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1. 发明申请

US20070016551A1 Object-oriented framework for generic adaptive control 审中-公开
标题翻译：面向对象的通用自适应控制框架
公开(公告)号：US20070016551A1
公开(公告)日：2007-01-18
申请号：US11524622
申请日：2006-09-21
申请人： Joseph Bigus , Joseph Hellerstein , Sujay Parekh , Jeffrey Pilgrim , Donald Schlosnagle , Mark Squillante , Jayram Thathachar
发明人： Joseph Bigus , Joseph Hellerstein , Sujay Parekh , Jeffrey Pilgrim , Donald Schlosnagle , Mark Squillante , Jayram Thathachar
IPC分类号： G06F7/00 , G06F17/30
CPC分类号： G06F11/3495 , G06F9/5083 , G06F9/541 , Y10S707/99931 , Y10S707/99932
摘要： A system and method are described for constructing and implementing generic software agents for automated tuning of computer systems and applications. The framework defines the modules and interfaces to allow agents to be created in a modular fashion. The specifics of the target system are captured by adaptors that provide a uniform interface to the target system. Data in the agent is managed by a metric manager, and controller modules implement the desired control algorithms. The modular structure and common interfaces allow for the construction of generic agents that are applicable to a wide variety of target systems, and can use a wide variety of control algorithms.
摘要翻译：描述了一种用于构建和实现用于计算机系统和应用的自动调谐的通用软件代理的系统和方法。框架定义了模块和接口，以允许以模块化方式创建代理。目标系统的细节由为目标系统提供统一接口的适配器捕获。代理中的数据由度量标准管理器管理，控制器模块实现所需的控制算法。模块化结构和公共接口允许构建适用于各种目标系统的通用代理，并且可以使用各种各样的控制算法。

2. 发明申请

US20070074057A1 Adaptive Throttling System for Computing Systems 有权
标题翻译：计算系统自适应调节系统
公开(公告)号：US20070074057A1
公开(公告)日：2007-03-29
申请号：US11559876
申请日：2006-11-14
申请人： Joseph Hellerstein , Matthew Huras , Sam Lightstone , Sujay Parekh , Kevin Rose
发明人： Joseph Hellerstein , Matthew Huras , Sam Lightstone , Sujay Parekh , Kevin Rose
IPC分类号： G06F1/00
CPC分类号： G06F9/4843 , G06Q10/04
摘要： An adaptive throttling system for minimizing the impact of non-production work on production work in a computer system is provided. The adaptive throttling system throttles production work and non-production work to optimize production. The adaptive throttling system allows system administrators to specify a quantified limit on the performance impact of non-production or utility work on production work. The throttling rate of the utility is then automatically determined by a supervisory agent, so that the utilities' impact is kept within the specified limit. The adaptive throttling system adapts dynamically to changes in workloads so as to ensure that valuable system resources are well utilized and utility work is not delayed unnecessarily.
摘要翻译：提供了一种用于最小化非生产工作对计算机系统中的生产工作的影响的自适应节流系统。自适应节流系统节约生产工作和非生产工作，优化生产。自适应调节系统允许系统管理员指定非生产或公用事业工作对生产工作的绩效影响的量化限制。公用事业的节流率由监督人员自动确定，使公用事业的影响力保持在规定的限度内。自适应调节系统动态地适应工作负载的变化，以确保有价值的系统资源得到充分利用，并且公用事业工作不会不必要地延迟。

