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www.ndt-global.com | White Paper | Ultrasonic Inline Inspection Advances 1 | 6
INTRODUCTION
More than three million kilometers of high-pressure liquid and gas pipelines are installed all
over the world. Generally, steel pipelines provide the safest means to transport large quantities
of oil, natural gas, and oil-related products. However, like any other technical component, they
can deteriorate. As a result, flaws can appear and grow until the pipeline fails. The appearance
of cracks, especially stress corrosion cracking, is of increasing concern. These flaws must be
identified before they endanger the integrity of the pipeline.
Intelligent inline inspection (ILI) systems are widely used throughout the industry to guarantee
safe operations. ILI tools record data while traveling through the entire pipeline from launcher
to receiver. Ultrasonic Technology (UT) is the most accurate and reliable ILI technology available
today. But, until recently, the capabilities of this technology were restrained by a limitation on
crack-depth sizing.
This white paper looks at how the new generation of high-resolution inspection robots overcame
the crack-depth sizing limit of previous-generation UT for detection, sizing, and locating of cracks
and crack-like defects in the body and welds of transmission pipelines. Supporting test data is
also provided.
Introduction
A brief history of NDT
Mainstream technology,
with limitations
First-generation
ultrasonic tools
High-resolution robots
Summary
References
ULTRASONIC ILI REMOVES
CRACK DEPTH-SIZING LIMITS
WHITE PAPER
ADVANCES IN SEVERAL AREAS
HAVE DRIVEN THE EVOLUTION OF
HIGH-RESOLUTION ROBOTS
High-resolution inspection robot – Evo Series 1.0 UCx
www.ndt-global.com | White Paper | Ultrasonic Inline Inspection Advances 2 | 6
A BRIEF HISTORY OF
NONDESTRUCTIVE TESTING 
Nondestructive testing1
(NDT) has been practiced for many
decades, with initial developments spurred by the technological
advances that occurred during World War II and subsequent
defense efforts. Its original purpose was the detection of defects.
As a part of "safe life" design, it was intended that a structure
should not develop macroscopic defects during its lifetime, with
the detection of such defects being a cause for removal of the
component from service. In response to this need, increasingly
sophisticated techniques emerged from using ultrasonics, eddy
currents, x-rays, dye penetrants, magnetic particles, and other
forms of interrogating energy.
In the early 1970s, two events occurred that caused a major
change in the NDT field. Improvements in the technology led
to the ability to detect small flaws, which caused more parts to
be rejected even though the probability of component failure
had not changed. However, the discipline of fracture mechanics
emerged, which enabled the ability to predict whether a crack
of a given size will fail under a particular load when a material's
fracture toughness properties are known. Other methods were
developed to predict the growth rate of cracks under cyclic
loading (fatigue). With the advent of these tools, it became
possible to accept structures containing defects if the sizes
of those defects were known. This formed the basis for the
new philosophy of “damage tolerant” design. Components
having known defects could continue in service as long as it
is established that those defects would not grow to a critical,
failure producing size.
A new challenge was thus presented to the nondestructive
testing community. Detection was not enough. One needed to
also obtain quantitative information about flaw size to serve as
an input to fracture mechanics-based predictions of remaining
life. The need for quantitative information was particularly
strong in the defense and nuclear power industries and led
to the emergence of quantitative nondestructive evaluation
(QNDE) as a new engineering/research discipline. A number
of research programs around the world were started, such
as the Center for Nondestructive Evaluation at Iowa State
University (emerging from major research effort at the Rockwell
International Science Center), the Electric Power Research
Institute in Charlotte, North Carolina, the Fraunhofer Institute
for Nondestructive Testing in Saarbrucken, Germany, and the
Nondestructive Testing Centre in Harwell, England.
MAINSTREAM TECHNOLOGY,
WITH LIMITATIONS
Crack inspection of pipelines by pigging tools, or robots
using conventional ultrasonic shear wave technology has
become the standard for ILI of liquid pipelines. These robots
have proven very successful detection of various types of
cracks or crack-like anomalies. Because most cracks or
crack-like defects in pipelines are axially oriented, first-
generation inspection tools were developed for axial crack
inspection.
In comparison to circumferential cracks, axial cracking shows
a significant threat to the pipeline due to hoop stress. Cracks,
crack-like anomalies, or linear anomalies can appear in the
base material or in the longitudinal weld. The latter is the
greatest threat because this is the weakest area in the pipeline.
