：2010-02-11
申请号：US12186380
申请日：2008-08-05
申请人： Kenny C. Gross , Anton A. Bougaev , Aleksey M. Urmanov
发明人： Kenny C. Gross , Anton A. Bougaev , Aleksey M. Urmanov
IPC分类号： G06F19/00
CPC分类号： G01M7/00 , G01M99/005
摘要： Some embodiments of the present invention provide a system that generates a simulated vibration pattern in a computer subsystem. During operation, a vibration pattern is monitored at a location in the computer subsystem, wherein the vibration pattern is monitored while the computer subsystem is incorporated into the computer system and the computer system is operating. Then, the vibrations of the computer subsystem are mimicked by generating the simulated vibration pattern at the same location in the computer subsystem based on the monitored vibration pattern.
摘要翻译：本发明的一些实施例提供一种在计算机子系统中产生模拟振动模式的系统。在操作期间，在计算机子系统中的位置处监测振动模式，其中在计算机子系统并入计算机系统并且计算机系统正在运行的同时监视振动模式。然后，通过基于所监视的振动模式在计算机子系统中的相同位置处产生模拟的振动模式来模拟计算机子系统的振动。

10. 发明授权

US08249824B2 Analytical bandwidth enhancement for monitoring telemetric signals 有权
标题翻译：用于监测遥测信号的分析带宽增强
公开(公告)号：US08249824B2
公开(公告)日：2012-08-21
申请号：US12494903
申请日：2009-06-30
申请人： Stanley P. Haag , Anton A. Bougaev , Aleksey M. Urmanov , Steven F. Zwinger , Kenny C. Gross
发明人： Stanley P. Haag , Anton A. Bougaev , Aleksey M. Urmanov , Steven F. Zwinger , Kenny C. Gross
IPC分类号： G06F19/00
CPC分类号： G06F11/0748 , G06F11/0724 , G06F11/0751 , G06F11/0793 , G06F11/3031 , G06F11/3055 , G06F11/3058 , G06F11/3452
摘要： Some embodiments provide a system that analyzes telemetry data from a monitored system. During operation, the system obtains the telemetry data as a set of telemetric signals from the monitored system and groups the telemetry data into one or more clusters of correlated telemetric signals from the telemetric signals. Next, the system increases a bandwidth associated with monitoring the telemetric signals. To increase the bandwidth, the system omits one or more of the correlated telemetric signals from each of the clusters during sampling of the telemetric signals and estimates the omitted correlated telemetric signals by applying a nonlinear, nonparametric regression technique to the sampled telemetric signals.
摘要翻译：一些实施例提供了一种从被监视系统分析遥测数据的系统。在操作期间，系统从遥控系统中获取遥测数据作为一组遥测信号，并将遥测数据从遥测信号中分组成一个或多个相关遥测信号群集。接下来，系统增加与监视遥测信号相关联的带宽。为了增加带宽，在采样遥测信号期间，系统省略来自每个群集的一个或多个相关遥测信号，并通过对采样的遥测信号应用非线性非参数回归技术来估计所省略的相关遥测信号。

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