Methods and systems for detection in an industrial internet of things data collection environment
Monitoring, systems and methods for data collection in an industrial environment are disclosed. A system may include a data collector communicatively coupled to a plurality of input channels and to a network infrastructure, wherein the data collector collects data based on a selected data collection routine, a data storage structured to store a plurality of collector routes and collected data, a data acquisition circuit structured to interpret a plurality of detection values from the collected data, and a data analysis circuit structured to analyze the collected data, and sense a change in operation and determine an aggregate rate of data being collected from the plurality of input channels. If the aggregate rate exceeds a throughput parameter the data analysis circuit alters the data collection to reduce the amount of data collected or, based on the sensed change, modify a collector route.
1. A monitoring system for data collection, the system comprising:
a data collector including a plurality of available sensors each outputting a respective detection signal in real-time;
a data storage structured to store a collector route template for the plurality of available sensors, the collector route template comprising a sensor collection routine for defining how the plurality of available sensors are coupled to a plurality of input channels; and
a data acquisition and analysis circuit structured to:
receive detection signals from the plurality of available sensors via the plurality of input channels, each of the detection signals having a corresponding one of a plurality of detection values;
evaluate the plurality of detection values with respect to a rule to sense a change in an operational mode of an industrial environment; and
select an alternate sensor collection routine to reduce an amount of collected data by the plurality of available sensors via the plurality of input channels when an aggregate rate of the collected data exceeds a throughput parameter,
wherein the sensed change is a changed physical condition of the industrial environment, and is based on at least one of a failure condition of the industrial environment, a performance condition of the industrial environment, a power condition of the industrial environment, a temperature condition of the industrial environment, or a vibration condition of the industrial environment,
wherein the data collector is configured to modify the sensor collection routine based on the sensed changed physical condition of the industrial environment, and
wherein the data collector is further configured to modify the sensor collection routine, in response to sensing the changed physical condition in the industrial environment, by the data collector being configured to:
switch from receiving detection signals from a first grouping of the plurality of available sensors to receiving detection signals from a second grouping of the plurality of available sensors, and
change at least one of:
(a) one or more of the plurality of input channels through which the data acquisition and analysis circuit receives the detection signals from the plurality of available sensors, or
(b) a collection timing of the detection signals from the one or more of the plurality of input channels.
2. The system of claim 1 , wherein the system is deployed:
in part locally on the data collector; and
in part on an information technology infrastructure component apart and remote from the data collector.
3. The system of claim 1 , wherein each of the plurality of available sensors is located in the industrial environment and senses a corresponding parameter.
4. The system of claim 1 , wherein the rule is based on an operational state of a machine with respect to which the plurality of available sensors provides information.
5. The system of claim 1 , wherein the rule is based on an anticipated state of a machine with respect to which the plurality of available sensors provides information.
6. The system of claim 1 , wherein the rule is based on a detected fault condition of a machine with respect to which the plurality of available sensors provides information.
7. The system of claim 1 , wherein the evaluation of the plurality of detection values is based on the operational mode and operational mode routing collection schemes.
8. The system of claim 7 , wherein the operational mode is at least one of a normal operational mode, a peak operational mode, an idle operational mode, a maintenance operational mode, or a power savings operational mode.
9. The system of claim 7 , wherein the data collector modifies the sensor collection routine because the data acquisition and analysis circuit determines a change in operational modes.
10. The system of claim 9 , wherein the change in operational modes comprises a change to at least one of an accelerated maintenance mode, a failure mode, an analysis mode, a power-savings mode, or a high-performance mode.
11. The system of claim 1 , wherein the evaluation of the plurality of detection values with respect to the rule is based on a collection routine with respect to a collection parameter.
12. The system of claim 11 , wherein the collection parameter is at least one of a network availability, a sensor availability, or a time-based collection routine.
13. The system of claim 11 , wherein the collection routine collects sensor data on a schedule.
14. The system of claim 11 , wherein the collection routine evaluates sensor data over time.
15. The system of claim 1 , wherein the industrial environment includes a machine comprising at least one of a fan, a motor, a conveyor, an assembly line, a generator, or a turbine, and the data acquisition and analysis circuit is structured to evaluate the plurality of detection values with respect to the rule to sense the change in the operational mode of the machine.
