A MACHINE LEARNING BASED FRAMEWORK USING ELECTRORETINOGRAPHY FOR DETECTING EARLY STAGE GLAUCOMA

    公开(公告)号:US20250087355A1

    公开(公告)日:2025-03-13

    申请号:US18720485

    申请日:2022-12-16

    Abstract: A method of diagnosing glaucoma using machine learning methods comprises determining a labeled training data set. The labeled training data set comprises electroretinography (ERG) signals measured from a group of subjects. The ERG signals are labeled either glaucomatous or non-glaucomatous based on the subject from which each ERG signal was measured. The training data set is used to train a machine learning model, WNW such as a decision tree model, a discriminant model, a support vector machine, a nearest neighbor algorithm, or an ensemble classifier. The resulting trained machine learning model is configured to classify an ERG signal input as glaucomatous or non-glaucomatous. The model can be employed by measuring an ERG from a subject and inputting the measured ERG into the trained machine learning model. The subject can be diagnosed as having glaucoma based on an output classification of glaucomatous.

    Autonomous initialization of non-volatile random access memory in a computer system
    64.
    发明授权
    Autonomous initialization of non-volatile random access memory in a computer system 有权
    计算机系统中非易失性随机存取存储器的自动初始化

    公开(公告)号:US09378133B2

    公开(公告)日:2016-06-28

    申请号:US13997945

    申请日:2011-09-30

    CPC classification number: G06F12/0246 G06F9/4403

    Abstract: A non-volatile random access memory (NVRAM) is used in a computer system to store information that allows the NVRAM to autonomously initialize itself at power-on. The computer system includes a processor, an NVRAM controller coupled to the processor, and an NVRAM that comprises the NVRAM controller. The NVRAM is byte-rewritable and byte-erasable by the processor. The NVRAM stores a memory interface table containing information for the NVRAM controller to autonomously initialize the NVRAM upon power-on of the computer system without interacting with the processor and firmware outside of the NVRAM. The information is provided by the NVRAM controller to the processor to allow the processor to access the NVRAM.

    Abstract translation: 在计算机系统中使用非易失性随机存取存储器(NVRAM)来存储允许NVRAM在上电时自动初始化的信息。 计算机系统包括处理器,耦合到处理器的NVRAM控制器和包括NVRAM控制器的NVRAM。 NVRAM是字节可重写的,可由处理器字节擦除。 NVRAM存储包含NVRAM控制器的信息的存储器接口表,用于在计算机系统上电时自动初始化NVRAM,而不与NVRAM之外的处理器和固件交互。 该信息由NVRAM控制器提供给处理器,以允许处理器访问NVRAM。

    AUTONOMOUS INITIALIZATION OF NON-VOLATILE RANDOM ACCESS MEMORY IN A COMPUTER SYSTEM
    66.
    发明申请
    AUTONOMOUS INITIALIZATION OF NON-VOLATILE RANDOM ACCESS MEMORY IN A COMPUTER SYSTEM 有权
    计算机系统中非易失性随机存取存储器的自动初始化

    公开(公告)号:US20130304980A1

    公开(公告)日:2013-11-14

    申请号:US13997945

    申请日:2011-09-30

    CPC classification number: G06F12/0246 G06F9/4403

    Abstract: A non-volatile random access memory (NVRAM) is used in a computer system to store information that allows the NVRAM to autonomously initialize itself at power-on. The computer system includes a processor, an NVRAM controller coupled to the processor, and an NVRAM that comprises the NVRAM controller. The NVRAM is byte-rewritable and byte-erasable by the processor. The NVRAM stores a memory interface table containing information for the NVRAM controller to autonomously initialize the NVRAM upon power-on of the computer system without interacting with the processor and firmware outside of the NVRAM. The information is provided by the NVRAM controller to the processor to allow the processor to access the NVRAM.

    Abstract translation: 在计算机系统中使用非易失性随机存取存储器(NVRAM)来存储允许NVRAM在上电时自动初始化的信息。 计算机系统包括处理器,耦合到处理器的NVRAM控制器和包括NVRAM控制器的NVRAM。 NVRAM是字节可重写的,可由处理器字节擦除。 NVRAM存储包含NVRAM控制器的信息的存储器接口表,用于在计算机系统上电时自动初始化NVRAM,而不与NVRAM之外的处理器和固件交互。 该信息由NVRAM控制器提供给处理器,以允许处理器访问NVRAM。

