Systems and methods for adjusting process parameters in a production environment

1. A system for process monitoring through data collection in a production environment, the system comprising:

a data collector communicatively coupled to a plurality of input channels, each input channel connected to a monitoring point from which data is collected, the collected data providing a plurality of process parameter values for the production environment;

a data storage structured to store collected data from the plurality of input channels, the collected data being moved among a plurality of storage locations over a corresponding plurality of intervals, each of the plurality of storage locations being selected based on at least one of a cost of storage, a data protocol, a storage medium, a security plan, or a data priority;

a data acquisition circuit structured to interpret the plurality of process parameter values from the collected data;

a data analysis circuit structured to analyze the plurality of process parameter values to detect a process condition associated with the production environment; and

a response circuit structured to automatically adjust an operational process for the production environment in response to the detected process condition,

wherein each of the plurality of storage locations, subsequent to a first of the plurality of storage locations, is further selected based on the detected process condition associated with the production environment.

2. The system of claim 1 , wherein the operational process is a rotational rate of a component in the production environment.

3. The system of claim 1 , wherein an operational process parameter, related to the operational process, is at least one of a production outcome, a product quality description, a product yield description, a product quantity description, a product variability description, a process completion time, a product purity result, or a production capacity.

4. The system of claim 1 , wherein:

the data storage further stores a plurality of collector routes;

wherein the plurality of collector routes each comprise a different data collection routine; and

wherein a selected collector route is switched from a first collector route to a second collector route based on the analysis of the plurality of process parameter values.

5. The system of claim 4 , wherein the switched collector route is due to the data analysis circuit detecting a change in an operating stage of the production environment.

6. The system of claim 1 , wherein:

the monitoring point provides a continuously monitored alarm having a pre-determined trigger condition; and

the data analysis circuit is further structured to detect the pre-determined trigger condition.

7. The system of claim 1 , wherein the response circuit is further structured to automatically adjust the operational process by performing at least one of: changing an equipment type, changing operating parameters for a piece of equipment, or making recommendations regarding future equipment for a system.

8. The system of claim 1 , wherein the operational process is altered to increase productivity of the production environment.

9. The system of claim 1 , wherein the data analysis circuit utilizes a neural network to analyze the plurality of process parameter values.

10. The system of claim 9 , wherein the neural network is a probabilistic neural network to predict the process condition as a fault condition.

11. The system of claim 9 , wherein the neural network is a convolutional neural network to make a recommendation based on the analysis of the plurality of process parameter values.

12. The system of claim 9 , wherein the neural network is switched between a first neural network to a second neural network by an expert system.

13. The system of claim 1 , wherein the data analysis circuit compares the plurality of process parameter values to a stored vibration fingerprint to detect the process condition.

14. The system of claim 1 , wherein the data analysis circuit utilizes a noise pattern analysis to detect the process condition.

15. The system of claim 1 , wherein the plurality of intervals corresponds to at least one of events, process operations, or time periods.

16. The system of claim 1 , wherein the plurality of storage locations includes local storage and cloud storage.

17. A computer-implemented method for process monitoring through data collection in a production environment, the method comprising:

collecting data from a data collector communicatively coupled to a plurality of input channels, each input channel connected to a monitoring point from which data is collected, the collected data providing a plurality of process parameter values for the production environment;

moving the collected data among a plurality of storage locations over a corresponding plurality of intervals, each of the plurality of storage locations being selected based on at least one of a cost of storage, a data protocol, a storage medium, a security plan, or a data priority;

interpreting the plurality of process parameter values from the collected data;

analyzing the plurality of process parameter values to detect a process condition associated with the production environment; and

automatically adjusting an operational process for the production environment in response to the detected process condition,

wherein the at least one of the cost of storage, the data protocol, the storage medium, the security plan, or the data priority is adjusted based on the detected process condition associated with the production environment.

18. The computer-implemented method of claim 17 , wherein the operational process is a rotational rate of a component in the production environment.

19. The computer-implemented method of claim 17 , further comprising:

storing a plurality of collector routes in a data storage,

wherein the plurality of collector routes each comprise a different data collection routine, and

wherein the collector route is switched from a first collector route to a second collector route based on the analyzing the plurality of process parameter values.

20. The method of claim 17 , wherein the plurality of intervals corresponds to at least one of events, process operations, or time periods.

21. The method of claim 17 , wherein the plurality of storage locations includes local storage and cloud storage.

22. An apparatus for process monitoring through data collection in a production environment, the apparatus comprising:

a data collector component communicatively coupled to a plurality of input channels, each input channel connected to a monitoring point from which data is collected, the collected data providing a plurality of process parameter values for the production environment, the collected data being stored using a plurality of data resolution values over a corresponding plurality of intervals, each of the plurality of data resolution values being selected based on at least one of a sampling rate, a storage type, a storage location, sensor limitations, network limitations, one or more available sensor communication devices, a cost of data storage, a cost of data transmission, a data protocol, a storage medium, a security plan, or a data priority;

a data storage component structured to store collected data from the plurality of input channels;

a data acquisition component structured to interpret the plurality of process parameter values from the collected data;

a data analysis component structured to analyze the plurality of process parameter values to detect a process condition associated with the production environment; and

a response component structured to automatically adjust an operational process for the production environment in response to the detected process condition,

wherein each of the plurality of data resolution values, subsequent to a first of the plurality of data resolution values, is further selected based on the detected process condition associated with the production environment.

23. The apparatus of claim 22 , wherein the operational process is a rotational rate of a component in the production environment.

24. The apparatus of claim 22 , wherein:

the data storage component further stores a plurality of collector routes;

the plurality of collector routes each comprise a different data collection routine; and

the collector route is switched from a first collector route to a second collector route based on the analysis of the plurality of process parameter values.

25. The apparatus of claim 22 , wherein the plurality of intervals corresponds to at least one of events, process operations, or time periods.