Various embodiments of the present technology generally relate to solutions for improving industrial automation programming and data science capabilities with machine learning. More specifically, embodiments of the present technology include systems and methods for implementing machine learning engines within industrial programming and data science environments to improve performance, increase productivity, and add functionality. In an embodiment, a system comprises a machine learning-based recommendation engine configured to, an industrial programming environment, generate a recommendation to add a component to control logic based on an existing portion of the control logic. A notification component is configured to surface the recommendation in the programming environment. A programming component is configured to, in the programming environment, add the component to the control logic. A configuration component is configured to configure the component based at least in part on the existing portion of the control logic.

Various embodiments of the present technology generally relate to solutions for improving industrial automation programming and data science capabilities with machine learning. More specifically, embodiments of the present technology include systems and methods for implementing machine learning engines within industrial programming and data science environments to improve performance, increase productivity, and add functionality. In an embodiment, a system comprises a user interface component configured to display a programming environment for editing control logic, wherein operational data from the industrial automation environment is accessible from within the programming environment through a data pipeline. A machine learning-based data science engine is configured to process the operational data from the industrial automation environment to generate processed data and identify a portion of the processed data relevant to a component of the control logic. The user interface component is further configured to surface the portion of the processed data in the programming environment.

A system displays a representation of an original equipment remote control device for a target device to be controlled using a macro button of a configurable controlling device. The displayed representation of the original equipment remote control device includes representations of buttons that would be used on the original equipment remote control device to control controllable functions of the target device. The system accepts input by which one or more of the displayed representations of buttons are selected. The macro button is then configured whereby an activation of the macro button will cause a transmission of commands from the configurable controlling device to control those controllable functions of the target devices that correspond to the one or more of the displayed representations of buttons that were selected.

A system displays a representation of an original equipment remote control device for a target device to be controlled using a macro button of a configurable controlling device. The displayed representation of the original equipment remote control device includes representations of buttons that would be used on the original equipment remote control device to control controllable functions of the target device. The system accepts input by which one or more of the displayed representations of buttons are selected. The macro button is then configured whereby an activation of the macro button will cause a transmission of commands from the configurable controlling device to control those controllable functions of the target devices that correspond to the one or more of the displayed representations of buttons that were selected.

An electronic apparatus includes a communication module configured to wirelessly communicate with an external remote controller; a main memory; and a main processor, wherein the main processor is further configured to transmit a control signal for registering a key value corresponding to a first key from among keys included in the external remote controller as a selected function from among a plurality of functions capable of being performed by the electronic apparatus to the communication module, based on product information of the electronic apparatus stored in the main memory, and wherein the communication module is further configured to register the key value corresponding to the first key to the selected function based on the control signal, and control the main processor to perform the selected function based on a signal corresponding to the key value corresponding to the first key being received from the external remote controller.

A field device and method for starting up an industrial automation network, wherein to allow virtual start-up of at least one field device, an field device integration package is provided, whose user interface plug-in has an extension that allows a software tool to access a simulation model for the behavior of the at least one field device, and upon virtual start-up, the simulation model is used to reproduce the response of the field device, where a process model or interfacing of an external process model via a co-simulation coupling can also be used to stimulate the reproduced field device behavior, and where because the models with the FDI package are provided by the field device manufacturer, correct simulation and hence minimization of the risks upon start-up of industrial installations can be expected.

A system displays a representation of an original equipment remote control device for a target device to be controlled using a macro button of a configurable controlling device. The displayed representation of the original equipment remote control device includes representations of buttons that would be used on the original equipment remote control device to control controllable functions of the target device. The system accepts input by which one or more of the displayed representations of buttons are selected. The macro button is then configured whereby an activation of the macro button will cause a transmission of commands from the configurable controlling device to control those controllable functions of the target devices that correspond to the one or more of the displayed representations of buttons that were selected.

A system displays a representation of an original equipment remote control device for a target device to be controlled using a macro button of a configurable controlling device. The displayed representation of the original equipment remote control device includes representations of buttons that would be used on the original equipment remote control device to control controllable functions of the target device. The system accepts input by which one or more of the displayed representations of buttons are selected. The macro button is then configured whereby an activation of the macro button will cause a transmission of commands from the configurable controlling device to control those controllable functions of the target devices that correspond to the one or more of the displayed representations of buttons that were selected.

An electronic apparatus includes a communication module configured to wirelessly communicate with an external remote controller; a main memory; and a main processor, wherein the main processor is further configured to transmit a control signal for registering a key value corresponding to a first key from among keys included in the external remote controller as a selected function from among a plurality of functions capable of being performed by the electronic apparatus to the communication module, based on product information of the electronic apparatus stored in the main memory, and wherein the communication module is further configured to register the key value corresponding to the first key to the selected function based on the control signal, and control the main processor to perform the selected function based on a signal corresponding to the key value corresponding to the first key being received from the external remote controller.

The present invention discloses a controlling method and the system for smart home, each home appliance records a user's plurality of times of operations, and each sensor module in home appliance collects information on multiple times of working modes of each appliance, sends to the router wirelessly; the router analyzes busiest working periods and according working modes of each appliance, based on multiple times' working modes of each appliance and according working periods; router transmits control signals wirelessly to radio module installed in each appliance, to control each corresponding appliance run automatically in the working mode corresponding to the busiest working periods; the said controlling method and system operates simply, controls automatically without any manual operations, close to users' usage habits, and more humanized, it has freed a user's hands, avoided relying too much on mobile terminals, brought a great convenience to users.