公开(公告)号：US10921777B2

公开(公告)日：2021-02-16

申请号：US16277038

申请日：2019-02-15

申请人： Michael David Rich ,  Keith Allen Walton

发明人： Michael David Rich ,  Keith Allen Walton

IPC分类号： G05B19/4065 ,  B23Q17/09 ,  G06N20/00

摘要： A method for automated condition monitoring whereby techniques of automated vibration analysis and signal processing are combined with deep learning/machine learning techniques for an enhanced system of automated anomaly detection, problem classification, and problem regression. The method may be implemented in software, firmware or hardware to run autonomously. Machines monitored and analyzed according to the disclosed method are typically found in industrial plants or commercial applications, but the disclosed invention may be applied to any rotating equipment such as motors, fans, pumps, compressors, and etc., in any environment where they are functioning.

公开(公告)号：US20190250585A1

公开(公告)日：2019-08-15

申请号：US16277038

申请日：2019-02-15

申请人： Michael David Rich ,  Keith Allen Walton

发明人： Michael David Rich ,  Keith Allen Walton

IPC分类号： G05B19/4065 ,  B23Q17/09 ,  G06N20/00

CPC分类号： G05B19/4065 ,  B23Q17/0971 ,  G05B2219/34048 ,  G05B2219/37256 ,  G05B2219/37351 ,  G05B2219/37434 ,  G06N20/00

摘要： A method for automated condition monitoring whereby techniques of automated vibration analysis and signal processing are combined with deep learning/machine learning techniques for an enhanced system of automated anomaly detection, problem classification, and problem regression. The method may be implemented in software, firmware or hardware to run autonomously. Machines monitored and analyzed according to the disclosed method are typically found in industrial plants or commercial applications, but the disclosed invention may be applied to any rotating equipment such as motors, fans, pumps, compressors, and etc., in any environment where they are functioning.

公开(公告)号：US07725274B2

公开(公告)日：2010-05-25

申请号：US11381836

申请日：2006-05-05

申请人： Mark William Slemp ,  Joseph A. Vrba ,  Leanne Tuggle Metzger ,  Michael David Rich

发明人： Mark William Slemp ,  Joseph A. Vrba ,  Leanne Tuggle Metzger ,  Michael David Rich

IPC分类号： G01N11/00 ,  G01R29/26

CPC分类号： G06T11/206

摘要： A method and apparatus identifies a region of interest of transient vibration data needing analysis and provides context and construction for analytical plots. The method provides transient data, determines a region of interest of the transient data, specifies a construction mode corresponding to a derived graphical display of the transient data, and specifies one or more construction parameters corresponding to the specified construction mode. The method also processes the transient data to produce at least one derived plot based on the transient data, the region of interest, the specified construction mode, and the specified construction parameters. This method may be performed by a graphical tool having a hardware module and a software module. The hardware module including a processor, a memory, a display, and a communicator, and the software module including a plotting module and a plot control module.

摘要翻译： 一种方法和装置识别需要分析的瞬态振动数据的感兴趣区域，并为分析图提供上下文和构造。 该方法提供瞬态数据，确定瞬态数据的感兴趣区域，指定与导出的瞬态数据的图形显示对应的构造模式，并且指定与指定构造模式对应的一个或多个构造参数。 该方法还基于瞬态数据，感兴趣区域，指定的构造模式和指定的构造参数，处理瞬态数据以产生至少一个导出绘图。 该方法可以由具有硬件模块和软件模块的图形工具来执行。 所述硬件模块包括处理器，存储器，显示器和通信器，所述软件模块包括绘图模块和绘图控制模块。

公开(公告)号：US20080221811A1

公开(公告)日：2008-09-11

申请号：US11381836

申请日：2006-05-05

申请人： Mark William Slemp ,  Joseph A. Vrba ,  Leanne Tuggle Metzger ,  Michael David Rich

发明人： Mark William Slemp ,  Joseph A. Vrba ,  Leanne Tuggle Metzger ,  Michael David Rich

IPC分类号： G06T11/20 ,  G01N33/00

CPC分类号： G06T11/206

摘要： A method and apparatus identifies a region of interest of transient vibration data needing analysis and provides context and construction for analytical plots. The method comprises providing transient data and determining a region of interest of the transient data, specifying a construction mode corresponding to a derived graphical display of the transient data and specifying a construction parameter corresponding to the specified construction mode. The method also comprises processing the transient data to produce at least one derived plot based on the transient data, the region of interest, the specified construction mode, and the specified construction parameters. This method may be performed by a graphical tool having a hardware module and a software module. The hardware module including a processor, a memory, a display, and a communicator, and the software module including a plotting module and a plotcontrol module.

摘要翻译： 一种方法和装置识别需要分析的瞬态振动数据的感兴趣区域，并为分析图提供上下文和构造。 该方法包括提供瞬态数据并确定瞬态数据的感兴趣区域，指定与导出的瞬态数据的图形显示对应的构造模式，并指定对应于指定构造模式的构造参数。 该方法还包括处理瞬态数据以基于瞬态数据，感兴趣区域，指定的构造模式和指定的构造参数产生至少一个导出绘图。 该方法可以由具有硬件模块和软件模块的图形工具来执行。 所述硬件模块包括处理器，存储器，显示器和通信器，并且所述软件模块包括绘图模块和绘图控制模块。