Simulation Convergence¶
Simulation Convergence & Accuracy Metrics: eigenmode simulation quality indicators for reliable EPR extraction
Eigenmode Solver Convergence
Parameter |
Symbol |
Unit |
Description |
Optimal / Best Value |
Good Range |
Acceptable Range |
Poor / Worst Value |
Physical Significance |
|---|---|---|---|---|---|---|---|---|
Eigenfrequency Convergence ΔFreq |
Delta f / f |
ppm |
Relative change in eigenfrequency between successive mesh refinement passes. |
< 5 ppm |
< 50 ppm |
50 – 500 ppm |
> 1000 ppm |
EPR frequencies directly set qubit and resonator values; poor convergence propagates to all outputs. |
Energy Error (Maxwell equations) |
Delta U / U |
% |
Relative error in total electromagnetic energy from adaptive mesh refinement. |
< 0.1% |
< 0.5% |
0.5 – 2% |
> 5% |
Energy error directly bounds participation ratio error; must be minimised for accurate loss prediction. |
Tetrahedral Mesh Count |
N_mesh |
thousands |
Number of tetrahedra in adaptive mesh; convergence criterion, not absolute target. |
200 – 2000k |
50 – 200k |
10 – 50k |
< 5k |
Too few → inaccurate fields, especially at thin features (junctions, gaps); too many → slow. |
Number of Eigenmode Passes |
N_passes |
integer |
Adaptive refinement passes until convergence criterion is met. |
10 – 20 passes |
7 – 10 passes |
4 – 6 passes |
< 3 passes |
Insufficient passes leave mesh unrefined in critical regions (junction vicinity, surface gaps). |
Mode Participation Sum Check |
sum p |
dimensionless |
Sum of EPR participations across all modes; should equal 1 for each junction. |
0.99 – 1.01 |
0.97 – 1.03 |
0.93 – 1.07 |
< 0.90 or > 1.10 |
Deviation indicates missing eigenmodes, disconnected networks, or mesh error in junction volume. |
Participation Ratio Repeatability |
sigma_p / p |
% |
Run-to-run relative standard deviation of participation ratios across identical simulations. |
< 0.5% |
< 2% |
2 – 5% |
> 10% |
Poor repeatability indicates stochastic mesh seeding issues; use fixed seed and fine mesh. |
Loss Analysis Simulation Quality
Parameter |
Symbol |
Unit |
Description |
Optimal / Best Value |
Good Range |
Acceptable Range |
Poor / Worst Value |
Physical Significance |
|---|---|---|---|---|---|---|---|---|
Surface Participation Error |
Delta p_surf |
% |
Relative error in surface (interface) participation ratio from finite mesh at thin layers. |
< 2% |
< 5% |
5 – 15% |
> 20% |
Thin oxide layers (2–5 nm) require extremely fine mesh; often estimated analytically. |
Junction Volume Definition Accuracy |
Delta V_J / V_J |
% |
Relative accuracy of the junction geometric volume used to compute junction participation. |
< 1% |
< 5% |
5 – 10% |
> 20% |
Junction volume error directly maps to participation ratio error; critical CAD accuracy needed. |
Number of Loss Regions Modelled |
N_regions |
integer |
Number of distinct lossy material regions (interfaces) explicitly included in the EPR model. |
= 4 (MS, SA, MA, bulk) |
3 |
2 |
1 (bulk only) |
Modelling only bulk misses dominant surface/interface losses in planar devices. |
Frequency Band of Validity |
BW_valid |
GHz |
Frequency range over which the extracted Hamiltonian parameters are valid (no spurious modes). |
0 – 15 GHz (no spurious) |
0 – 10 GHz |
5 – 10 GHz only |
Spurious modes present |
Spurious modes can hybridize with qubit and resonator, invalidating EPR sums. |