3. 发明申请

US20050268063A1 Systems and methods for providing constrained optimization using adaptive regulatory control 有权
标题翻译：使用自适应调节控制提供约束优化的系统和方法
公开(公告)号：US20050268063A1
公开(公告)日：2005-12-01
申请号：US10853845
申请日：2004-05-25
申请人： Yixin Diao , Christian Garcia-Arellano , Joseph Hellerstein , Sam Lightstone , Sujay Parekh , Adam Storm , Maheswaran Surendra
发明人： Yixin Diao , Christian Garcia-Arellano , Joseph Hellerstein , Sam Lightstone , Sujay Parekh , Adam Storm , Maheswaran Surendra
IPC分类号： G06F9/50 , G06F12/00
CPC分类号： G06F9/5083
摘要： Systems and methods are provided for optimizing the performance and/or allocation of constrained resources in a dynamic computing environment using adaptive regulatory control methods. For example, systems and methods for providing constrained optimization in a dynamic computing system implement model-based adaptive (self-tuning) regulatory control schemes that are designed to handle the system dynamics and which take into consideration control costs (such as the overheads of changing resource allocations and performance degradation due to transient load imbalances) to find an optimal solution. To facilitate practical application, a dual control architecture is disclosed which combines a heuristic fixed step control process that is implemented when there is no valid system model for model-based control. A system model is continually obtained and validated during run-time to adapt control parameters to variations in system dynamics.
摘要翻译：提供的系统和方法用于使用自适应调节控制方法来优化动态计算环境中约束资源的性能和/或分配。例如，用于在动态计算系统中提供约束优化的系统和方法实施基于模型的自适应（自调节）调节控制方案，其被设计为处理系统动态并考虑到控制成本（例如变化的开销资源分配和由于瞬态负载不平衡引起的性能下降），以找到最佳解决方案。为了便于实际应用，公开了一种双控制架构，其结合了当没有用于基于模型的控制的有效系统模型时实现的启发式固定步长控制过程。系统模型在运行期间不断获得和验证，以使控制参数适应系统动态变化。

4. 发明申请

US20080288266A1 SYSTEM AND METHOD FOR SERVICE OFFERING FOR FEEDBACK CONTROLLER DESIGN AND IMPLEMENTATION FOR PERFORMANCE MANAGEMENT IN INFORMATION TECHNOLOGY SYSTEMS 失效
标题翻译：用于反馈控制器设计的服务提供系统和方法以及信息技术系统中性能管理的实现
公开(公告)号：US20080288266A1
公开(公告)日：2008-11-20
申请号：US11750388
申请日：2007-05-18
申请人： Yixin Diao , Joseph Hellerstein , Sujay S. Parekh
发明人： Yixin Diao , Joseph Hellerstein , Sujay S. Parekh
IPC分类号： G06Q10/00 , G06F17/11 , G06F17/40
CPC分类号： G06Q10/10
摘要： A software development service offering of constructing and embedding feedback control based algorithms into computer systems management software applications is delivered by a provider entity to a client organization. The provider is contracted by the client to prepare a set of control modeling assets based on identified computing system management problems and goals of the diem and to create a set of control solutions. Bi-directional links between the problems, assets and solutions are used by the provider to develop feedback control based algorithms that solve the identified client computing management problems and meet the client's computing system goals.
摘要翻译：将供应商实体提供给客户机构的将计算机系统管理软件应用程序构建和嵌入基于反馈控制的算法的软件开发服务提供给客户机构。客户根据确定的计算系统管理问题和目标，为客户准备一套控制建模资产，并创建一套控制解决方案。问题，资产和解决方案之间的双向链接由供应商用于开发基于反馈控制的算法，以解决所识别的客户端计算管理问题并满足客户的计算系统目标。

5. 发明授权

US08196114B2 System and method for service offering for feedback controller design and implementation for performance management in information technology systems 失效
标题翻译：用于反馈控制器设计和实施的服务提供系统和方法，用于信息技术系统中的性能管理
公开(公告)号：US08196114B2
公开(公告)日：2012-06-05
申请号：US11750388
申请日：2007-05-18
申请人： Yixin Diao , Joseph Hellerstein , Sujay S. Parekh
发明人： Yixin Diao , Joseph Hellerstein , Sujay S. Parekh
IPC分类号： G06F9/44 , G06F15/18
CPC分类号： G06Q10/10
摘要： A software development service offering of constructing and embedding feedback control based algorithms into computer systems management software applications is delivered by a provider entity to a client organization. The provider is contracted by the client to prepare a set of control modeling assets based on identified computing system management problems and goals of the diem and to create a set of control solutions. Bi-directional links between the problems, assets and solutions are used by the provider to develop feedback control based algorithms that solve the identified client computing management problems and meet the client's computing system goals.
摘要翻译：将供应商实体提供给客户机构的将计算机系统管理软件应用程序构建和嵌入基于反馈控制的算法的软件开发服务提供给客户机构。客户根据确定的计算系统管理问题和目标，为客户准备一套控制建模资产，并创建一套控制解决方案。问题，资产和解决方案之间的双向链接由供应商用于开发基于反馈控制的算法，以解决所识别的客户端计算管理问题并满足客户的计算系统目标。