    SYSTEMS AND METHODS FOR PROVIDING USER INTERFACES FOR MANAGEMENT APPLICATIONS
    67.
    发明申请
    SYSTEMS AND METHODS FOR PROVIDING USER INTERFACES FOR MANAGEMENT APPLICATIONS 审中-公开
    为管理应用程序提供用户界面的系统和方法

    公开(公告)号:US20130246944A1

    公开(公告)日:2013-09-19

    申请号:US13828518

    申请日:2013-03-14

    Abstract: The present application is directed towards systems and methods for providing user interfaces for management applications via a definition-based graphical user interface (GUI) framework for developing web based management applications for servers, intermediaries, routers, wide area network (WAN) accelerators, caches, switches, or any other type and form of computing device. The plug-in free framework reduces the server's resource consumption and bandwidth by making a full use of resources available on the client computing device or browser. A complete web application can be developed using JavaScript Object Notation (JSON) definitions along with a representational state transfer (REST) based application programming interface (API) efficiently using the framework, which may comprise light-weight pure JavaScript or similar executable code. In many embodiments, the framework may be layered in a model-view-controller (MVC) architecture easing resource consumption, maintenance and extensibility.

    Abstract translation: 本申请涉及用于通过基于定义的图形用户界面(GUI)框架为管理应用提供用户界面的系统和方法,用于开发用于服务器,中介,路由器,广域网(WAN)加速器,高速缓存的基于web的管理应用 ,交换机或任何其他类型和形式的计算设备。 插件免费框架通过充分利用客户端计算设备或浏览器上可用的资源来减少服务器的资源消耗和带宽。 可以使用JavaScript对象表示法(JSON)定义以及使用框架有效地使用基于表示状态转移(REST)的应用程序编程接口(API)来开发完整的Web应用程序,该框架可能包含轻量级的纯JavaScript或类似的可执行代码。 在许多实施例中,框架可以在模型 - 视图 - 控制器(MVC)架构中分层,从而缓解资源消耗,维护和可扩展性。

    METHOD AND CONTROL SYSTEM FOR SCHEDULING LOAD OF A POWER PLANT
    68.
    发明申请
    METHOD AND CONTROL SYSTEM FOR SCHEDULING LOAD OF A POWER PLANT 有权
    用于调度发电厂负荷的方法和控制系统

    公开(公告)号:US20130006439A1

    公开(公告)日:2013-01-03

    申请号:US13539773

    申请日:2012-07-02

    CPC classification number: G06Q10/06 G06Q50/06 Y02E40/76 Y04S10/54 Y04S10/545

    Abstract: A method and control system are disclosed for optimizing load scheduling for a power plant having one or more generation units. The method can include analyzing the operating state of one or more components of generation units in terms of one or more risk indices associated with one or more components of generation units; updating an objective function that reflects the state of one or more components of generation units; solving the objective function to optimize a schedule of the one or more generation units and operating state of one or more components of generation units; and operating the one or more generation units at optimized schedule and operating state.

    Abstract translation: 公开了一种用于优化具有一个或多个发电单元的发电厂的负载调度的方法和控制系统。 该方法可以包括根据与生成单元的一个或多个组件相关联的一个或多个风险指数来分析生成单元的一个或多个组件的操作状态; 更新反映生成单元的一个或多个组件的状态的目标函数; 解决目标函数,以优化一个或多个生成单元的调度和生成单元的一个或多个组件的操作状态; 并以优化的进度和运行状态操作一个或多个发电机组。

    Live network configuration within a link based computing system
    69.
    发明申请
    Live network configuration within a link based computing system 有权
    基于链路的计算系统中的实时网络配置

    公开(公告)号:US20070118628A1

    公开(公告)日:2007-05-24

    申请号:US11284537

    申请日:2005-11-21

    CPC classification number: H04L41/082

    Abstract: A method is described in which, in response to notice of a configuration event yet to happen within a network that is part of a link-based computing system, a component within said link based computing system: a) identifies networking configuration information changes to be made by components within the link-based computing system; and, b) sends instances of program code to each one of the components. Each instance of program code is to be executed by a specific component that it was sent to. Each instance of program code is customized to implement the particular one or more networking configuration information changes to be made at the specific component it was sent to.

    Abstract translation: 描述了一种方法,其中响应于在作为基于链路的计算系统的一部分的网络内尚未发生的配置事件的通知,所述基于链路的计算系统中的组件:a)将网络配置信息变化标识为 由基于链路的计算系统中的组件构成; 和b)将程序代码的实例发送到每个组件。 程序代码的每个实例都要由发送到的特定组件来执行。 程序代码的每个实例被定制以实现要在其发送到的特定组件上进行的特定一个或多个网络配置信息更改。

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