Systems, methods and apparatus for providing a reduced dimensionality view of data collected on a self-organizing network
The present disclosure describes systems and methods for interpreting data from a plurality of input sensors, wherein each of the plurality of input sensors is operationally coupled to a component of an industrial environment. Methods including operating a self-organizing network on the data from the plurality of input sensors, thereby determining a structure in the data, determining a reduced dimensionality view of the data in response to the determined structure in the data, wherein the reduced dimensionality view includes fewer dimensions than the data from the plurality of input sensors, and providing the reduced dimensionality view to a user interface are disclosed together with systems therefore.
1. A method, comprising:
by a sensor communication circuit, interpreting data from a plurality of input sensors, wherein each of the plurality of input sensors is operationally coupled to a component of an industrial environment;
by a controller, operating a self-organizing network on the data from the plurality of input sensors, thereby determining a structure in the data;
by the controller, determining a reduced dimensionality view of the data in response to the determined structure in the data,
wherein the reduced dimensionality view comprises fewer dimensions than the data from the plurality of input sensors, and
wherein the reduced dimensionality view further comprises a graphical element representing at least one of: mechanical portions of a machine of the industrial environment, or a sensor from the plurality of input sensors that provided data; and
providing the reduced dimensionality view to a user interface.
2. The method of claim 1 , further comprising:
determining that a condition of interest has occurred within the industrial environment;
wherein operating the self-organizing network on the data from the plurality of input sensors further comprises applying back calculation to the condition of interest to determine a failed part related to the condition of interest; and
wherein the reduced dimensionality view comprises a graphical representation of the failed part related to the condition of interest.
3. The method of claim 2 , wherein the graphical representation of the failed part related to the condition of interest further comprises a map of highlighted data collection routes that reflect paths of data from at least one of the plurality of input sensors that contributes to calculating the condition of interest.
4. The method of claim 1 , further comprising:
determining that a condition of interest has occurred within the industrial environment;
wherein operating the self-organizing network on the data from the plurality of input sensors further comprises applying back calculation to the condition of interest to determine a data collection system configuration template associated with the condition of interest; and
wherein the reduced dimensionality view comprises a graphical representation of the data collection system configuration template associated with the condition of interest.
5. The method of claim 4 , wherein the graphical representation of a failed part related to the condition of interest further comprises a map of data collection configured by the data collection system configuration template, with highlighted routes in a data collection system that reflect paths of data from at least one sensor to at least one data collector for data that contributes to calculating the condition of interest.
6. The method of claim 1 , wherein the reduced dimensionality view comprises a heat map.
7. The method of claim 1 , wherein operating the self-organizing network comprises applying competitive learning to the data from the plurality of input sensors to determine the structure in the data.
8. The method of claim 1 , wherein determining the reduced dimensionality view comprises at least one operation selected from the operations consisting of: determining an unlabeled data value of the data from the plurality of input sensors; the method further comprising determining that the data from the plurality of input sensors comprises vibration data from an unknown source within the industrial environment; and providing a frequency value corresponding to an unlabeled data value of the data from the plurality of input sensors.
9. The method of claim 1 , wherein determining the reduced dimensionality view comprises determining an unlabeled data value of the data from the plurality of input sensors, the method further comprising accepting a user input on the user interface, and labeling the unlabeled data value in response to a user input on the user interface.
10. A system, comprising:
a sensor communication circuit structured to interpret a plurality of sensor data values from a plurality of input sensors, wherein each of the plurality of input sensors is operationally coupled to a component of an industrial environment;
a controller configured to:
operate a self-organizing network on the data from the plurality of input sensors, thereby determining a structure in the data; and
determine a reduced dimensionality view of the data in response to the determined structure in the data,
wherein the reduced dimensionality view comprises fewer dimensions than the data from the plurality of input sensors; and
wherein the reduced dimensionality view further comprises a plurality of graphical elements representing mechanical portions of a machine of the industrial environment; and
a user interface configured to display the reduced dimensionality view.
11. The system of claim 10 , wherein the plurality of graphical elements further comprises mechanical portions of the machine of the industrial environment that are associated with a condition of interest.
12. The system of claim 11 , wherein the reduced dimensionality view further comprises a second plurality of graphical elements representing data collectors in the industrial environment associated with the plurality of input sensors.
13. The system of claim 12 , wherein the reduced dimensionality view further comprises a plurality of highlighted graphical elements representing sensors from the plurality of input sensors that provided data outside an acceptable range of data.
14. The system of claim 13 , wherein the user interface is further configured to provide a list of conditions of interest to a user, and to select the condition of interest in response to a user selection from the list of conditions.
15. The system of claim 14 , wherein the controller is further configured to provide a data collection system configuration template in response to the user selection from the list of conditions, and wherein the data collection system configuration template facilitates configuring a data collection system to collect data for calculating the condition of interest.
16. The system of claim 10 , wherein the mechanical portions comprise at least one of a bearing, a shaft, a rotor, or a housing of the machine of the industrial environment.
17. An apparatus, comprising:
a user interface configured to provide a list of conditions of interest to a user, and to select a condition of interest in response to a user selection from the list of conditions; and
a controller configured to:
operate a self-organizing network on data from a plurality of input sensors, the plurality of input sensors operationally coupled to a component of an industrial environment; and
determine a reduced dimensionality view of the data in response to a determined structure in the data and further in response to the selected condition of interest, wherein the reduced dimensionality view a plurality of graphical elements representing mechanical portions of a machine of the industrial environment associated with the condition of interest,
wherein the reduced dimensionality view further comprises a plurality of highlighted graphical elements representing sensors from the plurality of input sensors that provided data outside an acceptable range of data; and
wherein the user interface is further configured to display the reduced dimensionality view.
18. The apparatus of claim 17 , wherein the controller is further configured to provide a data collection system configuration template in response to the user selection from the list of conditions, and wherein the data collection system configuration template facilitates configuring a data collection system to collect data for calculating the condition of interest.