Axial anomalies in the long seam have different causes, such
as fatigue and manufacturing anomalies.
FIRST-GENERATION ULTRASONIC
TOOLS
Ultrasonic tools for inline inspection first appeared in the
early 1980s. The purpose of these tools was the detection
and sizing of metal loss. Crack inspection tools first appeared
in the mid-1990s. The major advantage of ultrasonic tools
is their ability to provide quantitative measurements of the
pipe wall inspected, unlike earlier-technology magnetic flux
leakage (MFL) tools. Experience has also proven that ultrasonic
technology provides a reliable means to detect and accurately
size cracks and crack-like anomalies in pipelines.
Figure 1 – Standard resolution loop test results, 49% within ±2 dB
Figure 2 – High-resolution loop test results, 85% within ±2 dB
Loop test details from standard and high-resolution inspections
TESTS HAVE PROVEN THAT THE INCREASE
OF CIRCUMFERENTIAL RESOLUTION REDUCED
DISPERSION OF THE MEASUREMENT
www.ndt-global.com | White Paper | Ultrasonic Inline Inspection Advances 3 | 6
Absolute depth sizing for crack inspections was introduced
around 2013, with the limitation that features greater than
4 mm (0.16 in) could not be sized. Technology improvements,
especially the introduction of high-resolution robots, have
allowed new methodologies to remove this limitation and size
the depth of the features for the full range.
HIGH-RESOLUTION ROBOTS
Advances in several areas have driven the evolution of high-
resolution robots. Among these advances are sensor size and
sensitivity, which enables increased density, and the ability to
acquire, store, and process much greater amounts of data.
The availability and quality of this data have in turn driven
improvements in analysis. The result is a large increase in
accuracy.
In general, the resolution of an ultrasonic ILI robot is produced
by four components:
■■ Axial resolution is the axial distance between two
	 consecutive measurements of the ultrasonic sensors.
■■ Circumferential resolution is the circumferential distance
	 between two adjacent ultrasonic sensors. Both axial and 	
	 circumferential resolution determine the scanning grid.
■■ Sampling frequency of analog-to-digital converter (ADC) 	
	 determines the resolution of the time-of-flight measurement
	 of ultrasonic indications as well as the maximum amplitude
	 error of the peak amplitude measurement.
■■ Sampling depth of ADC determines the resolution of the
	 amplitude measurement of ultrasonic indications. It also 	
	 relates to the dynamic amplitude range that can be covered.
Previous-generation tools typically have a standard
circumferential resolution of 10 mm (0.39 in). In comparison,
current-generation, high-resolution robots have 5 mm (0.20 in)
circumferential resolution. The resolution increase, provided by
doubling the number of sensors, has two highly useful effects:
1) it reduces measurement dispersion by having more sensors
scanning the same area, and
2) it increases the probability of having one sensor in the
optimal position in relation to the feature.
Tests have proven that the increase of circumferential
resolution reduced dispersion of the measurement.
Comparison between standard and high-resolution inspections
was performed at NDT Global's advanced testing facility in
Stutensee, Germany.
During the comparison, a threshold of ±2 dB was established
between the designed depth and the measured depth. Figure 1
displays the results from the standard resolution, where
0 dB on the X axis represents the amplitude expected to
calculate the designed depth. Standard robots show 49% of
the measurements within ±2 dB.
Figure 2 is the result of high-resolution loop tests. The chart
shows a homogeneous bell curve where 85% of the results are
within the established threshold of ±2 dB. Standard resolution
required a threshold of ±6 dB to achieve 80%.
Circumferential
resolution
No. of features Depth range
Standard 360 1 mm ... 5 mm with 1 mm steps
High resolution 2250 1 mm ... 5 mm with 1 mm steps
Figure 4 – CE amplitude response vs increasing feature depth (top) and
ICE amplitude response vs increasing feature depth (bottom)
Crack echo
Indirect crack echo
Figure 3 – Scanning grid for UC and UCx and corresponding examples of
sensor carriers
a) Scanning grid UC (3 mm x 10 mm)
c) Example UC sensor carrier
b) Scanning grid UCx (1.5 mm x 5 mm)
c) Example UCx sensor carrier
A NEW DEPTH-SIZING ALGORITHM WAS
DEVELOPED FOR THIS METHODOLOGY,
WHICH INCLUDES INPUT FROM
CONVENTIONAL PULSE-ECHO AND
THE ICE USED FOR ENHANCED SIZING
www.ndt-global.com | White Paper | Ultrasonic Inline Inspection Advances 4 | 6
Scanning Grid
Fig. 3 shows the scanning grid for the standard NDT Global
crack inspection robot (Fig. 3a) and the company's scanning
grid that can be achieved with high-resolution robot (Fig. 3b).
