Automotive & Suppliers
Industry overview
On body, paint, assembly and supplier lines, surface defects, flush and gap, part presence and code traceability are checked in-line. Results from the striped-light, laser-profile and camera stations are collected in one record under the vehicle ID.
striped lightinglaser profilingpresence checktraceability
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Applications
Automotive & SuppliersILLUSTRATIVE SIMULATION
- 01 Surface
- 02 Flush & gap
- 03 Assembly
- 04 Record
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In the striped-light tunnel, distortions in the reflection reveal surface defects.
- Surface findings
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- Gap
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- Flush
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Automotive & Suppliers
Applications
Injectors05
Injector end-of-line quality check
multi-station inspectionring lightbacklight
Artificial intelligenceInjector surface analysis and inspection
line scandiffuse lightingsurface unwrapping
Injector weld seam inspection
ring lightrotary-axis scanedge detection
Spray-hole position and angle check on the injector nozzle
top telecentric viewhole spacingrotary nest
DataMatrix reading and traceability in the injector magazine
code readingDataMatrix (DPM)gantry axis
Engine & Powertrain04
Artificial intelligenceEngine assembly quality inspection and test
multi-camera imagingpresence / type checkAI classification
Artificial intelligenceEngine cylinder surface analysis
in-bore scanningunwrapped imageAI defect detection
Gearbox gear noise analysis and inspection system
acoustic analysisvibration measurementorder spectrum
Robotic silicone bead inspection on the oil pan cover
laser profilingin-process measurementrobotic dispensing
Wheels04
Artificial intelligenceWheel recognition and final inspection
AI type recognitionring lightingcosmetic surface inspection
Robotic wheel marking system
robot guidancelaser markingcode reading and verification
Wheel deburring system
laser profiling3D edge findingrobot guidance
Robotic wheel mounting with 3D vision in final assembly
3D robot guidanceline trackinghole detection
Body, Press & Paint05
Artificial intelligenceGalvanized sheet surface analysis (pre-press)
line-scanbar lightAI classification
Foreign object detection inside the press die
reference comparisonmulti-camerapress interlock
Paint inspection of car bodies and finished vehicles
stripe-light tunnelreflection analysisdefect map
3D flush & gap measurement and fit verification on side doors and trunk lid
laser profilinggap & flushrobot-mounted sensor
Robotic picking of sheet-metal parts from bins and placement in weld fixtures
bin pickingpoint cloudmodel fitting
Glazing, Mirrors & Lamps05
Automated robotic windshield and rear-glass installation
robot guidancelaser profilingbest-fit alignment
Robotic rear-view mirror mounting and primer coverage check
UV lightingcoverage maprobot guidance
Rear-view mirror sensor and warning print check
presence checkpattern matchingprint verification (OCV)
Headlamp lens surface analysis and optical defect detection
dark-field lightingstripe reflection analysisrotary fixture
Image quality check of door projection lamps
projection testsharpness measurementbrightness
Interior & Safety04
Dashboard analysis and inspection system
multi-camera imagingpresence / type checkalignment measurement
Interior trim colour quality inspection
colour measurementdome lightingΔE comparison
Airbag seam and surface quality inspection
seam trackingstitch pitch gaugingsurface inspection
Artificial intelligenceModel recognition and weld defect detection on seat frames
deep learningclassificationanomaly detection
Brakes & Chassis03
Brake pad surface inspection
low-angle lightingsurface defect detectionedge analysis
Robotic brake disc assembly and part verification
robot guidancetype verificationassembly verification
Full underbody scan and component presence/absence analysis at critical points
line-scanimage stitchingpresence / absence check
General Assembly, Metrology & Traceability07
Component and placement inspection in automotive / EV production
presence / absencetemplate matchingposition measurement
DataMatrix reading and traceability in supplier production
code readingDPM quality gradinglow-angle lighting
Non-contact 3D geometric measurement of cast parts
laser profilingpoint clouddeviation map
Heating element inspection and test system
electrical testthermal imagingtemperature profile
Tractor loader hydraulics test
pressure measurementposition sensingleak-down test
Inline robotic 3D measurement of welded subframe parts
inline 3D metrologyGD&Thole position
Chassis number and type-label verification
OCRlow-angle lightingcode verification
Research-informed advanced applications11
Datum-aligned hole position and geometric tolerances on joining plates
datum alignmentedge caliperhole position
Concentricity measurement of inner and outer edges on pressed discs
circle fittwo centresconcentricity
Artificial intelligencePixel masks separating adhesive gaps from overflow
research-backed conceptraw image / analysis separationpixel / instance mask
Artificial intelligenceNormal-only deviation maps for adhesive reflectance
research-backed conceptraw image / analysis separationnormal-only local score
Artificial intelligenceEvidence-driven visual defect root-cause agent
read-only evidencetool orchestrationhuman approval
Artificial intelligenceCarrier-pocket and part-identity correlation
item trackidentity associationverdict association
Placing different components into oriented assembly-kit nests
vision-located targetgrip confirmationphysical transfer
Applying robot offsets from vision-located fixture shifts
current imagecoordinate associationcontrolled motion
Part-presence and grip verification before transfer
current imagecoordinate associationcontrolled motion
Fixture-based traceable part handoff between two robots
production lineitem identitygrip and receipt
Inspecting and buffering sheet parts at a press exit
production lineitem identitygrip and receipt
Requirement-led project concepts05
Artificial intelligenceTwin-wheel identification using top and side evidence
Requirement-led conceptMultiple viewsPLC and evidence record
Artificial intelligenceAnomaly screening of embossed characters inside wheels
Requirement-led conceptMultiple viewsPLC and evidence record
Half-tunnel illumination and OCR recipes on curved injectors
Requirement-led conceptMultiple viewsPLC and evidence record
Datum-based section and burr checks on extruded profiles
Requirement-led conceptProfile scanningPLC and evidence record
Mould and plug presence verification by profile family
Requirement-led conceptMultiple viewsPLC and evidence record
Scenes are illustrative simulations; they are not customer references or performance guarantees.
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