Case Study

Fixtureless Grid Inspection

Patent-pending inspection concepts that use drill-drawing nominal coordinates, calibrated transforms, and best-fit alignment instead of fixed mechanical fixturing.

Patent-PendingVisionProPin Grid GeneratorProduction Deployment

Problem

High-density connector and press-fit arrays are expensive to fixture. Mechanical tolerance stack-up, part-to-part variation, and changeover time make fixed fixturing slow to deploy and hard to maintain across NPI part numbers.

Approach

  • Import nominal pin coordinates from drill drawings or CSV models via the Pin Grid Generator.
  • Perform rough pose alignment and calibrated coordinate transforms in VisionPro/QuickBuild.
  • Apply N-point fitting and best-fit rigid alignment to measured feature data.
  • Score each pin with radial deviation analysis and per-pin pass/fail logic.
  • Output barcode-linked CSV, overlay graphics, and customer-reviewable evidence.

Result

A production-ready workflow that reduces dependence on custom fixturing, accelerates deployment across part numbers, and gives engineers traceable acceptance data they can defend in FAT/SAT and production ramp reviews. The core concepts are the subject of a patent-pending filing.

N-point
Best-fit alignment
120µm
Radial tolerance scale
CSV
Traceable output

My role

Concept originator and lead developer — I designed the nominal-coordinate ingestion (via the Pin Grid Generator), built the VisionPro/QuickBuild alignment and scoring workflows, defined the CSV/overlay output format, and supported validation with customers and production teams.

Stack

Cognex VisionProQuickBuildC# ToolBlocks Python (grid tooling)CSV / BMP outputCalibrated transforms
Try the alignment demo
High-density connector pin field under inspection Nominal coordinate grid transforming into calibrated inspection sites
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