Apparatus and associated methods relate to transformations of data provided by an Internet of Things (IoT) device. A processor defines a data transformation corresponding to data transmitted by the IoT device in an IoT system. The data transformation includes a definition of a transformation of data from a first format to a second format and an identification (ID) of the IoT device. The processor then compiles the data transformation to produce compiled executable code for performing the data transformation. The processor registers the compiled executable code for the data transformation as an available transformation for various components of the IoT system. The processor facilitates execution of the compiled executable code so as to perform the data transformation upon a data stream provided by the IoT device.

An equipment and a method for configuring a service on an equipment. A method includes receiving a first voice input from a user to configure an equipment with a service. The equipment is configured with a voice-bot to interact with the user. The method also includes validating the first voice input, initiating configuration of the service and outputting a first voice response based on the validation of the first voice input. The method includes receiving a second voice input from the user in response to the first voice response and validating the second voice input. The method includes outputting a second voice response based on the validation of the second voice input and configuring the service on the equipment based on the voice inputs from the user.

An MQTT Server infrastructure comprises an MQTT Server in operable communication with at least one of the following: a SCADA/IIoT host; a plurality of MQTT EoN Nodes; and a plurality of Sparkplug applications. The MQTT Server infrastructure provides alert and metrics on key system status indicators, system errors, and performance issues for the Sparkplug open-source specification into an MQTT Server to provide a richer system awareness of connected MQTT clients.

An MQTT Server infrastructure comprises an MQTT Server in operable communication with at least one of the following: a SCADA/IIoT host; a plurality of MQTT EoN Nodes; and a plurality of Sparkplug applications. The MQTT Server infrastructure provides alert and metrics on key system status indicators, system errors, and performance issues for the Sparkplug open-source specification into an MQTT Server to provide a richer system awareness of connected MQTT clients.

Systems and methods may be used to implement twinned or linked digital avatars as an edge avatar and a cloud avatar for a particular physical device in an industrial site. The edge avatar is configured to ingest data generated in the industrial site and to use a model for the particular physical device to obtain device-specific parameters related to the particular physical device. The edge avatar also sends information related to the device-specific parameters to a cloud avatar that is linked to the edge avatar. The cloud avatar is implemented in a cloud network away from the industrial site. The edge avatar is also configured to receive updates from the cloud avatar for the edge avatar and to refine the edge avatar using the updates.

[Problem] A device capable of supplying data required for providing a service is efficiently specified among multiple devices connected to a network.

[Solution] A distributed device management system 10 specifies a device 16 capable of supplying request data used for providing a service, from among a plurality of devices 16 connected to a network. Device management function units 14 are disposed so as to be geographically distributed and manage the states of the devices located in deployed areas. A device specifying function unit 12 has a device inquiry cache DB1 in which a response log including the type of data which was previously required for the service and an identifier of the device management function unit 14 that manages the device 16 which was capable of supplying the data is recorded. In a case where this request data coincides with the type of data included in the response log, an inquiry is transmitted to the device management function unit 14 associated with the request data in the response log.

A method and an apparatus for enhancing user experience while performing an event using a plurality of devices connected to each other is provided. The method includes analyzing an event extracted from an input received by the device, identifying the at least one task to be performed based on the analyzing of the event, generating a workflow corresponding to the identified at least one task, selecting at least one node of the workflow corresponding to the generated workflow, and performing an action, by an application installed in or connected to the device, in response to a the selection of at least one node of the workflow.

The example embodiments are directed to a system and methods for determining to update a machine learning model based on model degradation. In one example, the method may include one or more of receiving data acquired at an edge of an Internet of things (IoT) network from an industrial asset, executing a machine learning model with the received data as input to generate a predictive output associated with the industrial asset, determining that a performance of the machine learning model on the edge has degraded based on the generated predictive output of the machine learning model, and transmitting information about the degraded performance of the machine learning model to a central server within the IoT network.

Apparatus and associated methods relate to transformations of data provided by an Internet of Things (IoT) device. A processor defines a data transformation corresponding to data transmitted by the IoT device in an IoT system. The data transformation includes a definition of a transformation of data from a first format to a second format and an identification (ID) of the IoT device. The processor then compiles the data transformation to produce compiled executable code for performing the data transformation. The processor registers the compiled executable code for the data transformation as an available transformation for various components of the IoT system. The processor facilitates execution of the compiled executable code so as to perform the data transformation upon a data stream provided by the IoT device.

Apparatus and associated methods relate to transformations of data provided by an Internet of Things (IoT) device. A processor defines a data transformation corresponding to data transmitted by the IoT device in an IoT system. The data transformation includes a definition of a transformation of data from a first format to a second format and an identification (ID) of the IoT device. The processor then compiles the data transformation to produce compiled executable code for performing the data transformation. The processor registers the compiled executable code for the data transformation as an available transformation for various components of the IoT system. The processor facilitates execution of the compiled executable code so as to perform the data transformation upon a data stream provided by the IoT device.