Optimization Analysis

Ellipsometry Analysis

Psi, Delta, sweep, and sensitivity analysis

This page covers Psi and Delta. This detector group is used for thickness sensitivity, refractive-index sensitivity, angle selection, and polarization-response analysis. The current software does not expose Psi / Delta as direct optimization targets. The standard workflow is Run -> Sweep -> Results.

Relevant result pages:

Prerequisites

ConditionCurrent requirement
Detector activationEnable Psi (Ψ) and Delta (Δ) in Optics > Ellipsometry
Structural coherenceFully coherent stack; results are invalid when incoherent layers are present
Incident angleOblique incidence is usually required; the sensitive angle range depends on the structure
Analysis entryRun and Run Sweep
Optimization entryNo direct Psi / Delta target is currently available

Application Scope

ScenarioMain questionRecommended sweeps
Thickness sensitivityWhether thickness changes are cleanly distinguishablethickness
Material n / k sensitivityWhether real or imaginary refractive-index changes are distinguishablen, k
Birefringent-film responseWhether nExt / kExt changes produce clear response changesnExt, kExt
Angle selectionWhich angle range gives stronger parameter sensitivityincidentAngle
Absorbing and conductive filmsWhether amplitude and phase responses are strong enoughthickness, k, incidentAngle
Multi-parameter separabilityWhether two variables produce mixed or separable responsesthickness + incidentAngle, thickness + k

Baseline Model

Structure

This example keeps the ITO + Substrate baseline and preserves coherence across the full stack. The purpose is to compare the effect of ITO thickness and incident angle on Psi / Delta.

Optical Parameters

ItemSetting
Wavelength SamplingSweep
Wavelength range400-900 nm
Step10 nm
Incident Angle65°
pRatio0.5
DetectorsReflectance, Psi, Delta

This setup is used to establish one stable Psi / Delta spectrum. 65° is the starting angle for this example only. It is not a universal optimum.

One-Parameter Sweep

Sweep Setup

ParameterFromToStep
structure/ITO/thickness2012020

Psi Line Chart

This chart keeps the full wavelength axis. Different thickness values produce clear peak shifts and local spikes in Psi. It is used to read:

  • whether peak and valley positions move with thickness
  • which spectral regions are most sensitive
  • whether the response changes as a global shift or as local deformation

If curves from different thickness values nearly overlap, the variable does not provide sufficient sensitivity in Psi.

Psi Heatmap

The heatmap maps wavelength and ITO thickness onto a two-dimensional plane. It is used to read:

  • sensitive spectral bands
  • continuity of response trajectories
  • thickness ranges with smoother or sharper response variation

The heatmap is the primary view for locating sensitivity windows. Return to the line chart for detailed inspection at a few working wavelengths.

Two-Parameter Sweep

Sweep Setup

ParameterFromToStep
structure/ITO/thickness2012020
optics/incidentAngle457510

Delta Heatmap

This chart is fixed at 550 nm. The horizontal axis is ITO thickness and the vertical axis is incidentAngle. It is used to read:

  • whether Delta enters a stronger sensitivity region at higher angles
  • whether thickness and angle act in the same or opposite direction
  • whether there is a stable operating window for parameter discrimination

In this example, the 65-75° region is more sensitive in Delta, while the lower-angle region is flatter. The practical role of angle sweeps is to find higher-discrimination working points.

Reading Psi and Delta

Result quantityMain reading focusTypical use
Psiamplitude-ratio change, peak/valley drift, local rise or dropthickness sensitivity, amplitude-response analysis
Deltaphase-difference change, turning points, local jumpsangle selection, phase-sensitive window identification

Psi and Delta should be interpreted together. Reading only one of them increases the chance of mixing different parameter effects.

GoalRecommended order
Thickness sensitivityPsi line chart → Psi heatmap → Delta check
Angle selectionDelta two-parameter heatmap → Psi line chart → Reflectance back-check
n / k sensitivityone-parameter sweep in n or k → compare Psi / Delta response strength
Multi-parameter separabilityseparate one-parameter sweeps first → then a two-parameter sweep for overlap inspection

Relation to RTA and the Optimizer

ItemCurrent status
direct Psi / Delta optimizationNot supported
optics variables as optimization variablesNot exposed in the current UI
R / T / A back-checkRecommended

After ellipsometry analysis, return to Basic Optical Results and check whether the same parameter change also produces a system-level change in R / T / A.

Conclusion Boundaries

  • The current software supports Psi / Delta prediction, angle-sensitivity analysis, and parameter-separability analysis.
  • The current software must not be described as an automatic fitting platform for measured ellipsometry data.
  • Psi / Delta should not be interpreted when incoherent layers are present.

Case Study Entry

For full structures and workflows, see Case Studies. Future cases will cover thickness sensitivity, conductive-film ellipsometry response, absorbing-film parameter separability, and birefringent-film response.

Next Step

If the problem moves to local energy flow, local absorption, or field-enhancement position, continue with Depth Detector Analysis.

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