Segmentation of time-frequency signatures for automated pipe defect discrimination

1. A method for taking measurements in a wellbore comprising:

conducting a downhole operation having at least one downhole operational parameter, wherein the at least one downhole operational parameter includes a drilling parameter, a logging parameter, a completion parameter, a production parameter, or a combination thereof;

lowering a downhole logging tool in the wellbore, the downhole logging tool including an electromagnetic logging tool;

obtaining, via the electromagnetic logging tool, a plurality measurements of a downhole element, the downhole element including a plurality of concentric downhole elements, wherein each of the plurality of concentric downhole elements includes a pipe;

processing the plurality of measurements to obtain a plurality of processed measurements;

generating a contour model based on the plurality of processed measurements, wherein the contour model includes a contour shape and a contour length associated with one or more attributes relevant to the plurality of concentric downhole elements;

generating a visualization of the contour model;

determining a downhole parameter of the concentric downhole elements based on the contour model and a radial inversion, the downhole parameter including a three-dimensional defect shape across the plurality of concentric downhole elements, wherein the radial inversion determines a radial depth of the three-dimensional defect shape and the contour model determines the contour shape and the contour length of the three-dimensional defect shape; and

adjusting the at least one downhole operational parameter based on the downhole parameter.

2. The method of claim 1 , further comprising creating a visual representation based on the downhole parameter.

3. The method of claim 1 , wherein the plurality of processed measurements include a depth-frequency domain; a time-frequency domain; a borehole azimuth-depth domain; and/or a depth-time domain.

4. The method of claim 1 , wherein processing the plurality of measurements comprises subtracting a direct signal and/or a non-defected signal from a total signal.

5. The method of claim 1 , further comprising generating a visualization of the plurality of processed measurements in a spectrogram.

6. The method of claim 1 , wherein the contour model includes a contour width.

7. The method of claim 1 , wherein calculating the contour model comprises applying a level set function.

8. The method of claim 1 , wherein the downhole element includes a pipe, a borehole, a formation, and/or a combination thereof.

9. The method of claim 1 , wherein the downhole parameter includes a pipe thickness, a metal loss, a magnetic permeability, a conductivity, a defect, or a combination thereof.

10. The method of claim 1 , wherein the downhole parameter of the pipe is defect, and a visualization of the defect is reproduced on a display screen.

11. A downhole logging tool comprising:

a measuring device for making measurements of a downhole element, wherein the measuring device includes an electromagnetic logging tool, wherein the downhole element includes a plurality of concentric downhole elements, wherein each of the plurality of concentric downhole elements includes a pipe;

a computer-readable storage device having stored therein instructions which, when executed by the processor, cause the processor to perform operations comprising:

receiving a plurality measurements of the plurality of concentric downhole elements from the electromagnetic logging tool,

processing the plurality of measurements to obtain a plurality of processed measurements,

generating a contour model based on the plurality of processed measurements, wherein the contour model includes a contour shape and a contour length associated with one or more attributes relevant to the plurality of concentric downhole elements,

generating a visualization of the contour model,

determining a parameter of the plurality of concentric downhole elements based on the contour model and a radial inversion, the parameter including a three-dimensional defect shape across the plurality of concentric downhole elements, wherein the radial inversion determines a radial depth of the three-dimensional defect shape and the contour model determines the contour shape and the contour length of the three-dimensional defect shape, and

adjusting at least one downhole operational parameter based on the parameter of the plurality of concentric downhole elements.

12. The downhole logging tool of claim 11 , wherein

the parameter includes a pipe thickness, a metal loss, a magnetic permeability, a conductivity, a defect, or a combination thereof.

13. The downhole logging tool of claim 11 , wherein the operations include transmission of the parameter of the concentric downhole elements to a surface for representation of the defect on a display screen.

14. A system comprising:

a downhole logging tool disposed within a wellbore, wherein the downhole logging tool includes an electromagnetic logging tool; and

a server communicatively coupled with the downhole logging tool, the server having a processor and a memory, the memory storing instructions which, when executed cause the processor to:

receiving a plurality measurements of a downhole element from the electromagnetic logging tool, wherein the downhole element includes a plurality of concentric downhole elements, wherein each of the plurality of concentric downhole elements includes a pipe,

processing the plurality of measurements to obtain a plurality of processed measurements,

generating a contour model based on the plurality of processed measurements, wherein the contour model includes a contour shape and a contour length associated with one or more attributes relevant to the plurality of concentric downhole elements,

generating a visualization of the contour model,

determining a parameter of the plurality of concentric downhole elements based on the contour model and a radial inversion, the parameter including a three-dimensional defect shape across the plurality of concentric downhole elements, wherein the radial inversion determines a radial depth of the three-dimensional defect shape and the contour model determines the contour shape and the contour length of the three-dimensional defect shape, and

adjusting at least one downhole operational parameter based on the parameter of the plurality of concentric downhole elements.

15. The system of claim 14 , wherein

the parameter includes pipe thickness, metal loss, magnetic permeability, conductivity, defect, or a combination thereof.