Edge device feature engineering application
An industrial gateway device supports interactive feature engineering tools that guide a user through an intuitive process for configuring data analytics for key performance indicators (KPIs) of interest. A feature engineering interface renders an interactive model view that displays available data points such that the data points are organized hierarchically according to plant, machine, machine property, or other elements. The user can select, from this model view, data points having an impact on the KPI of interest. The interface also allows the user to define an executable script that defines a mathematical relationship between the selected data points and the KPI. This configuration yields an output model that defines a reduced set of data points to be collected and analyzed, as well as an executable script for assessing a state of the KPI as a function of the reduced data point values.
1. A system, comprising:
a memory that stores executable components; and
a processor, operatively coupled to the memory, that executes the executable components, the executable components comprising:
a user interface component configured to
render, on a client device via an interface display, an interactive model view of an asset model that models an industrial process in terms of hierarchical elements, wherein the interactive model view represents the hierarchical elements as a hierarchical arrangement of nodes corresponding to data tags defined on one or more industrial devices that implement the industrial process, and
receive, via interaction with the interactive model view, selection of a subset of the nodes and scripting input that defines an executable script, the executable script defining a mathematical relationship between the subset of the nodes and a state of a performance indicator of the industrial process; and
a model generation component configured to generate, based on the selection and the scripting input, an output model that defines a subset of the data tags corresponding to the subset of the nodes and the executable script,
wherein the output model configures the system to retrieve, from the one or more industrial devices, data associated with the subset of the data tags.
2. The system of claim 1 , wherein the output model configures the system to execute the executable script on the data associated with the subset of the data tags for respective units processed by the industrial process.
3. The system of claim 2 , wherein
execution of the executable script on the industrial data yields a result indicative of a health of the performance indicator, and
the user interface component is further configured to receive, via interaction with the interface display, definition of an action to be performed in response to a determination that the result satisfies a criterion indicative of a degraded health of the performance indicator.
4. The system of claim 2 , wherein
the user interface component is further configured to receive, via interaction with interface display, a definition of a trigger event that is to trigger execution of the executable script on the data, and
the model generation component is configured to encode the trigger event as part of the output model.
5. The system of claim 1 , wherein
the asset model comprises multiple hierarchical levels, and
the hierarchical elements of the asset model represent at least one of a plant facility, a production area, a production line, a production cell, a production station, a machine, an industrial asset, a unit of equipment, or an industrial device.
6. The system of claim 1 , wherein the output model further configures the system to store a set of values of the data associated with the subset of the data tags in association with respective units processed by the industrial process.
7. The system of claim 1 , wherein the data tags respectively conform to one of a set of basic information data types, the set of basic information data types comprising at least a state data type, a rate data type, an odometer data type, and an event data type.
8. The system of claim 7 , wherein
the state data type represents a set of available states associated with an industrial asset of the industrial process,
the rate data type represents a rate associated with an industrial asset of the industrial process,
the odometer data type represents a cumulative quantity associated with an industrial asset of the industrial process, and
the event data type represents an instantaneous event or a persistent event associated with an industrial asset of the industrial process.
9. A method, comprising:
rendering, by the system on a client device, an interface display that renders an interactive model view of an asset model that models an industrial process in terms of hierarchical elements, wherein the interactive model view represents the hierarchical elements as a hierarchical arrangement of nodes corresponding to data tags defined on one or more industrial devices that implement the industrial process;
receiving, by the system via interaction with the interactive model view, selection of a subset of the nodes and scripting input that defines an executable script, wherein the executable script defines a mathematical relationship between the subset of the nodes and a state of a performance indicator of the industrial process;
generating, by the system based on the selection and the scripting input, an output model that defines a subset of the data tags corresponding to the subset of the nodes and the executable script; and
for respective units generated by the industrial process,
retrieving, by the system from the one or more industrial devices based on the output model, data associated with the subset of the data tags.
10. The method of claim 9 , further comprising, for the respective units generated by the industrial process, executing the executable script on the data based on the output model.
11. The method of claim 10 , wherein
the executing of the executable script on the data yields a result indicative of a health of the performance indicator, and
the method further comprises receiving, by the system via interaction with the interface display, definition of an action to be performed in response to a determination that the result satisfies a criterion indicative of a degraded health of the performance indicator.
12. The method of claim 9 , further comprising:
receiving, by the system via interaction with interface display, a definition of a trigger event that is to trigger execution of the executable script on the data, and
encoding, by the system, the trigger event as part of the output model.
13. The method of claim 9 , further comprising, storing, by the system based on the output model, sets of values of the subset of the data tags in association with respective instances of the performance indicator.
14. The method of claim 9 , wherein
the asset model comprises multiple hierarchical levels, and
the hierarchical elements of the asset model represent at least one of a plant facility, a production area, a production line, a production cell, a production station, a machine, an industrial asset, a unit of equipment, or an industrial device.
15. The method of claim 9 , wherein the data tags respectively conform to one of a set of basic information data types, the set of basic information data types comprising at least a state data type, a rate data type, an odometer data type, and an event data type.
16. A non-transitory computer-readable medium having stored thereon instructions that, in response to execution, cause a system comprising a processor to perform operations, the operations comprising:
rendering, on a client device, an interactive model view of an asset model that models an industrial process in terms of hierarchical elements, wherein the interactive model view represents the hierarchical elements as a hierarchical arrangement of nodes corresponding to data tags defined on one or more industrial devices that implement the industrial process;
receiving, via interaction with the interactive model view, selection of a subset of the nodes and scripting input that defines an executable script, wherein the executable script defines a mathematical relationship between the subset of the nodes and a state of a performance indicator of the industrial process;
generating, based on the selection and the scripting input, an output model that defines a subset of the data tags corresponding to the subset of the nodes and the executable script; and
for respective units generated by the industrial process,
retrieving, by the system from the one or more industrial devices based on the output model, data associated with the subset of the data tags.
17. The non-transitory computer-readable medium of claim 16 , wherein the operations further comprise, for the respective units generated by the industrial process, executing the executable script on the data based on the output model.
18. The non-transitory computer-readable medium of claim 17 , wherein
the executing of the executable script on the data yields a result indicative of a health of the performance indicator, and
the operations further comprise receiving, via interaction with the interactive model view, definition of an action to be performed in response to a determination that the result satisfies a criterion indicative of a degraded health of the performance indicator.
19. The non-transitory computer-readable medium of claim 16 , wherein the operations further comprise:
receiving, via interaction with interactive model view, a definition of a trigger event that is to trigger execution of the executable script on the data, and
encoding the trigger event as part of the output model.
20. The non-transitory computer-readable medium of claim 16 , wherein the operations further comprise storing, based on the output model, sets of values of the subset of the data tags in association with respective instances of the performance indicator.