6. 发明申请

US20060112075A1 Systems and methods for business-level resource optimizations in computing utilities 失效
标题翻译：计算实用程序中业务级资源优化的系统和方法
公开(公告)号：US20060112075A1
公开(公告)日：2006-05-25
申请号：US10993269
申请日：2004-11-19
申请人： Joseph Hellerstein , Kaan Katircioglu , Maheswaran Surendra
发明人： Joseph Hellerstein , Kaan Katircioglu , Maheswaran Surendra
IPC分类号： G06F17/30
CPC分类号： G06Q10/06 , Y10S707/99933 , Y10S707/99935 , Y10S707/99943
摘要： Techniques are provided for use in accordance with relates to computing utilities. For example, in one aspect of the invention, a method for use in a computing utility, wherein the computing utility comprises a plurality of application service provider systems and a utility controller, and each application service provider system comprising an application controller, comprises the following steps. An application request to one of the plurality of application service provider systems is obtained. Then, in response to the application request, at least one of: (i) the application controller of the application service provider system to which the application request is directed computes a value of a business metric associated with a resource action; and (ii) the utility controller computes a value of a business metric associated with a resource action.
摘要翻译：根据与计算实用程序有关的技术被提供用于使用。例如，在本发明的一个方面，一种在计算实用程序中使用的方法，其中所述计算实用程序包括多个应用服务提供者系统和效用控制器，并且包括应用控制器的每个应用服务提供商系统包括以下脚步。获得对多个应用服务提供商系统之一的应用请求。然后，响应于所述应用请求，至少一个：（i）应用请求所针对的应用服务提供商系统的应用控制器计算与资源动作相关联的业务度量的值; 和（ii）公用事业控制器计算与资源动作相关联的业务度量的值。

7. 发明申请

US20050278381A1 Method and apparatus for online sample interval determination 审中-公开
标题翻译：在线采样间隔确定的方法和装置
公开(公告)号：US20050278381A1
公开(公告)日：2005-12-15
申请号：US10853835
申请日：2004-05-26
申请人： Yixin Diao , Joseph Hellerstein , Sam Lightstone , Adam Storm , Maheswaran Surendra
发明人： Yixin Diao , Joseph Hellerstein , Sam Lightstone , Adam Storm , Maheswaran Surendra
IPC分类号： G06F12/00
CPC分类号： G06F11/3495 , G06F9/5016 , G06F9/5033 , G06F11/3419 , G06F11/3452 , G06F2201/87
摘要： In one embodiment, functional system elements are added to an autonomic manager to enable automatic online sample interval selection. In another embodiment, a method for determining the sample interval by continually characterizing the system workload behavior includes monitoring the system data and analyzing the degree to which the workload is stationary. This makes the online optimization method less sensitive to system noise and capable of being adapted to handle different workloads. The effectiveness of the autonomic optimizer is thereby improved, making it easier to manage a wide range of systems.
摘要翻译：在一个实施例中，将功能系统元件添加到自主管理器以启用自动在线采样间隔选择。在另一个实施例中，用于通过连续地表征系统工作负载行为来确定采样间隔的方法包括监视系统数据并分析工作负载静止的程度。这使得在线优化方法对系统噪声不太敏感，并且能够适应于处理不同的工作负载。从而改进了自主优化器的有效性，从而更容易地管理广泛的系统。