Here, the scanning grid is defined by the axial resolution and
the circumferential resolution. For high-resolution inspection,
the ultrasonic shot density is higher by a factor of four,
which increases the data volume by the same factor. The
improvement of the circumferential resolution can also be
recognized from the increased sensor density (Fig. 3c, 3d).
New Depth-sizing Methodology
Enhanced Sizing (ES) is a new depth-sizing methodology for
cracks. It is based on additional information extracted from the
data recorded by the robot. There are two main benefits from ES:
1) it removes the uncertainty for features > 4 mm (0.08 in),
meaning the depth sizing in absolute values is for the entire
wall thickness range; and
2) for the depth range between 2 and 4 mm (0.08 in and
0.16 in), ES provides a confirmation of the pulse-echo (PE)
depth. Enhanced Sizing methodology is ideal for high-resolution
inspections up to a maximum wall thickness of 13.0 mm (0.51 in).
Indirect Crack Echo
High resolution is the foundation of Enhanced Sizing
methodology, which removes the maximum depth-sizing
capabilities of 4 mm (0.08 in) that limits conventional pulse-
echo methods. This methodology also provides a depth
confirmation between 2 to 4 mm (0.08 in to 0.16 in). The
methodology is based on the indirect crack echo (ICE), which
increases proportionally to the depth of the feature. This echo
follows a different path than the corner echo (CE) used for PE.
ICE is recorded by the robot depending on the position of the
sensor relative to the feature. A new depth-sizing algorithm
was developed for this methodology, which includes input from
conventional pulse-echo and the ICE used for Enhanced Sizing.
The ICE amplitude is proportional to the depth of the crack.
The top side of Figure 4 describes the amplitude from the CE.
Once it reaches a depth of 4 mm (0.16 in), the signal is
saturated and it is not possible to calculate a depth beyond
that point. The bottom side of Figure 4 describes the ICE
amplitude: the deeper the feature, the higher the amplitude
Figure 5 – Old (a) and new (b) specification range for crack-depth sizing
NDE Depth (mm)
ILIDepth(mm)
0 1
1
2
3
4
5
6
7
8
9
10
12
4 72 5 83 6 9 10 12
±1.0 mm
≥ 4 mm
NDE Depth (mm)
ILIDepth(mm)
0 1
1
2
3
4
5
6
7
8
9
10
12
4 72 5 83 6 9 10 12
±0.8 mm
±0.9 mm
±1.2 mm
a) Former depth-sizing specification
b) Enhanced depth-sizing specification
www.ndt-global.com | White Paper | Ultrasonic Inline Inspection Advances 5 | 6
from the signal. ICE continues increasing for the full wall
thickness. The sizing algorithm considers this additional
information for the depth calculation. The outcome from the
algorithm is the reported depth.
By exploiting the amplitude of the ICE signal, the range of
crack depth sizing can be extended over the full wall
thickness (WT) where the covered WT range mainly depends
on the probe diameter. This new approach was verified by
modeling studies as well as comprehensive experimental
work including a variety of different pipe diameters and wall
thicknesses. As a result, a tolerance of ±1.2 mm (0.05 in)
at a certainty of 80% was determined for features with
depths ≥ 4 mm (0.08 in) (Fig. 5b). Compared to the old
sizing specification (Fig. 5a), where the depth range is limited
to the saturation depth of approximately 4 mm (0.08 in),
the enhanced sizing approach represents a major step
forward in the reliability of inline crack inspection.
