公开(公告)号：US20150355901A1

公开(公告)日：2015-12-10

申请号：US14297297

申请日：2014-06-05

Applicant: General Electric Company

Inventor： Piero Patrone Bonissone ,  Naresh Sundaram Iyer ,  Feng Xue ,  Johan Michael Reimann ,  Paul Ardis

IPC: G06F9/44

CPC classification number: G06F8/70 ,  G06F8/355

Abstract: A method, system, and non-transitory computer-readable medium, the method including determining automatically, by a processor, whether behavior for a model representing a plurality of entities and relationships therebetween deviates from a reference behavior for the model; determining, in response to the determination that the model does deviate from the reference behavior, at least one basis for the deviation; automatically forecasting an estimate of a remaining useful life for the model; and modifying the model to compensate for the deviation by at least one of modifying the model to accommodate the deviation and updating the model based on at least one new requirement.

Abstract translation: 一种方法，系统和非暂时计算机可读介质，所述方法包括由处理器自动确定表示多个实体的模型的行为及其间的关系偏离所述模型的参考行为; 响应于确定所述模型偏离所述参考行为，确定所述偏差的至少一个基础; 自动预测模型的剩余使用寿命的估计值; 以及修改所述模型以通过至少一个修改所述模型以适应所述偏差并基于至少一个新要求来更新所述模型来补偿所述偏差。

公开(公告)号：US20140189702A1

公开(公告)日：2014-07-03

申请号：US13730392

申请日：2012-12-28

Applicant: GENERAL ELECTRIC COMPANY

Inventor： Weizhong Yan ,  Anil Varma ,  Piero Patrone Bonissone ,  Naresh Sundaram Iyer ,  Feng Xue

IPC: G06F9/50

CPC classification number: G06F9/5027

Abstract: A system includes a library of algorithms, and a request module configured to receive an execution request. The system also includes a job scheduler/optimizer module configured to select algorithms from the library and to create at least one execution job based on the algorithms and the execution request. The system further includes a resource module configured to determine execution computing resources from multiple computing sources, including internal computing resources and external computing resources. The system also includes an executor module configured to transmit an execution job to the computing resources.

Abstract translation: 系统包括算法库和被配置为接收执行请求的请求模块。 该系统还包括作业调度器/优化器模块，配置为从库中选择算法，并且基于算法和执行请求创建至少一个执行作业。 该系统还包括资源模块，该资源模块被配置为从多个计算源确定执行计算资源，包括内部计算资源和外部计算资源。 该系统还包括被配置为将执行作业发送到计算资源的执行器模块。

公开(公告)号：US20140188778A1

公开(公告)日：2014-07-03

申请号：US13728721

申请日：2012-12-27

Applicant: GENERAL ELECTRIC COMPANY

Inventor： Dustin Ross Garvey ,  Feng Xue

IPC: G06N5/02

CPC classification number: G06Q10/0631 ,  G06Q10/08

Abstract: A system for determining anomaly conditions within a fleet of physical assets includes a central system having at least one computing device, the computing device including a processor and a memory device coupled to the processor and a database associated with the central system. The system includes a plurality of databases and a plurality of client devices associated with the fleet of physical assets. The system is configured to receive a first set of fleet data. The system is further configured to generate one or more computer-executable steps for detection of predicted anomalies. The system is configured to receive a first set of fleet asset data. The system is configured to detect at least one physical asset from the fleet of physical assets predicted to have at least one anomaly using the one or more computer-executable steps for detection of predicted anomalies and the first set of fleet asset data.

Abstract translation: 用于确定物理资产队列内的异常状况的系统包括具有至少一个计算设备的中央系统，所述计算设备包括耦合到所述处理器的处理器和存储器设备以及与所述中央系统相关联的数据库。 该系统包括多个数据库和与物理资产的队列相关联的多个客户端设备。 该系统被配置为接收第一组船队数据。 该系统还被配置为生成用于检测预测异常的一个或多个计算机可执行步骤。 该系统被配置为接收第一组船队资产数据。 该系统被配置为使用一个或多个计算机可执行步骤来检测来自预期具有至少一个异常的物理资产的至少一个物理资产，以检测预测的异常和第一组船队资产数据。

公开(公告)号：US09904540B2

公开(公告)日：2018-02-27

申请号：US14297297

申请日：2014-06-05

Applicant: General Electric Company

Inventor： Piero Patrone Bonissone ,  Naresh Sundaram Iyer ,  Feng Xue ,  Johan Michael Reimann ,  Paul Ardis

IPC: G06F9/44

CPC classification number: G06F8/70 ,  G06F8/355

Abstract: A method, system, and non-transitory computer-readable medium, the method including determining automatically, by a processor, whether behavior for a model representing a plurality of entities and relationships therebetween deviates from a reference behavior for the model; determining, in response to the determination that the model does deviate from the reference behavior, at least one basis for the deviation; automatically forecasting an estimate of a remaining useful life for the model; and modifying the model to compensate for the deviation by at least one of modifying the model to accommodate the deviation and updating the model based on at least one new requirement.