8. 发明申请

US20070043525A1 System and methods for quantitatively evaluating complexity of computing system configuration 有权
标题翻译：用于定量评估计算系统配置复杂度的系统和方法
公开(公告)号：US20070043525A1
公开(公告)日：2007-02-22
申请号：US11495336
申请日：2006-07-28
申请人： Aaron Brown , Joseph Hellerstein
发明人： Aaron Brown , Joseph Hellerstein
IPC分类号： G06F19/00
CPC分类号： G06Q10/06
摘要： Techniques are disclosed for quantitatively evaluating the complexity of configuring computing systems. By way of example, a technique for quantitatively evaluating a complexity associated with a configuration of a system under evaluation comprises the following steps/operations. Configuration-related data for the system under evaluation is collected. At least a portion of the configuration-related data is quantitatively analyzed to estimate a configuration complexity of the system under evaluation. The configuration complexity of the system under evaluation is reported based on the quantitative analysis. The technique may further comprise assessing a quality of the configuration of the system under evaluation. Then, the reporting step/operation may further comprise reporting the configuration complexity of the system under evaluation based on the quantitative analysis and the quality assessment.
摘要翻译：公开了用于定量评估配置计算系统的复杂性的技术。作为示例，用于定量评估与正在评估的系统的配置相关联的复杂性的技术包括以下步骤/操作。收集了正在评估的系统的配置相关数据。对配置相关数据的至少一部分进行定量分析，以估计正在评估的系统的配置复杂性。基于定量分析报告了评估系统的配置复杂性。该技术可以进一步包括评估正在评估的系统的配置的质量。然后，报告步骤/操作可以进一步包括基于定量分析和质量评估报告正在评估的系统的配置复杂性。

9. 发明申请

US20070043524A1 SYSTEM AND METHODS FOR QUANTITATIVELY EVALUATING COMPLEXITY OF COMPUTING SYSTEM CONFIGURATION 失效
标题翻译：用于定量评估计算机系统配置复杂度的系统和方法
公开(公告)号：US20070043524A1
公开(公告)日：2007-02-22
申请号：US11205972
申请日：2005-08-17
申请人： Aaron Brown , Joseph Hellerstein
发明人： Aaron Brown , Joseph Hellerstein
IPC分类号： G06F19/00
CPC分类号： G06Q10/06
摘要： Techniques are disclosed for quantitatively evaluating the complexity of configuring computing systems. By way of example, a technique for quantitatively evaluating a complexity associated with a configuration of a system under evaluation comprises the following steps/operations. Configuration-related data for the system under evaluation is collected. At least a portion of the configuration-related data is quantitatively analyzed to estimate a configuration complexity of the system under evaluation. The configuration complexity of the system under evaluation is reported based on the quantitative analysis. The technique may further comprise assessing a quality of the configuration of the system under evaluation. Then, the reporting step/operation may further comprise reporting the configuration complexity of the system under evaluation based on the quantitative analysis and the quality assessment.
摘要翻译：公开了用于定量评估配置计算系统的复杂性的技术。作为示例，用于定量评估与正在评估的系统的配置相关联的复杂性的技术包括以下步骤/操作。收集了正在评估的系统的配置相关数据。对配置相关数据的至少一部分进行定量分析，以估计正在评估的系统的配置复杂性。基于定量分析报告了评估系统的配置复杂性。该技术可以进一步包括评估正在评估的系统的配置的质量。然后，报告步骤/操作可以进一步包括基于定量分析和质量评估报告正在评估的系统的配置复杂性。

10. 发明申请

US20050193381A1 Methods and arrangements for automated change plan construction and impact analysis 失效
标题翻译：自动变更计划的构建和影响分析的方法和安排
公开(公告)号：US20050193381A1
公开(公告)日：2005-09-01
申请号：US10789147
申请日：2004-02-27
申请人： Joseph Hellerstein , Alexander Keller , Vijaya Krishnan , Joel Wolf , Kun-Lung Wu
发明人： Joseph Hellerstein , Alexander Keller , Vijaya Krishnan , Joel Wolf , Kun-Lung Wu
IPC分类号： G06F9/45 , G06Q10/00
CPC分类号： G06Q10/04
摘要： Methods and arrangements for operating distributed computing systems, and more particularly, to techniques for constructing and analyzing change plans are disclosed. Included are an arrangement for submitting a request for change to the system, an arrangement for specifying the order in which tasks execute in compliance with data and temporal dependency constraints; and an arrangement for creating a change plan.
摘要翻译：公开了用于操作分布式计算系统的方法和布置，更具体地，涉及用于构建和分析变化计划的技术。包括向系统提交更改请求的安排，用于指定任务按照数据和时间依赖约束执行的顺序的安排; 以及制定变更计划的安排。

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