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INDUSTRIAL AI

At three metres a second, the defect is gone before you've seen it.

A printed web moves too fast for a snapshot and never stops for a second look. Inspecting it for registration, colour and defects at metres per second is a line-scan and real-time-processing problem, where every millimetre has to be imaged, judged and accounted for as it flies past.

DomainIndustrial AI, web inspection
PlatformsFaststream Vision
ScopeLine-scan capture to inline verdict
Binding constraintImage and judge every millimetre, without stopping
DisclosureRepresentative programme; customer not named
CONTEXT

Where this started.

A printed or coated web — film, foil, paper, label stock — runs continuously at metres per second, and every part of it has to be inspected for print registration, colour consistency and surface defects. There is no indexing, no pause; the material is gone the instant it passes the camera.

That rules out ordinary snapshots. A line-scan camera builds the image one line at a time, locked to the web's motion by an encoder, so the whole continuous surface is captured without gaps or blur. And the processing has to keep up in real time, because the data never stops arriving and the reject or flag has to reach the right position on the web.

So the system is built for continuous, high-speed material: encoder-locked line-scan imaging, illumination that holds colour and reveals defects, and real-time processing that inspects every millimetre and maps each finding to its place on the roll.

CHALLENGES

4 problems, named.

Stated before any of them had an answer.

01

The web never stops

Continuous material at metres per second cannot be snapshotted or paused; every millimetre has to be imaged as it moves.

02

Line-scan must lock to motion

A line-scan image is only correct if capture is locked to the web speed by an encoder; any slip smears the image.

03

Processing in real time

The data arrives continuously and cannot back up; inspection and decision have to keep pace or lose material.

04

Colour and registration are exacting

Print registration and colour consistency are measured tightly; illumination and calibration have to hold to catch small deviations.

ARCHITECTURE

How it was built.

WEB INSPECTION, EVERY MILLIMETRECAPTURELine-scan cameraOne line at a timeEncoder lockLocked to web speedIlluminationColour held, defect litINSPECTRegistration checkPrint in positionColour measurementConsistency heldDefect detectionSurface flaws foundACTReal-time verdictKeeps pace with the webPosition mappingFinding placed on rollLog and markTraceable, actionable

You cannot stop the web or snapshot it. Line-scan locked to motion, plus real-time processing, is what inspects a surface that is gone the instant it passes.

CONTRIBUTION

What Faststream did.

The scope of the work, rather than a capability list.

WHAT WAS HARD

The parts that consumed the schedule.

Rarely the subsystem that sounds difficult.

01

Keeping up with the material

Real-time processing of a continuous, fast web is the central constraint; the moment inspection lags, material passes uninspected.

02

Locking capture to motion

Line-scan imaging only works if it is precisely locked to web speed; encoder integration and handling speed changes is delicate.

03

Holding colour reference

Measuring colour consistency tightly needs illumination and calibration that stay stable, which is harder over a long run than in a snapshot.

04

Mapping findings to the roll

A defect is only useful if you know where on the web it is; maintaining that positional accuracy at speed is real work.

OUTCOME

What resulted.

Every millimetre inspected

Gap-free coverage of a continuous web with no pause and no blur.

Real-time verdicts

Inspection and decision keeping pace with the material at speed.

Colour and registration held

Tight print and colour consistency checked continuously.

Findings placed on the roll

Each defect mapped to its position for action and traceability.

Confidentiality

Customer projects are presented at property, capability, outcome and integration level. Customer names, internal architecture, confidential deliverables and commercial terms are not disclosed. Where a detail would identify a customer it is omitted rather than approximated. More is available under a non-disclosure agreement, within the limits the customer has agreed.

PRODUCTS AND CAPABILITY USED

What this was built from.

Every item links to its own page.

WHERE THIS APPLIES

Industries this serves.

COMMON QUESTIONS

Questions this programme gets asked.

01

Why can't a normal camera inspect a printed web?

Because the material moves continuously at metres per second and never stops, so an ordinary snapshot either blurs or misses the gaps between frames. A line-scan camera instead builds the image one line at a time, locked to the web's motion by an encoder, so the entire continuous surface is captured without gaps or blur. That imaging approach, not a faster snapshot, is what makes inspecting a fast-moving web possible.

02

Why does capture have to be locked to the web speed?

Because a line-scan image is assembled line by line as the material passes, and each line has to correspond to a fixed advance of the web. If capture is not locked to the actual web speed by an encoder, any variation in speed stretches or smears the image, distorting measurements of registration and defect size. Encoder locking keeps the assembled image geometrically correct even as the line speeds up or slows down.

03

Why is real-time processing the constraint?

Because the web produces data continuously and the material cannot be paused or backed up. If the inspection processing falls behind the incoming data, material passes the camera uninspected and the reject or flag misses its position. So the processing has to keep pace with the line at all times, and each finding has to be mapped to its exact position on the roll so it can be acted on downstream — which is what turns detection into something actionable.

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