Profile Processing Pipeline

Overview

The profile processing pipeline transforms raw scanner data into smooth, reliable zone values suitable for control. Each stage addresses specific data quality issues.

Processing Pipeline

Raw scanner data passes through these processing stages:

1

Edge Detection

Identify valid profile region by detecting web edges

2

Spike Removal

Remove outlier values caused by sensor noise or defects

3

Hole Filling

Interpolate missing data points in the profile

4

Exponential Filter

Smooth profile data to reduce measurement noise

5

Zone Mapping

Map databox values to actuator zone positions

Filtering Settings

Spike Removal

Removes sudden outlier values that exceed the expected variation:

Spike Detection Settings

Spike Threshold 3.0 Standard deviations from mean
Max Spike Width 3 Maximum spike width (databoxes)
Spike Replacement Interpolate How to fill removed spikes

Hole Filling

Fills missing or invalid data points by interpolation:

Hole Filling Settings

Max Hole Size 5 Maximum databoxes to interpolate
Interpolation Method Linear Linear or spline interpolation

Exponential Filter

The exponential filter smooths profile variations over time:

Filter Depth Range: 0.0 - 1.0
0.0 No filter
0.7 Heavy

Higher values = more smoothing, slower response to real changes

Filter Depth Selection

Start with a filter depth of 0.3. Increase if profile is noisy, decrease if control response seems sluggish. The filter should smooth measurement noise without hiding real process variations.

Spatial Filter

Optional cross-profile smoothing:

Spatial Filter Settings

Spatial Filter Disabled Cross-profile smoothing
Filter Width 3 Databoxes for averaging

Profile Statistics

The system calculates and displays key profile statistics:

Statistic Description Target
Mean Average basis weight across profile Match target
2-Sigma Profile variation (2 × standard deviation) Minimize
Range Maximum minus minimum value Minimize
High/Low Maximum and minimum readings Within spec
2-Sigma Importance

The 2-Sigma value is the primary measure of CD profile quality. Lower 2-Sigma indicates better uniformity. Target values depend on grade but typically range from 0.5-2.0 g/m².

Statistics Display

Profile statistics are shown in real-time on the main display:

  • Profile Chart: Shows current, filtered, and target profiles
  • Statistics Panel: Displays mean, 2-sigma, range
  • Trend Chart: Historical 2-sigma trend over time