AI ERW Pipe Weld Seam Inspection for Tube and Pipe Mills

By David Cook on October 23, 2026

ai-erw-pipe-weld-seam-inspection-tube-pipe-mills

On an ERW tube or pipe mill, the weld is made in a few centimetres between the induction coil and the squeeze rolls, and most of what goes wrong there can't be seen once the bead is trimmed. A cold weld or a penetrator usually shows up later at the ultrasonic station or the hydrotest, after many more metres have been welded the same way. AI thermal and vision monitoring watches the vee, the seam heat and the trim as the pipe is made, so drift is flagged at the mill instead of at the end of the line. See it on real mill footage in a short weld seam vision demo.

THERMAL VISION · ERW TUBE AND PIPE MILLS

Watch the Weld Vee, the Seam Heat and the Trim on Every Metre

iFactory Thermal Vision Monitoring reads the weld vee, the apex and the seam heat colour, while Vision Defect Detection checks the trimmed bead for over-trim, under-trim and gouges. Suspect lengths are tagged by position, so UT and NDT crews know where to look first.

Mill 3 · Weld zoneWatching
273.1 mm × 8.7 mm · X52 PSL 2 · HFW
Vee angle4.8° · in band
Edge heat balanceLeft edge running cooler
Apex positionMoving downstream
OD bead trimClean, flush
Seam annealer bandOn seam, 3 of 3 heads
Length 4417 tagged for UT re-check · not a reject
HF WELD SEAM BASICS

Where an ERW Seam Is Made, Trimmed and Treated

In high frequency (HF) welding, current is fed into the formed strip by sliding contacts or an induction coil and flows along the two edges of the open seam, called the vee. Skin and proximity effects keep it in a thin layer on the edge faces, which heat to forging temperature as they run toward the apex, where they first touch. The squeeze rolls then forge the edges together and push hot metal and oxides out as a bead inside and outside. API 5L calls an electric weld made at 70 kHz or more HFW. Map your own mill layout with our tube mill team.

1Forming and edgesFin passes shape the strip edges so they meet parallel and clean
2Vee and apexIncluded angle often 3 to 7°, vee about 1.5 to 2 tube diameters long
3Squeeze rollsEdges forged together, molten metal and oxides pushed out as the upset bead
4Bead trimOD bead cut flush, ID bead removed where the product calls for it
5Seam annealInduction heads reheat the weld zone to restore the HAZ
COLD WELD DETECTION

ERW Seam Defects and What Can Actually See Them

Most serious ERW seam defects sit in the bond line, inside the wall. A cold weld, also called lack of fusion, is an area where the edges never bonded. A penetrator is a short cold weld, often through the wall, usually holding oxide that was not squeezed out. Hook cracks start at inclusions or laminations near the strip edge that the upset turns toward a surface. Stitching, a pattern of bonded and unbonded spots, is mostly a feature of older low frequency welds. None of these can be seen on a trimmed bead. Walk through your own defect history in a seam defect review.

Defect
What it is
Usual process link
What thermal and vision can do
Confirmed by
Cold weld, lack of fusion
Edges not bonded over an area of the seam
Too little heat at the weld point, speed or power upsets, dirty edges
Flags low or uneven edge heat at that position
UT, flattening test, hydrotest
Penetrator
Short unbonded spot with oxide, often through the wall
Oxide not expelled, linked in research to excess power and an unsteady vee
Flags heat spikes, arcing and a wandering apex
UT, flattening test
Hook crack
Edge inclusions or laminations turned toward a surface by the upset
Strip cleanliness, edge laminations, heavy upset
Not visible, it is inside the wall
UT, metallography
Stitch weld
Repeating bonded and unbonded spots along the seam
Mostly low frequency welding on older pipe
Can show a periodic heat pattern where present
UT, fracture surface
OD trim faults
Over-trim, under-trim, gouges, chatter
Tool wear, tool height, chips caught under the tool
Sees them directly on the bead
Vision, gauge, visual check
ID trim faults
Bead left inside, gouges, uneven cut
ID tool wear or position
Indirect, by watching the cut ID bead leave the mill
Internal camera, UT signal, end check
WELD HEAT COLOR ANALYSIS

Too Cold, In the Window or Too Hot

Operators have always judged the weld by the colour of the vee. A thermal camera turns that judgement into numbers. Research published by Nippon Steel sorted HF weld behaviour by power input. With too little power, the edges meet as a plain vee without melting. In the right window, a narrow slit forms ahead of the weld point and stays steady. With too much, the slit grows long and oxide is not pushed out. Agree heat limits for your sizes with our welding specialists.

Too cold
Edges meet without meltingRisk of cold welds. The camera sees low apex heat and a plain V.
In the window
Steady melting, steady apexBoth edges evenly heated, apex and bead heat inside the limits for the size.
Too hot
Long slit, unsteady convergenceRisk of penetrators from trapped oxide. The camera sees heat spikes and arcing.
What the camera reads at the weld point

Edge-to-edge temperature difference, apex temperature, bead temperature after the squeeze rolls, vee angle and apex movement, sometimes called breathing. Published set-ups use short-wave infrared cameras in air-purged housings.

