Methods and systems for industrial internet of things data collection for process adjustment in an upstream oil and gas environment
In embodiments of the present invention improved capabilities are described for a system for process monitoring through data collection in an industrial drilling environment 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 industrial drilling environment; a data storage structured to store collected data from the plurality of input channels; a data acquisition circuit structured to interpret the plurality of process parameter values from the collected data; and a data analysis circuit structured to analyze the plurality of process parameter values to detect a process condition associated with the industrial drilling environment, wherein an operational process for the industrial drilling environment is altered based on the analysis of the plurality of process parameter values.
1. A system for process monitoring through data collection in an industrial drilling 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 industrial drilling environment;
a data storage structured to store collected data from the plurality of input channels;
a data acquisition circuit structured to interpret the plurality of process parameter values from the collected data; and
a data analysis circuit structured to analyze the plurality of process parameter values to detect a process condition associated with the industrial drilling environment,
wherein an operational process for the industrial drilling environment is altered based on the analysis of the plurality of process parameter values,
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.
2. The system of claim 1 , wherein the operational process is a rate of material flow in the industrial drilling environment.
3. The system of claim 1 , wherein the operational process is a rotational rate of a drilling rig component in the industrial drilling environment.
4. The system of claim 1 , wherein the selected collector route is switched in response to the data analysis circuit detecting a change in an operating stage of the industrial drilling environment.
5. 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 detects the pre-determined trigger condition.
6. The system of claim 1 , wherein the process condition is a failure condition or an off-nominal condition for an industrial drilling component, wherein the operational process is altered to decrease a safety risk.
7. The system of claim 1 , wherein the operational process is altered to increase productivity in the industrial drilling environment.
8. The system of claim 1 , wherein the data analysis circuit utilizes a neural network to analyze the plurality of process parameter values.
9. The system of claim 8 , wherein the neural network is a probabilistic neural network to predict the process condition as a fault condition.
10. The system of claim 8 , wherein the neural network is a convolutional neural network to make a recommendation based on the analysis of the plurality of process parameter values.
11. The system of claim 8 , wherein the neural network is switched between a first neural network to a second neural network by an expert system in response to determining that the system is varying dynamically.
12. 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.
13. The system of claim 1 , wherein the data analysis circuit utilizes a noise pattern analysis to detect the process condition.
14. A computer-implemented method for process monitoring through data collection in an industrial drilling environment, the method comprising:
providing 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 industrial drilling environment;
providing a data storage structured to store collected data from the plurality of input channels;
providing a data acquisition circuit structured to interpret the plurality of process parameter values from the collected data; and
providing a data analysis circuit structured to analyze the plurality of process parameter values to detect a process condition associated with the industrial drilling environment,
wherein an operational process for the industrial drilling environment is altered based on the analysis of the plurality of process parameter values,
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 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.
15. The method of claim 14 , wherein the operational process is a rotational rate of a drilling rig component in the industrial drilling environment.
16. An apparatus for process monitoring through data collection in an industrial drilling 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 industrial drilling environment;
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; and
a data analysis component structured to analyze the plurality of process parameter values to detect a process condition associated with the industrial drilling environment,
wherein an operational process for the industrial drilling environment is altered based on the analysis of the plurality of process parameter values,
wherein the data storage component further stores a plurality of collector routes,
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 analysis of the plurality of process parameter values.
17. The apparatus of claim 16 , wherein the operational process is a rotational rate of a drilling rig component in the industrial drilling environment.