Systems and methods for data collection utilizing adaptive scheduling of a multiplexer
Systems and methods for data collection and processing are described, including a plurality of variable groups of industrial sensor inputs operationally coupled to an industrial environment and a multiplexer communicatively coupled to the industrial sensor inputs; and a controller configured to receive and monitor the data and adaptively schedule the data collector.
1. A data collection and processing system, comprising:
a plurality of variable groups of industrial sensor inputs operationally coupled to an industrial environment;
a multiplexer communicatively coupled to the plurality of variable groups of industrial sensor inputs and structured to select a first industrial sensor input of the plurality of variable groups of industrial sensor inputs; and
a controller,
wherein the multiplexer is configured to receive measurements of a second industrial sensor input of the plurality of variable groups of industrial sensor inputs communicatively coupled to the multiplexer while the first industrial sensor input is being sampled by the multiplexer and the second industrial sensor input is not being sampled by the multiplexer, and determine an alarm condition in response to the received measurements, and
wherein the controller is configured to adapt and adjust a data collection sequence of the multiplexer in response to the alarm condition including sampling, with the multiplexer, the second industrial sensor input in response to the alarm condition.
2. The data collection and processing system of claim 1 , wherein the controller is further configured to use smart route changes based on one of incoming data or alarms, and to provide simultaneous dynamic data from the plurality of variable groups of industrial sensor inputs in response to the one of incoming data or alarms.
3. The data collection and processing system of claim 1 , wherein the controller is further configured to determine a smart operational deflection shape (ODS) of a component of the industrial environment in response to the plurality of variable groups of industrial sensor inputs.
4. The data collection and processing system of claim 1 , wherein the controller is further configured to utilize a transfer function to determine a relative phase of a third industrial sensor input of the plurality of variable groups of industrial sensor inputs to a fourth industrial sensor input of the plurality of variable groups of industrial sensor inputs.
5. The data collection and processing system of claim 1 , wherein the controller is further configured to identify, for one of the plurality of variable groups of industrial sensor inputs, one of a sensor overload or a sensor saturation.
6. The data collection and processing system of claim 1 , wherein at least one of the plurality of variable groups of industrial sensor inputs comprises an inclinometer or a radio frequency (RF) identification.
7. The data collection and processing system of claim 1 , further comprising a cloud-based storage communicatively coupled to the multiplexer, and wherein the controller is further configured to selectively communicate at least a portion of the received measurements to the cloud-based storage.
8. The data collection and processing system of claim 1 , wherein the controller is further configured to perform machine pattern analysis based on a selected plurality of the plurality of variable groups of industrial sensor inputs, wherein the machine pattern analysis comprises anticipated state information for the industrial environment.
9. The data collection and processing system of claim 7 , wherein the controller is further configured to operate a cloud-based policy automation engine for the industrial environment.
10. The data collection and processing system of claim 9 , wherein the cloud-based policy automation engine comprises at least one of: a sensor selection of the plurality of variable groups of industrial sensor inputs; a sensor deployment of the plurality of variable groups of industrial sensor inputs; a sensor fusion of the plurality of variable groups of industrial sensor inputs; or a data storage profile of the plurality of variable groups of industrial sensor inputs.
11. The data collection and processing system of claim 7 , wherein the controller is further configured to implement a self-organizing data marketplace, the self-organizing data marketplace including at least a portion of data from the plurality of variable groups of industrial sensor inputs.
12. The data collection and processing system of claim 7 , wherein the controller is further configured to implement a self-organizing data pool based on at least one of: sensor utilization, data utilization, or yield metrics.
13. The data collection and processing system of claim 1 , wherein the controller is further configured to implement a distributed ledger, the distributed ledger including at least a portion of data from the plurality of variable groups of industrial sensor inputs.
14. A method of data collection, the method comprising:
receiving, using a multiplexer communicatively coupled to a plurality of variable groups of industrial sensor inputs, the industrial sensor inputs operationally coupled to an industrial environment;
selecting, using the multiplexer, a first industrial sensor input of the plurality of variable groups of industrial sensor inputs;
receiving, using the multiplexer, measurements of a second industrial sensor input of the plurality of variable groups of industrial sensor inputs communicatively coupled to the multiplexer while the first industrial sensor input is being sampled by the multiplexer and the second industrial sensor input is not being sampled by the multiplexer;
determining whether the received measurements are conducive to an alarm condition; and
adapting and adjusting a data collection sequence of the multiplexer in response to the alarm condition including sampling, with the multiplexer, the second industrial sensor input in response to the alarm condition.
15. The method of claim 14 , further comprising using smart route changes based on one of incoming data or alarms, and providing simultaneous dynamic data from the plurality of variable groups of industrial sensor inputs in response to the one of incoming data or alarms.
16. The method of claim 14 , further comprising determining a smart operational deflection shape (ODS) of a component of the industrial environment in response to the plurality of variable groups of industrial sensor inputs.
17. The method of claim 14 , further comprising utilizing a transfer function to determine a relative phase of a third industrial sensor input of the plurality of variable groups of industrial sensor inputs to a fourth industrial sensor input of the plurality of variable groups of industrial sensor inputs.
18. The method of claim 14 , further comprising identifying, for one of the plurality of variable groups of industrial sensor inputs, one of a sensor overload or a sensor saturation.
19. The method of claim 14 , further comprising performing machine pattern analysis based on a selected plurality of the plurality of variable groups of industrial sensor inputs, wherein the machine pattern analysis comprises anticipated state information for the industrial environment.
20. The method of claim 14 , further comprising implementing a self-organizing data marketplace, the self-organizing data marketplace including at least a portion of data from the plurality of variable groups of industrial sensor inputs.