COST-DRIVEN SYSTEM AND METHOD FOR PREDICTIVE EQUIPMENT FAILURE DETECTION

    公开(公告)号:US20170249554A1

    公开(公告)日:2017-08-31

    申请号:US15053978

    申请日:2016-02-25

    IPC分类号: G06N5/04 G06N99/00

    摘要: A method includes identifying costs associated with different outcomes of a failure prediction algorithm. The algorithm is configured to predict one or more faults with at least one piece of industrial equipment. The different outcomes include both successful and unsuccessful predictions by the algorithm. The method also includes identifying a threshold value for the algorithm using the costs, where the threshold value is used by the failure prediction algorithm to identify whether maintenance of the at least one piece of industrial equipment is needed. The method further includes providing the threshold value to the algorithm. The threshold value is selected such that a net positive economic benefit is obtained from use of the threshold value with the failure prediction algorithm. In addition, the method can include generating a signal indicating whether maintenance is needed based on a comparison of an indicator value calculated using the algorithm and the threshold value.

    Cost-driven system and method for predictive equipment failure detection

    公开(公告)号:US10776706B2

    公开(公告)日:2020-09-15

    申请号:US15053978

    申请日:2016-02-25

    IPC分类号: G06N5/04 G06N20/00 G05B23/02

    摘要: A method includes identifying costs associated with different outcomes of a failure prediction algorithm. The algorithm is configured to predict one or more faults with at least one piece of industrial equipment. The different outcomes include both successful and unsuccessful predictions by the algorithm. The method also includes identifying a threshold value for the algorithm using the costs, where the threshold value is used by the failure prediction algorithm to identify whether maintenance of the at least one piece of industrial equipment is needed. The method further includes providing the threshold value to the algorithm. The threshold value is selected such that a net positive economic benefit is obtained from use of the threshold value with the failure prediction algorithm. In addition, the method can include generating a signal indicating whether maintenance is needed based on a comparison of an indicator value calculated using the algorithm and the threshold value.

    Freeze prediction system
    5.
    发明授权

    公开(公告)号:US10000912B2

    公开(公告)日:2018-06-19

    申请号:US15183580

    申请日:2016-06-15

    IPC分类号: E03B7/12 F24D19/10

    摘要: A freeze prediction system for components such as one or more water pipes situated in a building. The building may have a heating system, a mechanism with a temperature setting connected to the heating system, and an indoor temperature indicator connected to the thermostat. A call may be made for heat if thermostat setting is greater than an indoor temperature. A check may be made as to whether a call for heat may be answered. Outdoor conditions may be read and accounted for in the system. An expected time may be calculated of a freeze danger. One may determine whether the freeze danger is significant according to the expected time of freeze danger compared to a predetermined time. If the freeze danger is not significant, a regular equipment failed alert may be sent out. If the freeze danger is significant, a pipe freeze warning alert may be sent out.

    FREEZE PREDICTION SYSTEM
    6.
    发明申请

    公开(公告)号:US20180266087A1

    公开(公告)日:2018-09-20

    申请号:US15988964

    申请日:2018-05-24

    IPC分类号: E03B7/12 F24D19/10

    摘要: A freeze prediction system for components such as one or more water pipes situated in a building. The building may have a heating system, a mechanism with a temperature setting connected to the heating system, and an indoor temperature indicator connected to the thermostat. A call may be made for heat if thermostat setting is greater than an indoor temperature. A check may be made as to whether a call for heat may be answered. Outdoor conditions may be read and accounted for in the system. An expected time may be calculated of a freeze danger. One may determine whether the freeze danger is significant according to the expected time of freeze danger compared to a predetermined time. If the freeze danger is not significant, a regular equipment failed alert may be sent out. If the freeze danger is significant, a pipe freeze warning alert may be sent out.

    FREEZE PREDICTION SYSTEM
    7.
    发明申请

    公开(公告)号:US20170362801A1

    公开(公告)日:2017-12-21

    申请号:US15183580

    申请日:2016-06-15

    IPC分类号: E03B7/12 F24D19/10

    摘要: A freeze prediction system for components such as one or more water pipes situated in a building. The building may have a heating system, a mechanism with a temperature setting connected to the heating system, and an indoor temperature indicator connected to the thermostat. A call may be made for heat if thermostat setting is greater than an indoor temperature. A check may be made as to whether a call for heat may be answered. Outdoor conditions may be read and accounted for in the system. An expected time may be calculated of a freeze danger. One may determine whether the freeze danger is significant according to the expected time of freeze danger compared to a predetermined time. If the freeze danger is not significant, a regular equipment failed alert may be sent out. If the freeze danger is significant, a pipe freeze warning alert may be sent out.

    SYSTEM AND METHOD FOR ASSET FLEET MONITORING AND PREDICTIVE DIAGNOSTICS USING ANALYTICS FOR LARGE AND VARIED DATA SOURCES
    8.
    发明申请
    SYSTEM AND METHOD FOR ASSET FLEET MONITORING AND PREDICTIVE DIAGNOSTICS USING ANALYTICS FOR LARGE AND VARIED DATA SOURCES 审中-公开
    资产流动监测系统和方法及使用分析数据进行大量和变化数据来源的预测诊断

    公开(公告)号:US20160282847A1

    公开(公告)日:2016-09-29

    申请号:US14871205

    申请日:2015-09-30

    IPC分类号: G05B19/4065

    摘要: A method includes receiving information associated with operation of multiple pieces of industrial equipment at multiple sites. The multiple pieces of industrial equipment are of a same or similar type, and the information represents different types of data including operational data associated with the multiple pieces of industrial equipment and text-based data associated with the multiple pieces of industrial equipment. The method also includes analyzing the information to identify correlations in the information associated with one or more conditions involving the pieces of industrial equipment. The method further includes, based on the analyzing, generating one or more monitoring rules or routines to be used to identify the one or more conditions. The multiple pieces of industrial equipment could include machines with rotating components, machines with heat transfer equipment, or general process equipment.

    摘要翻译: 一种方法包括在多个站点处接收与多个工业设备的操作相关联的信息。 多个工业设备是相同或类似的,并且该信息表示不同类型的数据,包括与多个工业设备相关联的操作数据和与多个工业设备相关联的基于文本的数据。 该方法还包括分析信息以识别与涉及工业设备的一个或多个条件相关联的信息中的相关性。 该方法还包括基于分析,生成用于识别一个或多个条件的一个或多个监视规则或例程。 多台工业设备可以包括具有旋转部件的机器,具有传热设备的机器或一般工艺设备。