16. The system of claim 1 , wherein:
the data collector is configured to modify the sensor collection routine by changing the collection timing of the detection signals from one or more of the plurality of input channels; and
the collection timing includes at least one of: a sampling rate of the one or more of the plurality of input channels, or a burst sampling of the one or more of the plurality of input channels.
17. The system of claim 1 , wherein the data collector is configured to modify the sensor collection routine by changing the plurality of input channels to a first input channel of the plurality of input channels and a group of input channels of the plurality of input channels that are related to the first input channel.
18. A monitoring system for data collection in an industrial environment, the system comprising:
a data collector communicatively coupled to a plurality of input channels and to a network infrastructure, the data collector being configured to collect data from the plurality of input channels based on a selected sensor collection routine, the data collector comprising a plurality of sensors each outputting a respective detection signal in real-time;
a data storage structured to store a collector route template for the plurality of sensors and collected data that correspond to the plurality of input channels, the collector route template comprising a sensor collection routine for defining how the plurality of sensors are coupled to the plurality of input channels, each sensor collection routine comprising a different routing configuration; and
a data acquisition and analysis circuit structured to:
receive detection signals via the plurality of input channels from the collected data, each of the detection signals having a corresponding one of a plurality of detection values;
interpret and evaluate the plurality of detection values with respect to a rule to sense a change in an operational mode of the industrial environment, each of the plurality of detection values corresponding to at least one of the plurality of input channels, the sensed change being based on at least one of a failure condition of the industrial environment, a performance condition of the industrial environment, a power condition of the industrial environment, a temperature condition of the industrial environment, or a vibration condition of the industrial environment;
analyze the collected data and determine an aggregate rate of data being collected from the plurality of input channels; and
if the aggregate rate of data being collected exceeds a throughput parameter of the network infrastructure, then select an alternate sensor collection routine to reduce an amount of data collected,
wherein the data collector is further configured to modify the sensor collection routine to be the alternate sensor collection routine, based on the sensed change in the operational mode by the data collector being configured to:
switch from receiving detection signals from a first grouping of the plurality of sensors to receiving detection signals from a second grouping of the plurality of sensors, and
change at least one of:
(a) one or more of the plurality of input channels through which the data acquisition and analysis circuit receives the detection signals, or
(b) a collection timing of the detection signals from the one or more of the plurality of input channels.
19. The system of claim 18 , wherein the selected alternate sensor collection routine comprises an alternate routing configuration to reduce the amount of data being collected.
20. A computer-implemented method for data collection in an industrial environment, the method comprising:
a data collector collecting data from a plurality of input channels based on a selected sensor collection routine, the data collector comprising a plurality of sensors each outputting a respective detection signal in real-time;
a data storage storing a collector route template for the plurality of sensors and collected data that correspond to the plurality of input channels, the collector route template comprising a sensor collection routine for defining how the plurality of sensors are coupled to the plurality of input channels, each sensor collection routine comprising a different routing configuration;
a data acquisition and analysis circuit receiving detection signals via the plurality of input channels from the collected data, each of the detection signals having a corresponding one of a plurality of detection values;
the data acquisition and analysis circuit interpreting and evaluating the plurality of detection values with respect to a rule to sense a change in an operational mode of the industrial environment, each of the plurality of detection values corresponding to at least one of the plurality of input channels, the sensed change being based on at least one of: a failure condition of the industrial environment, a performance condition of the industrial environment, a power condition of the industrial environment, a temperature condition of the industrial environment, or a vibration condition of the industrial environment;
the data acquisition and analysis circuit analyzing the collected data and determining an aggregate rate of data being collected from the plurality of input channels;
if the aggregate rate of data being collected exceeds a throughput parameter of a network infrastructure, then the data acquisition and analysis circuit altering the data collection to reduce an amount of data collected; and
the data collector modifying the sensor collection routine, based on the sensed change in the operational mode, to alter the data collection by:
switching from receiving detection signals from a first grouping of the plurality of sensors to receiving detection signals from a second grouping of the plurality of sensors, and
changing at least one of:
(a) one or more of the plurality of input channels through which the data acquisition and analysis circuit receives the detection signals, or
(b) a collection timing of the detection signals from the one or more of the plurality of input channels.
21. The method of claim 20 , wherein to reduce the amount of data being collected, the selected sensor collection routine is switched to a second collection routine or a channel of the data collector is deactivated.