SUMMARY
The elimination of crack depth-sizing limits by ultrasonic
inspection is a critically important advance in ILI inspection
methodology. This technology brings a new level of accuracy
to critical inspections, and should be strongly considered as a
component of every pipeline integrity management program.
www.ndt-global.com | White Paper | Ultrasonic Inline Inspection Advances 6 | 6
REFERENCES
[1]	 National Science Foundation NDT Resource Center
LEARN MORE
For more information about NDT Global and their inspection services,
visit www.ndt-global.com
CIM-048-en,Rev1.0,02/2019,©2019NDTGlobal
Rogelio Jesus Guajardo,
Global Manager
Data Analysis UC
NDT Global, Stutensee,
Germany
AUTHORS

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Ultrasonic ILI Removes Crack Depth-Sizing Limits

  • 1. www.ndt-global.com | White Paper | Ultrasonic Inline Inspection Advances 1 | 6 INTRODUCTION More than three million kilometers of high-pressure liquid and gas pipelines are installed all over the world. Generally, steel pipelines provide the safest means to transport large quantities of oil, natural gas, and oil-related products. However, like any other technical component, they can deteriorate. As a result, flaws can appear and grow until the pipeline fails. The appearance of cracks, especially stress corrosion cracking, is of increasing concern. These flaws must be identified before they endanger the integrity of the pipeline. Intelligent inline inspection (ILI) systems are widely used throughout the industry to guarantee safe operations. ILI tools record data while traveling through the entire pipeline from launcher to receiver. Ultrasonic Technology (UT) is the most accurate and reliable ILI technology available today. But, until recently, the capabilities of this technology were restrained by a limitation on crack-depth sizing. This white paper looks at how the new generation of high-resolution inspection robots overcame the crack-depth sizing limit of previous-generation UT for detection, sizing, and locating of cracks and crack-like defects in the body and welds of transmission pipelines. Supporting test data is also provided. Introduction A brief history of NDT Mainstream technology, with limitations First-generation ultrasonic tools High-resolution robots Summary References ULTRASONIC ILI REMOVES CRACK DEPTH-SIZING LIMITS WHITE PAPER
  • 2. ADVANCES IN SEVERAL AREAS HAVE DRIVEN THE EVOLUTION OF HIGH-RESOLUTION ROBOTS High-resolution inspection robot – Evo Series 1.0 UCx www.ndt-global.com | White Paper | Ultrasonic Inline Inspection Advances 2 | 6 A BRIEF HISTORY OF NONDESTRUCTIVE TESTING  Nondestructive testing1 (NDT) has been practiced for many decades, with initial developments spurred by the technological advances that occurred during World War II and subsequent defense efforts. Its original purpose was the detection of defects. As a part of "safe life" design, it was intended that a structure should not develop macroscopic defects during its lifetime, with the detection of such defects being a cause for removal of the component from service. In response to this need, increasingly sophisticated techniques emerged from using ultrasonics, eddy currents, x-rays, dye penetrants, magnetic particles, and other forms of interrogating energy. In the early 1970s, two events occurred that caused a major change in the NDT field. Improvements in the technology led to the ability to detect small flaws, which caused more parts to be rejected even though the probability of component failure had not changed. However, the discipline of fracture mechanics emerged, which enabled the ability to predict whether a crack of a given size will fail under a particular load when a material's fracture toughness properties are known. Other methods were developed to predict the growth rate of cracks under cyclic loading (fatigue). With the advent of these tools, it became possible to accept structures containing defects if the sizes of those defects were known. This formed the basis for the new philosophy of “damage tolerant” design. Components having known defects could continue in service as long as it is established that those defects would not grow to a critical, failure producing size. A new challenge was thus presented to the nondestructive testing community. Detection was not enough. One needed to also obtain quantitative information about flaw size to serve as an input to fracture mechanics-based predictions of remaining life. The need for quantitative information was particularly strong in the defense and nuclear power industries and led to the emergence of quantitative nondestructive evaluation (QNDE) as a new engineering/research discipline. A number of research programs around the world were started, such as the Center for Nondestructive Evaluation at Iowa State University (emerging from major research effort at the Rockwell International Science Center), the Electric Power Research Institute in Charlotte, North Carolina, the Fraunhofer Institute for Nondestructive Testing in Saarbrucken, Germany, and the Nondestructive Testing Centre in Harwell, England. MAINSTREAM TECHNOLOGY, WITH LIMITATIONS Crack inspection of pipelines by pigging tools, or robots using conventional ultrasonic shear wave technology has become the standard for ILI of liquid pipelines. These robots have proven very successful detection of various types of cracks or crack-like anomalies. Because most cracks or crack-like defects in pipelines are axially oriented, first- generation inspection tools were developed for axial crack inspection. In comparison to circumferential cracks, axial cracking shows a significant threat to the pipeline due to hoop stress. Cracks, crack-like anomalies, or linear anomalies can appear in the base material or in the longitudinal weld. The latter is the greatest threat because this is the weakest area in the pipeline. Axial anomalies in the long seam have different causes, such as fatigue and manufacturing anomalies. FIRST-GENERATION ULTRASONIC TOOLS Ultrasonic tools for inline inspection first appeared in the early 1980s. The purpose of these tools was the detection and sizing of metal loss. Crack inspection tools first appeared in the mid-1990s. The major advantage of ultrasonic tools is their ability to provide quantitative measurements of the pipe wall inspected, unlike earlier-technology magnetic flux leakage (MFL) tools. Experience has also proven that ultrasonic technology provides a reliable means to detect and accurately size cracks and crack-like anomalies in pipelines.