BEAD TRIM INSPECTION

Four Trim Faults the Camera Sees Directly

The trimmed outside bead is in plain view, and that is where vision does its most direct work. After the squeeze rolls, scarfing tools cut the OD bead and, where the product needs it, the ID bead. Worn or chipped tools, a tool set too deep or too high, and chips caught under the tool all leave marks a camera can measure along the length. API 5L sets weld seam tolerances in clause 9.13, and API 5CT has its own clause on height and trim of electric-weld flash, so load the limits from the spec on each order. See trim checks running in a bead trim demo.

01
Over-trimCut below the pipe surface, thinning the wall right at the seam
02
Under-trimBead left proud of the surface, trouble for coating, fit-up and end prep
03
GougeLocal dig from a chipped tool or a chip trapped under the tool
04
ChatterRepeating ripple from tool vibration or a loose tool holder
The inside bead

An OD camera can't see inside the pipe. Where the ID bead is removed, a camera can watch the cut bead leave the mill, and a change in it often points to the ID tool.

Suspect Lengths Marked Before They Reach UT

iFactory ties every heat alarm and trim flag to the pipe position from the mill encoder, so the NDT crew sees which lengths to re-check and why. Ultrasonic testing and hydrotest stay the judge of every length.

Mill 3 · Shift supervisor and iFactory
SupervisorWhy is length 4417 tagged?
iFactoryEdge temperature difference rose for about 11 metres, and the apex moved downstream at the same spot. The left edge ran cooler.
SupervisorIs it a cold weld?
iFactoryThat can't be seen from the camera. UT has the position. Worth checking left edge condition and coil centring before the next coil.
SEAM ANNEALING MONITORING

Is the Annealer Heating the Seam or the Steel Beside It?

API 5L requires the weld seam and the entire heat-affected zone of PSL 2 HFW pipe to be heat treated so as to simulate normalizing. For PSL 1 EW pipe, the same applies above Grade X42 (L290). Inline seam annealers do this with induction heads that must stay over the seam as it twists. One supplier quotes 950 to 980 °C as a typical process range, with a pyrometer at each head and tracking for seam twist up to ±15°. A pyrometer proves temperature at a spot. A thermal camera can show whether the heated band covers the weld zone. Review your annealer set-up with our heat treatment team.

Pyrometer at each head
  • Reads one spot per head
  • Feeds the power control loop
  • Can't show if the heated band slid off the seam
  • Logs temperature, not coverage
Thermal camera on the seam
  • Sees the whole heated band across the seam
  • Checks band centre against the seam line
  • Flags lengths where the band moved or ran cool
  • Logs coverage and peak heat by pipe position
API 5L LINE PIPE QUALITY

What API 5L and API 5CT Ask of an ERW Seam

Specs ask for a weld made a certain way, heat treated, tested and trimmed within limits. API 5L allows low frequency welding (LFW, below 70 kHz) only for PSL 1, so PSL 2 electric-welded pipe must be HFW. Annex E calls for full-length non-destructive inspection of weld seams, and for EW seams the methods are ultrasonic and electromagnetic. API 5CT, the OCTG spec also published as ISO 11960, covers EW casing and tubing, with flattening tests and limits on the height and trim of the weld flash. Check the edition named on your orders with our pipe quality team.

Requirement
API 5L PSL 1
API 5L PSL 2
API 5CT (OCTG)
What iFactory logs
Weld frequency
LFW or HFW
HFW only, 70 kHz or more
EW, per grade and order
Welder power and frequency by length
Seam heat treatment
Above X42 (L290), simulate normalizing
All grades, seam and entire HAZ
Per grade, see the spec
Annealer heat and band coverage
Seam NDT
Full length, ultrasonic and/or electromagnetic (Annex E)
Same, plus purchaser options
NDE clause in the spec
Lengths flagged ahead of NDT
Flash and trim
Weld seam tolerances (9.13)
Weld seam tolerances (9.13)
Height and trim of weld flash
Bead profile and trim flags
Seam mechanical check
Flattening test
Flattening test, plus toughness testing
Flattening test
Lengths linked to test results
INLINE PIPE SURFACE DEFECTS AND NDT

Vision Before NDT, Not Instead of It

The honest place for vision and thermal monitoring is in front of NDT. Automated ultrasonic seam testing, often to ISO 10893-11, finds longitudinal imperfections inside the weld. Eddy current testing to ISO 10893-2 is common on smaller tube. Hydrotest proves the pipe holds pressure. None of them tells you why a weld went wrong or when the process moved. Vision fills that gap. Plan how the signals meet with our NDT specialists.

At the weld point
Thermal and visionVee heat, apex, trim and annealer band on every metre. Explains why a length is suspect.
Inline after welding
UT and eddy currentFinds imperfections inside the weld and marks them for cut-out. The test that decides whether a seam is sound.
End of line
Hydrotest and lab testsPressure test of every length, plus flattening and the other tests the spec calls for.
TUBE MILL SCRAP REDUCTION EXAMPLES

Three Moments When Seam Signals Pay Off

These are illustrations, not case studies. Each shows the camera pointing people at a likely cause early, while UT still makes the call. Walk through your own recent seam rejects in a scrap review session.

