Non-Destructive Evaluation of Pipe Seam Toughness via Frictional Sliding

Abstract Several operators have increased the number of pipe cutouts and associated laboratory toughness testing for vintage assets to fill gaps in material records. Original testing certificates did not include fracture toughness, a property that the legacy version of the manufacturing specification did not require. This paper provides a non-destructive evaluation (NDE) approach to pipe seam toughness that can reduce the need for these disruptive pipe cutouts and increase the available dataset for the pipe toughness of specific assets. The NDE approach is currently specific to electric resistance welded (ERW) pipes, but data is provided from a limited proof-of-concept for Electro Flash Welded (EFW) pipes. The current process first estimates the seam’s 85% shear transition temperature in the CVN impact energy vs. temperature curve using the machine learning (ML) model. The predicted transition temperatures are shifted based on American Petroleum Institute (API) API 1176 to account for the difference in strain rate between a CVN test (impact) and fracture initiation (quasi-static). This shifted transition temperature is then compared to the minimum operating temperature. If the operating temperature is higher than the transition temperatures, the pipe material is confirmed to be in the upper shelf region of the CVN impact energy vs. temperature curve. If upper shelf values are applicable, a distribution of CVN toughness values for like samples is used to determine a conservative toughness estimate. A secondary machine learning model can provide an actual estimate of the toughness value.

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Publication Details

Published
2024-09-23
DOI
https://doi.org/10.1115/ipc2024-133343
Primary Topic
Geotechnical Engineering and Underground Structures
Type
article
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article

Non-Destructive Evaluation of Pipe Seam Toughness via Frictional Sliding

Simon Bellemare, Intisar Rizwan I Haque, Ryan T. Lacy
3 links
Geotechnical Engineering and Underground Structures
article

Non-Destructive Evaluation of Pipe Seam Toughness via Frictional Sliding

Simon Bellemare, Intisar Rizwan I Haque, Ryan T. Lacy
article en

Abstract

Abstract Several operators have increased the number of pipe cutouts and associated laboratory toughness testing for vintage assets to fill gaps in material records. Original testing certificates did not include fracture toughness, a property that the legacy version of the manufacturing specification did not require. This paper provides a non-destructive evaluation (NDE) approach to pipe seam toughness that can reduce the need for these disruptive pipe cutouts and increase the available dataset for the pipe toughness of specific assets. The NDE approach is currently specific to electric resistance welded (ERW) pipes, but data is provided from a limited proof-of-concept for Electro Flash Welded (EFW) pipes. The current process first estimates the seam’s 85% shear transition temperature in the CVN impact energy vs. temperature curve using the machine learning (ML) model. The predicted transition temperatures are shifted based on American Petroleum Institute (API) API 1176 to account for the difference in strain rate between a CVN test (impact) and fracture initiation (quasi-static). This shifted transition temperature is then compared to the minimum operating temperature. If the operating temperature is higher than the transition temperatures, the pipe material is confirmed to be in the upper shelf region of the CVN impact energy vs. temperature curve. If upper shelf values are applicable, a distribution of CVN toughness values for like samples is used to determine a conservative toughness estimate. A secondary machine learning model can provide an actual estimate of the toughness value.

Openalex Percentile: Top 74%
Geotechnical Engineering and Underground Structures
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Non-Destructive Evaluation of Pipe Seam Toughness via Frictional Sliding — Simon Bellemare, Intisar Rizwan I Haque, et al. · (2024) | TGRS Research Map | TGRS