  • 3. Figure 1 – Standard resolution loop test results, 49% within ±2 dB Figure 2 – High-resolution loop test results, 85% within ±2 dB Loop test details from standard and high-resolution inspections TESTS HAVE PROVEN THAT THE INCREASE OF CIRCUMFERENTIAL RESOLUTION REDUCED DISPERSION OF THE MEASUREMENT www.ndt-global.com | White Paper | Ultrasonic Inline Inspection Advances 3 | 6 Absolute depth sizing for crack inspections was introduced around 2013, with the limitation that features greater than 4 mm (0.16 in) could not be sized. Technology improvements, especially the introduction of high-resolution robots, have allowed new methodologies to remove this limitation and size the depth of the features for the full range. HIGH-RESOLUTION ROBOTS Advances in several areas have driven the evolution of high- resolution robots. Among these advances are sensor size and sensitivity, which enables increased density, and the ability to acquire, store, and process much greater amounts of data. The availability and quality of this data have in turn driven improvements in analysis. The result is a large increase in accuracy. In general, the resolution of an ultrasonic ILI robot is produced by four components: ■■ Axial resolution is the axial distance between two consecutive measurements of the ultrasonic sensors. ■■ Circumferential resolution is the circumferential distance between two adjacent ultrasonic sensors. Both axial and circumferential resolution determine the scanning grid. ■■ Sampling frequency of analog-to-digital converter (ADC) determines the resolution of the time-of-flight measurement of ultrasonic indications as well as the maximum amplitude error of the peak amplitude measurement. ■■ Sampling depth of ADC determines the resolution of the amplitude measurement of ultrasonic indications. It also relates to the dynamic amplitude range that can be covered. Previous-generation tools typically have a standard circumferential resolution of 10 mm (0.39 in). In comparison, current-generation, high-resolution robots have 5 mm (0.20 in) circumferential resolution. The resolution increase, provided by doubling the number of sensors, has two highly useful effects: 1) it reduces measurement dispersion by having more sensors scanning the same area, and 2) it increases the probability of having one sensor in the optimal position in relation to the feature. Tests have proven that the increase of circumferential resolution reduced dispersion of the measurement. Comparison between standard and high-resolution inspections was performed at NDT Global's advanced testing facility in Stutensee, Germany. During the comparison, a threshold of ±2 dB was established between the designed depth and the measured depth. Figure 1 displays the results from the standard resolution, where 0 dB on the X axis represents the amplitude expected to calculate the designed depth. Standard robots show 49% of the measurements within ±2 dB. Figure 2 is the result of high-resolution loop tests. The chart shows a homogeneous bell curve where 85% of the results are within the established threshold of ±2 dB. Standard resolution required a threshold of ±6 dB to achieve 80%. Circumferential resolution No. of features Depth range Standard 360 1 mm ... 5 mm with 1 mm steps High resolution 2250 1 mm ... 5 mm with 1 mm steps
  • 4. Figure 4 – CE amplitude response vs increasing feature depth (top) and ICE amplitude response vs increasing feature depth (bottom) Crack echo Indirect crack echo Figure 3 – Scanning grid for UC and UCx and corresponding examples of sensor carriers a) Scanning grid UC (3 mm x 10 mm) c) Example UC sensor carrier b) Scanning grid UCx (1.5 mm x 5 mm) c) Example UCx sensor carrier A NEW DEPTH-SIZING ALGORITHM WAS DEVELOPED FOR THIS METHODOLOGY, WHICH INCLUDES INPUT FROM CONVENTIONAL PULSE-ECHO AND THE ICE USED FOR ENHANCED SIZING www.ndt-global.com | White Paper | Ultrasonic Inline Inspection Advances 4 | 6 Scanning Grid Fig. 3 shows the scanning grid for the standard NDT Global crack inspection robot (Fig. 3a) and the company's scanning grid that can be achieved with high-resolution robot (Fig. 