公开(公告)号：US20140380331A1

公开(公告)日：2014-12-25

申请号：US14482279

申请日：2014-09-10

Applicant: GENERAL ELECTRIC COMPANY

Inventor： Anil Varma ,  Nicholas Roddy ,  Feng Xue

IPC: G06F11/30 ,  G06F9/50

CPC classification number: G06F11/301 ,  G06F9/50 ,  G06F9/5011 ,  G06F11/3051 ,  G06F2201/875 ,  G06F2209/501

Abstract: A method for analyzing data is disclosed that includes receiving an analysis request to analyze selected data corresponding to one or more monitored assets, wherein the analysis request includes one or more parameters corresponding to performance categories of computing resources for processing the analysis request, the performance categories include at least one of a time for processing the analysis request or a cost for processing the analysis request; determining a computing resource allocation plan for processing the analysis request based on the one or more parameters; and processing the analysis request using the determined computing resource allocation plan to provide analysis results. Also disclosed is an analytic router that includes a mapper, an estimator, an optimizer, and a resource provisioner.

Abstract translation: 公开了一种用于分析数据的方法，包括接收分析请求以分析对应于一个或多个受监视资产的所选数据，其中分析请求包括与用于处理分析请求的计算资源的性能类别对应的一个或多个参数， 包括用于处理分析请求的时间中的至少一个或用于处理分析请求的成本; 确定用于基于所述一个或多个参数来处理所述分析请求的计算资源分配计划; 以及使用所确定的计算资源分配计划处理分析请求以提供分析结果。 还公开了一种分析路由器，其包括映射器，估计器，优化器和资源提供器。

公开(公告)号：US20140188768A1

公开(公告)日：2014-07-03

申请号：US13729720

申请日：2012-12-28

Applicant: GENERAL ELECTRIC COMPANY

Inventor： Piero Patrone Bonissone ,  Neil Holger White Eklund ,  Feng Xue ,  Naresh Sundaram Iyer ,  Weizhong Yan

IPC: G06N99/00

CPC classification number: G06N20/00

Abstract: A computer-implemented system for creating customized model ensembles on demand is provided. An input module is configured to receive a query. A selection module is configured to create a model ensemble by selecting a subset of models from a plurality of models, wherein selecting includes evaluating an aspect of applicability of the models with respect to answering the query. An application module is configured to apply the model ensemble to the query, thereby generating a set of individual results. A combination module is configured to combine the set of individual results into a combined result and output the combined result, wherein combining the set of individual results includes evaluating performance characteristics of the model ensemble relative to the query.

Abstract translation: 提供了一种用于根据需要创建定制模型组合的计算机实现的系统。 输入模块被配置为接收查询。 选择模块被配置为通过从多个模型中选择模型的子集来创建模型集合，其中选择包括评估模型在回答查询时的适用性的一个方面。 应用模块被配置为将模型集合应用于查询，从而生成一组单独的结果。 组合模块被配置为将该组个体结果组合成一个组合结果并输出组合结果，其中组合该单独结果包括评估模型集合相对于该查询的性能特征。

公开(公告)号：US20140188767A1

公开(公告)日：2014-07-03

申请号：US13728378

申请日：2012-12-27

Applicant: GENERAL ELECTRIC COMPANY

Inventor： Naresh Sundaram Iyer ,  Anil Varma ,  James Kenneth Aragones ,  Weizhong Yan ,  Piero Patrone Bonissone ,  Feng Xue

IPC: G06N99/00

CPC classification number: G06N5/04 ,  G06N99/005 ,  G06Q10/0631 ,  G06Q10/087 ,  G07C5/008

Abstract: A method for determining fleet conditions and operational management thereof, performed by a central system includes receiving fleet data from at least one distributed data repository. The fleet data is substantially representative of information associated with a fleet of physical assets. The method also includes processing the received fleet data for the fleet using at least one process of a plurality of processes. The plurality of processes assess the received fleet data into processed fleet data. The method additionally includes determining a fleet condition status using the processed fleet data and the at least one process of the plurality of processes. The method further includes generating a fleet response. The fleet response is substantially representative of a next operational step for the fleet of physical assets. The method also includes transmitting the fleet response to at least one of a plurality of fleet response recipients.

Abstract translation: 由中央系统执行的用于确定车队状况和其操作管理的方法包括从至少一个分布式数据存储库接收车队数据。 船队数据实质上代表与实体资产船队相关联的信息。 该方法还包括使用多个过程的至少一个过程处理车队接收的车队数据。 多个过程将接收到的车队数据评估为处理后的车队数据。 该方法另外包括使用处理的车队数据和多个过程中的至少一个过程来确定车队状况状态。 该方法还包括产生车队响应。 舰队反应实质上代表了有形资产队伍的下一个操作步骤。 该方法还包括将车队响应发送到多个车队响应接收者中的至少一个。