| { |
| "model_name": "Neon Slab Predictor", |
| "model_family": "Neon Model C benchmark-facing slab predictor", |
| "paper_title": "Toward Trustworthy Surrogate Models for Electromagnetic Simulation: A Systematic Evaluation of Physics-Informed Training, Uncertainty, and Active Learning on a Controlled Benchmark", |
| "paper_status": "in preparation", |
| "solver": { |
| "name": "Neon", |
| "type": "2D scalar frequency-domain Helmholtz solver (FDFD)", |
| "benchmark": "rectangular dielectric slab at normal incidence in vacuum", |
| "source_type": "plane_wave_line", |
| "absorber_mode": "pml", |
| "base_case_config": "examples/configs/case_b_dielectric_slab.json" |
| }, |
| "architecture": { |
| "input_dim": 3, |
| "output_dim": 3, |
| "latent_dim": 48, |
| "encoder_hidden_sizes": [ |
| 64, |
| 64 |
| ], |
| "scalar_hidden_sizes": [ |
| 64, |
| 32 |
| ], |
| "activation": "relu", |
| "dropout": 0.0 |
| }, |
| "feature_columns": [ |
| "thickness", |
| "epsilon_real", |
| "wavelength" |
| ], |
| "output_columns": [ |
| "benchmark_normalized_transmission", |
| "benchmark_normalized_reflection", |
| "normalized_peak_intensity" |
| ], |
| "normalization": { |
| "inputs": { |
| "mean": [ |
| 0.2949636746129761, |
| 2.5533463753669827, |
| 0.8200000000000003 |
| ], |
| "std": [ |
| 0.10689016159170563, |
| 0.7229321705774375, |
| 0.06831300510639735 |
| ] |
| }, |
| "outputs": { |
| "mean": [ |
| 0.8727000464677505, |
| 0.12729995353224952, |
| 1.1352850443134685 |
| ], |
| "std": [ |
| 0.07973106519131831, |
| 0.07973106519131834, |
| 0.2146406330016548 |
| ] |
| } |
| }, |
| "training_data_range": { |
| "thickness": { |
| "min": 0.12, |
| "max": 0.46, |
| "units": "um" |
| }, |
| "epsilon_real": { |
| "min": 1.4, |
| "max": 4.0, |
| "units": "relative permittivity" |
| }, |
| "wavelength": { |
| "min": 0.72, |
| "max": 0.92, |
| "units": "um", |
| "values": [ |
| 0.72, |
| 0.76, |
| 0.8, |
| 0.84, |
| 0.88, |
| 0.92 |
| ] |
| } |
| }, |
| "target_mapping": { |
| "transmission": "benchmark_normalized_transmission", |
| "reflection": "benchmark_normalized_reflection", |
| "intensity": "normalized_peak_intensity" |
| }, |
| "metrics": { |
| "single_model_test_mae": { |
| "transmission": 0.05358564214376436, |
| "reflection": 0.05523978610544433, |
| "intensity": 0.2347853783251872 |
| }, |
| "single_model_test_overall_mean_mae": 0.11453693552479864, |
| "benchmark_model_c_ensemble_ood_warning_mae": { |
| "transmission": 0.10747572146765737, |
| "reflection": 0.10584133202889677, |
| "intensity": 0.17448644359361698 |
| }, |
| "benchmark_model_c_ensemble_ood_warning_overall_mean_mae": 0.12926783236339037, |
| "ood_warning_note": "The repository does not currently store a single-model benchmark-facing OOD summary. The OOD warning values here come from the saved 5-member Model C ensemble evaluation." |
| } |
| } |
|
|