Cold edge after a coil change
Edge heat imbalance flagged in minutesThe new coil has a different edge condition. Lengths are tagged for UT and edge prep is corrected.
Arcing in the vee
Heat spikes and a wandering apexThe camera shows short flashes ahead of the weld point. Power and vee angle are checked, and the flagged section goes to UT first.
Gouge after a tool change
OD trim flag on the first lengthsA chip under the new tool digs the bead. The tool is reset within a few lengths instead of at the end of the shift.
PIPE MILL YIELD COST AND ROI

A Simple Worksheet for Seam Rejects

Value comes from catching a drifting weld after metres, not after a shift. The inputs below are assumed and show the arithmetic only, so replace each with your own figures. Our team can build it with your numbers.

Seam-related reject lengths per month300, assumed
Average weight per 12 m length0.68 t, assumed
Share caught earlier by seam signals20%, assumed
Tonnes kept out of rejects per month300 × 0.68 × 0.20 = 40.8 t

Multiply the tonnes by the gap between prime price and reject or scrap value. Then add fewer UT re-checks and tool changes made before a gouge runs for a whole coil.

TURNKEY AI DEPLOYMENT

Thermal Cameras, Seam Vision and NVIDIA Server in One Package

iFactory delivers seam monitoring as a turnkey bundle. Cameras go in at the weld point, trim station and seam annealer, and a pre-configured NVIDIA AI server ships racked and ready with the vee, trim and annealer models pre-loaded, so images are processed on site at line speed. You rack it, plug in power and Ethernet, and the AI is live. To scope it for your mill, request a turnkey quote.

What's Included
  • Pre-configured NVIDIA AI edge server, racked and ready
  • Thermal camera at the weld vee in a purged housing
  • OD bead trim camera with lighting
  • Thermal view of the seam annealer band
  • Links to mill encoder, weld power and frequency
  • Length tags shared with UT and NDT stations
  • 24×7 remote monitoring of models and hardware
Live in 6–12 weeks
Wk 1–4
Install and Connect

Cameras and server installed, encoder and welder signals linked, images collected across sizes.

Wk 5–8
Tune and Compare

Heat and trim limits set per size, flags compared silently with UT and test results.

Wk 9–12
Go-Live and Training

Alarms and length tags switched on, mill and NDT crews trained.

HOW iFACTORY FITS

Seam Monitoring Built for the Tube Mill

iFactory watches the parts of the process that decide weld quality and hands NDT a clear list of where to look. Our support team can walk you through a pilot plan.

1
Reads the weld heat. Thermal Vision Monitoring trends edge balance, apex position and bead heat on every metre.
2
Checks the trim. Vision Defect Detection finds over-trim, under-trim, gouges and chatter on the OD bead.
3
Watches the annealer. The heated band is checked against the seam line and logged by position.
4
Feeds NDT, never replaces it. Suspect lengths reach UT tagged with the reason and the metre.
1000+
Industrial clients running iFactory
99.9%
Platform uptime for continuous mills
6-12 wks
From racked server to live seam alarms
FREQUENTLY ASKED QUESTIONS

What Mill Managers Ask About ERW Pipe Weld Seam Inspection

What is ERW pipe weld seam inspection with AI?
It is the use of thermal and vision cameras at the weld point, trim station and seam annealer. AI trends vee heat, apex position, bead trim and annealer coverage on every metre and tags suspect lengths by position for UT and NDT.
Can a camera detect a cold weld?
Not directly. A cold weld is inside the wall, and the trimmed bead can look perfect. What a thermal camera can see is the condition that usually comes before one, such as low or uneven edge heat and an unsteady apex. Those lengths are flagged so ultrasonic testing can confirm or clear them.
Does API 5L PSL 2 allow low frequency ERW?
No. API 5L lists low frequency welding, below 70 kHz, for PSL 1 only. PSL 2 electric-welded pipe must be HFW, and its weld seam and entire heat-affected zone must be heat treated so as to simulate normalizing. Always work from the edition named on the order.
Why watch the seam annealer if it already has pyrometers?
A pyrometer reads one spot per head and controls power. It can't show whether the heated band slid off the seam as the pipe twisted. A thermal view shows band coverage across the weld zone and logs it by length.
Does it replace UT, eddy current or hydrotest?
No. Those tests decide whether a seam is sound and are required by the spec. Vision and thermal monitoring sit in front of them, explaining why a length is suspect and helping the mill correct the process sooner.
How do we start?
Start with one mill and the sizes with the most seam rejects. Run a weld point camera and a trim camera silently while flags are compared with UT results, then switch on alarms. Our support team can plan that pilot with you.

See the Weld Before the Bead Hides It

Watch vee heat, trim and annealer coverage on every metre and send UT a tagged list of suspect lengths. The full system is delivered turnkey and goes live in 6 to 12 weeks.

Example shift summary · Mill 3
Vee heatTrended on every metre
OD bead trimChecked full length
Seam annealerBand coverage by length
Suspect lengthsTagged and sent to UT
Every flag has a reason, every call is made by NDT

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