
Machinery & Industrial Equipment
Industry overview
In a machining cell, the gear silhouette is measured, bearing-cage occupancy is verified and a robot-mounted laser profiler scans the weld seam. Geometric dimensions, assembly findings and surface findings are combined in the station results.
silhouette gaugingassembly verificationrobotic profile scanning
17
Applications
Machinery & Industrial EquipmentILLUSTRATIVE SIMULATION

- 01 Silhouette
- 02 Assembly
- 03 Weld
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The gear is measured between a telecentric camera and backlight.
- Tip diameter
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- Occupied pockets
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- Seam height
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Machinery & Industrial Equipment
Applications
Machinery & Industrial Equipment07

Wear measurement on cutting-tool edges
reference contouroblique lightingedge-loss gauging
Missing roller and ball check in bearing cages
circular pocket countingpresence inspectiondiffuse ring light
Crack and grinding-mark inspection on bearing rings
line scanningcircumferential unwrappingdirectional lighting
Non-contact gear profile measurement
telecentric silhouettenominal profiletooth counting
Length, pitch and end-form gauging of springs
silhouette gaugingcoil peakspitch inspection
3D profile inspection of robotic weld seams
robot-mounted profilercross-section comparisonundercut
Winding and slot inspection of electric motor stators
telecentric overhead viewslot mapwire position
Research-informed advanced applications10

Rotational radial-runout and axis gauging of spline shafts
radial runoutcontrolled rotationaxis fit
Weld-bead cross-sectional area and undercut measurement
cross-sectional areaundercutprofile fusion
Artificial intelligenceSealed and open bearing variant classification
research-backed conceptraw image / analysis separationclass confidence gate
Artificial intelligenceIndustrial maintenance evidence agent
read-only evidencetool orchestrationhuman approval
Artificial intelligence3D pose and grasp tracking for overlapping metal parts
3D poseidentity associationrobot target
Vision-verified part loading into a CNC machine
vision-located targetgrip confirmationphysical transfer
Hand–eye verification of robot and camera coordinates
current imagecoordinate associationcontrolled motion
Incremental robot alignment using visual feedback
current imagecoordinate associationcontrolled motion
3D profile-based robot path correction for weld seams
3D profilepath offsetfixed workpiece
Verified robot transfer between two processing stations
production lineitem identitygrip and receipt
Scenes are illustrative simulations; they are not customer references or performance guarantees.
Vision system design
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