E2M: Inverse Design

E2M: Inverse Design

ComPhysics provides in-silico inverse design and robustness validation for optical stacks, extending beyond nominal design to include realistic package conditions and process tolerances.

Recommended entry point: 2-week Tolerance Diagnostic starting from USD 1,900

Service Overview

We design optical stacks that remain robust under packaging and process tolerances.
We take the customer’s optical target, package constraints, material choices, material parameters (including anisotropic refractive indices), and tolerance window, then search for candidate structures using physics-based inverse design.

1. Inputs

  • Optical target
  • Desired specifications
  • Package constraints
  • Tolerance range: thickness and rotation

2. Inverse design

Search for optimized structures that are robust to the target specifications and tolerances.

3. Robust check

Re-evaluate the final candidate using Monte Carlo analysis and a k-factor risk metric.

4. Deliverables

Deliver the candidate stack design together with a sensitivity map.

Who is this for? & Proposal Flow

Step 1 · 2 weeks · Paid diagnostic

Tolerance Diagnostic

When: The current stack looks good nominally but varies too much after fabrication.


Review one current stack and diagnose the sensitivity map, hot spots, and redesign potential.

Step 2 · 4–6 weeks · Custom quote

Robust Redesign

When: Material substitution or supplier change is required, or performance may degrade once the package, windows, or adhesive layers are included.


Propose one to three candidate stacks optimized for the stated tolerance envelope and package constraints.

Step 3 · Follow-on scope · Custom quote

Verification Pack / Repeat

When: The team wants sensitivity and hot spots before the next sample build.


Deliver a verification pack, then extend to annual support or repeat projects.

If you share your current optical stack and tolerance window, we can show you within two weeks where robustness is lost before your next build.

Commercial Entry Point

We recommend starting with a paid diagnostic before moving into a broader redesign engagement.

Robust Redesign

Custom quote based on structure complexity and redesign scope

Appropriate when package constraints, supplier changes, or broader redesign work are required.

  • One to three candidate stack directions
  • Optimization against the stated tolerance envelope
  • Package-aware redesign framing
  • Quoted after intake review

Verification Pack / Repeat Engagement

Custom quote for follow-on validation, updates, or annual support

Good for teams that want additional verification cycles, repeat projects, or continuing support.

  • Follow-on verification work
  • Repeat engagement for updated stacks
  • Optional annual support pathway
  • Quoted based on scope and cadence
Scope, complexity, and deliverables can vary by stack architecture, material data availability, package constraints, and tolerance assumptions.

Verification Example & Package-Aware Stack

Representative Verification Example

We validate not only the design candidate itself, but also its behavior under realistic tolerances and packaging conditions.

Verification Result Graph
Avg total T (S) Avg total T (P) Avg |DOCP| (S)* Avg phase error (S)
95.08% 94.90% 0.9969 1.93°

*DOCP: Degree of Circular Polarization. Data basis: summary from a recent packaged verification run.

*Positioned as in-silico robustness validation, not a guarantee of measured fab yield.

Package-aware stack structure

  • MgF₂ AR
  • FS window
  • NOA61
  • Liquid Crystal with z-axis rotation
  • Zeonex
  • Liquid Crystal with z-axis rotation
  • NOA61
  • FS window
  • MgF₂ AR
LC / Zeonex / LC core optimized inside fixed windows, adhesive, and AR-coated package boundaries.

Request a Consultation

Ready to optimize your optical stack? Start with a short fit call or request a paid diagnostic.

To help us review your project efficiently, please attach:
  • Your current optical stack structure
  • Material parameters, including anisotropic refractive indices if applicable
  • Target specifications
  • Package constraints
  • Tolerance window (thickness, rotation, alignment, etc.)
Recommended intake path
1) Short fit call for scope check
2) Paid 2-week Tolerance Diagnostic starting from USD 1,900
3) Custom quote for redesign or repeat engagement if needed

For faster review, attach your current stack structure and material parameters in the first email.