An apparatus including a sensor communication circuit structured to interpret a plurality of sensor data values from input sensors operationally coupled to a component of an industrial environment, a sensor data storage profile to determine a data storage profile in response to a processing capability associated with each of a plurality of data storage devices, and a data storage implementation circuit, communicatively coupled to each of the plurality of data storage devices, to store at least a portion of the sensor data values in response to the data storage profile is disclosed. The data storage profile may include a data storage plan wherein the data storage plan includes a storage location and a storage time for sensor data values.

A system for data collection, the system according to one disclosed non-limiting embodiment of the present disclosure may include an analog switch, a data acquisition circuit structured to interpret a plurality of detection values received from a detection package comprising a plurality of input sensors, each of the plurality of input sensors may be operatively coupled to an equipment component and at least one of a plurality of inputs of the analog switch. The system may further include a data analysis circuit to predict a future state of at least one equipment component based upon the plurality of detection values and data received from a data collection band circuit, wherein the analog switch is adapted to selectively couple at least one of a plurality of inputs to at least one of a plurality of outputs.

An aircraft control system may include an engine control subsystem, a flight control subsystem, a processor, and a tangible, non-transitory memory. The tangible, non-transitory memory may be configured to communicate with the processor, and the tangible, non-transitory memory may have instructions stored thereon that, in response to execution by the processor, cause the aircraft control system to perform various operations. The various operations may include controlling, by the processor, the engine control subsystem and controlling, by the processor, the flight control subsystem. That is, a single processor (or a single set of processors) may control both the engine control subsystem and the flight control subsystem.

A to-be-classified data generating unit generating to-be-classified data from pieces of sensor data collected from an apparatus; a division candidate selecting unit selecting, as division candidates, candidates of boundary lines used to divide a value range of the to-be-classified data generated by the to-be-classified data generating unit; and a connection density calculating unit calculating, for each division candidate selected by the division candidate selecting unit, a connection density representing closeness of collection timings between pieces of the to-be-classified data divided by each division candidate are provided. Further, a classifying unit extracting division candidates to be used for classifying the operational statuses from among the division candidates using the connection density calculated by the connection density calculating unit, and classifying the to-be-classified data into respective operational statuses by dividing the value range of the to-be-classified data using the extracted division candidates is provided.

A programmable electronic computer embedded in an avionics environment on board an aircraft for implementing at least one critical function and associated electronic device, method and computer program are disclosed. In one aspect, the electronic computer includes at least one control module configured to implement a respective critical function and configured to deliver at least one output data item associated with the critical function, and at least one monitoring module of a control module of another electronic computer. Each monitoring module configured to implement the same respective critical function as the one implemented by the monitored control module.

Methods and systems for data collection with haptic feedback and control of data storage and bandwidth are disclosed. A system can include a data collector to collect data based on a selected data collection routine, a data storage structured to store collector routes and collected data, a data acquisition circuit to interpret the collected data and determine an occurrence of an anomalous condition, a data analysis circuit to evaluate a data storage constraint and adjust a volume of collected data stored in response to the evaluation, wherein the data analysis circuit determines an aggregate rate of data being collected, wherein if the aggregate rate exceeds a current bandwidth allocation rate, then the data analysis circuit requests an increase to the current bandwidth allocation rate, and a haptic user device for generating a haptic stimulation in response to receipt of a signal indicating an occurrence of a specified anomalous condition.

Methods and systems for data collection in downstream oil and gas environment with haptic feedback and continuously monitored alarm are disclosed. A monitoring system for data collection can include a data acquisition circuit to interpret a plurality of detection values, a data analysis circuit to analyze the detection values to determine at least one of a sensor state, a process state, or a component state and determine an alarm value in response to at least one of the detection values, an analysis response circuit to perform an action in response to the at least one of the sensor state, the process state, or the component state and continuously monitor the alarm value, and a haptic user device to generate a haptic stimulation.

Methods and systems for data collection in production lines with future status prediction and load balancing are disclosed. A monitoring system can include a data acquisition circuit structured to interpret a plurality of detection values; a data analysis circuit structured to analyze a subset of the plurality of detection values to determine a future status of a component or the production process of the production line, wherein the future status includes at least one of: a future state of the at least one of the plurality of components, a future condition of the at least one of the plurality of components, or a future stage of the production process, and an analysis response circuit structured to perform an action in response to the determination of the future status, wherein the action includes rebalancing process loads.

Methods and systems for data collection in chemical or pharmaceutical processes with future status prediction and load balancing are disclosed. A monitoring system for data collection can include a data acquisition circuit to interpret a plurality of detection values, each of the plurality of detection values corresponding to input received from an input sensor operatively coupled to a component or a subprocess of the chemical or pharmaceutical process, a data analysis circuit to analyze a subset of the plurality of detection values to determine a future status of a component or subprocess process, wherein the future status includes at least one of: a future state, a future condition, or a future stage, and an analysis response circuit to perform an action in response to the determination of the future status, wherein the action includes rebalancing a process load.

Methods and systems for data collection in mining environment with haptic feedback and continuously monitored alarm are disclosed. A system can include a data acquisition circuit to interpret a plurality of detection values, a data analysis circuit to analyze the plurality of detection values to determine at least one of a sensor state, a process state, or a component state and an alarm value, an analysis response circuit to perform an action in response to the at least one of the sensor state, the process state, or the component state and to continuously monitor the alarm value, and a haptic user device.