3b). Here, the scanning grid is defined by the axial resolution and the circumferential resolution. For high-resolution inspection, the ultrasonic shot density is higher by a factor of four, which increases the data volume by the same factor. The improvement of the circumferential resolution can also be recognized from the increased sensor density (Fig. 3c, 3d). New Depth-sizing Methodology Enhanced Sizing (ES) is a new depth-sizing methodology for cracks. It is based on additional information extracted from the data recorded by the robot. There are two main benefits from ES: 1) it removes the uncertainty for features > 4 mm (0.08 in), meaning the depth sizing in absolute values is for the entire wall thickness range; and 2) for the depth range between 2 and 4 mm (0.08 in and 0.16 in), ES provides a confirmation of the pulse-echo (PE) depth. Enhanced Sizing methodology is ideal for high-resolution inspections up to a maximum wall thickness of 13.0 mm (0.51 in). Indirect Crack Echo High resolution is the foundation of Enhanced Sizing methodology, which removes the maximum depth-sizing capabilities of 4 mm (0.08 in) that limits conventional pulse- echo methods. This methodology also provides a depth confirmation between 2 to 4 mm (0.08 in to 0.16 in). The methodology is based on the indirect crack echo (ICE), which increases proportionally to the depth of the feature. This echo follows a different path than the corner echo (CE) used for PE. ICE is recorded by the robot depending on the position of the sensor relative to the feature. A new depth-sizing algorithm was developed for this methodology, which includes input from conventional pulse-echo and the ICE used for Enhanced Sizing. The ICE amplitude is proportional to the depth of the crack. The top side of Figure 4 describes the amplitude from the CE. Once it reaches a depth of 4 mm (0.16 in), the signal is saturated and it is not possible to calculate a depth beyond that point. The bottom side of Figure 4 describes the ICE amplitude: the deeper the feature, the higher the amplitude
  • 5. Figure 5 – Old (a) and new (b) specification range for crack-depth sizing NDE Depth (mm) ILIDepth(mm) 0 1 1 2 3 4 5 6 7 8 9 10 12 4 72 5 83 6 9 10 12 ±1.0 mm ≥ 4 mm NDE Depth (mm) ILIDepth(mm) 0 1 1 2 3 4 5 6 7 8 9 10 12 4 72 5 83 6 9 10 12 ±0.8 mm ±0.9 mm ±1.2 mm a) Former depth-sizing specification b) Enhanced depth-sizing specification www.ndt-global.com | White Paper | Ultrasonic Inline Inspection Advances 5 | 6 from the signal. ICE continues increasing for the full wall thickness. The sizing algorithm considers this additional information for the depth calculation. The outcome from the algorithm is the reported depth. By exploiting the amplitude of the ICE signal, the range of crack depth sizing can be extended over the full wall thickness (WT) where the covered WT range mainly depends on the probe diameter. This new approach was verified by modeling studies as well as comprehensive experimental work including a variety of different pipe diameters and wall thicknesses. As a result, a tolerance of ±1.2 mm (0.05 in) at a certainty of 80% was determined for features with depths ≥ 4 mm (0.08 in) (Fig. 5b). Compared to the old sizing specification (Fig. 5a), where the depth range is limited to the saturation depth of approximately 4 mm (0.08 in), the enhanced sizing approach represents a major step forward in the reliability of inline crack inspection. SUMMARY The elimination of crack depth-sizing limits by ultrasonic inspection is a critically important advance in ILI inspection methodology. This technology brings a new level of accuracy to critical inspections, and should be strongly considered as a component of every pipeline integrity management program.
  • 6. www.ndt-global.com | White Paper | Ultrasonic Inline Inspection Advances 6 | 6 REFERENCES [1] National Science Foundation NDT Resource Center LEARN MORE For more information about NDT Global and their inspection services, visit www.ndt-global.com CIM-048-en,Rev1.0,02/2019,©2019NDTGlobal Rogelio Jesus Guajardo, Global Manager Data Analysis UC NDT Global, Stutensee, Germany AUTHORS