Systems and methods for initiating adjustment of an operation associated with an underwater drilling system

1. A method of initiating adjustment of an operation associated with an underwater drilling system, the method comprising:

executing a drilling operation comprising drilling an underwater borehole;

receiving, using one or more computing device processors, at least one underwater image;

identifying, using the one or more computing device processors, a reference object in the at least one underwater image, wherein a position of the reference object is fixed relative to the underwater borehole;

determining, using the one or more computing device processors, a first parameter associated with the reference object;

identifying, using the one or more computing device processors, an underwater cloud, which is being expelled from the underwater borehole, in the at least one underwater image;

determining, using the one or more computing device processors, a second parameter associated with the underwater cloud;

adjusting, using the one or more computing device processors, the second parameter associated with the underwater cloud based on the first parameter associated with the reference object; and

initiating, using one or more computing device processors, an adjustment of the operation associated with the underwater drilling system based on the adjusted second parameter associated with the underwater cloud.

2. The method of claim 1 , wherein identifying, using the one or more computing device processors, the underwater cloud in the at least one underwater image further comprises

performing a thresholding operation on the underwater image.

3. The method of claim 2 , wherein performing the thresholding operation on the underwater image further comprises separating the underwater image into a first part of the underwater image and a second part of the underwater image, and wherein the first part of the underwater image comprises the underwater cloud.

4. The method of claim 2 , wherein separating the underwater image comprises classifying, based on a threshold, the first part of the underwater image and the second part of the underwater image.

5. The method of claim 2 , wherein preprocessing the underwater image before performing said thresholding operation, comprising one or more of:

cropping the underwater image;

applying contrast enhancement to the underwater image; and

transforming the underwater image into a second underwater image.

6. The method of claim 1 , further comprising determining one or more operation parameters associated with the underwater drilling system based on the adjusted second parameter associated with the underwater cloud.

7. The method of claim 6 , wherein the one or more operation parameters comprises one or more of flow rate, standpipe pressure, mud weight, surface-measured pipe movement, and surface-measured pipe position, and downhole annulus pressure.

8. The method of claim 6 , further comprising generating a log of the one or more operation parameters as a function of time.

9. The method of claim 6 , further comprising synchronizing the one or more operation parameters with one or more additional operation parameters to generate a synchronized log of operation parameters, wherein the one or more operation parameters comprise one or more of flow rate, standpipe pressure, mud weight, surface-measured pipe movement, and surface-measured pipe position, and downhole annulus pressure, and wherein the one or more additional operation parameters comprise one or more of flow rate, standpipe pressure, mud weight, surface-measured pipe movement, and surface-measured pipe position, and downhole annulus pressure, and wherein the synchronized log of operation parameters comprises one or more of virtual flow severity, relative clump size, flow rate, standpipe pressure, and annulus pressure.

10. The method according to claim 1 , wherein the adjusted second parameter provides an indication of at least one of a size, a length, a width, a height, a volume, or a rate of change of at least one of the size, the length, the width, the height, or the volume of the underwater cloud.

11. The method according to claim 1 , wherein the one or more computing device processors are located in one or more computing systems comprised in at least one of an image-capturing system, a remote operating vehicle, the underwater drilling system, an underwater computing system, the reference object, the underwater borehole, or a remote computing system located remotely from the image-capturing system, the remote operating vehicle, the underwater drilling system, the underwater computing system, the reference object, or the underwater borehole.

12. The method according to claim 1 , wherein adjusting the second parameter comprises scaling the second parameter.

13. The method according to claim 1 , wherein the image is captured by an image-capturing system.

14. The method according to claim 1 , wherein the reference object comprises one or more of a drill pipe a wellhead, and a cylinder base.

15. The method of claim 1 , wherein the first parameter comprises at least one of a height, a width, a depth, an orientation, or the position of the reference object.

16. The method of claim 1 , wherein the second parameter comprises at least one of a height, a width, a depth, an orientation, or the position of the underwater cloud.

17. A computing system for outputting one or more operation parameters associated with an underwater drilling system, the computing system comprising:

at least one memory comprising instructions; and

one or more computing device processors for executing the instructions, wherein the instructions comprising:

instructions for receiving at least one underwater image;

instructions for identifying, using the one or more computing device processors, a reference object in the at least one underwater image, wherein a position of the reference object is fixed relative to the underwater borehole;

instructions for determining a first parameter associated with the reference object;

instructions for identifying, in the at least one underwater image, an underwater cloud which is being expelled from the underwater borehole;

instructions for determining a second parameter associated with the underwater cloud;

instructions for adjusting the second parameter associated with the underwater cloud based on the first parameter associated with the reference object;

instructions for determining the one or more operation parameters associated with the underwater drilling system based on the adjusted second parameter associated with the underwater cloud; and

instructions for outputting the one or more operation parameters.

18. The computing system of claim 17 , wherein the instructions further comprising instructions for enhancing or augmenting of the underwater image.

19. The computing system of claim 17 , wherein the one or more computing device processors are comprised in the computing system or located in one or more external computing systems.

20. A non-transitory computer-readable medium including instructions for initiating an adjustment of the operation associated with the underwater drilling system, the instructions comprising:

instructions for receiving at least one underwater image;

instructions for identifying, using the one or more computing device processors, a reference object in the at least one underwater image, wherein a position of the reference object is fixed relative to the underwater borehole;

instructions for determining a first parameter associated with the reference object;

instructions for identifying, in the at least one underwater image, an underwater cloud which is being expelled from the underwater borehole;

instructions for determining a second parameter associated with the underwater cloud;

instructions for adjusting the second parameter associated with the underwater cloud based on the first parameter associated with the reference object; and

instructions for initiating an adjustment of the operation associated with the underwater drilling system based on the adjusted second parameter associated with the underwater cloud.