Neon-Slab-Datasets / raw_scalar /ood_probe /dataset_metadata.json
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{
"dataset_name": "slab_surrogate_ood_probe",
"family": "dielectric_slab_family",
"description": "Parameterized dielectric slab family generated with the Neon scalar Helmholtz solver. Targets are normalized scalar summaries, not rigorous full-wave observables.",
"base_case_config": "examples/configs/case_b_dielectric_slab.json",
"output_directory": "output/ai/slab_family_dataset_ood",
"feature_columns": [
"thickness",
"epsilon_real",
"wavelength"
],
"target_columns": [
"normalized_transmission",
"normalized_reflection",
"normalized_peak_intensity"
],
"legacy_target_columns": [
"normalized_transmission",
"normalized_reflection",
"normalized_peak_intensity"
],
"benchmark_target_columns": [
"benchmark_normalized_transmission",
"benchmark_normalized_reflection",
"normalized_peak_intensity"
],
"available_target_sets": {
"legacy_proxy_targets": {
"columns": [
"normalized_transmission",
"normalized_reflection",
"normalized_peak_intensity"
],
"note": "Legacy slab targets built from monitor proxies normalized by a homogeneous reference. These remain useful for continuity with earlier Neon experiments."
},
"benchmark_scalar_targets": {
"columns": [
"benchmark_normalized_transmission",
"benchmark_normalized_reflection",
"normalized_peak_intensity"
],
"note": "Benchmark-facing slab targets that closure-normalize the coupled transmission and reflection proxy pair. This is only intended for the current lossless scalar normal-incidence slab benchmark."
}
},
"parameter_domain": {
"thickness": {
"min": 0.48,
"max": 0.58
},
"epsilon_real": {
"min": 4.1,
"max": 4.8
},
"epsilon_imag": 0.0,
"wavelength": {
"min": 0.68,
"max": 0.96,
"values": [
0.68,
0.96
]
}
},
"num_designs": 6,
"num_samples": 12,
"split_design_counts": {
"train": 0,
"val": 0,
"test": 6
},
"split_sample_counts": {
"train": 0,
"val": 0,
"test": 12
},
"seed": 17,
"reference_definition": "Each sample is normalized by a homogeneous reference case at the same wavelength.",
"benchmark_normalization": {
"columns": {
"transmission": "benchmark_normalized_transmission",
"reflection": "benchmark_normalized_reflection"
},
"method": "Closure-normalized partition of the slab run's coupled transmission and reflection monitor proxies. This is benchmark-facing only and is intended for the current lossless scalar normal-incidence slab family.",
"limitations": [
"This is not a rigorous full-vector power normalization.",
"This should not be treated as a general flux normalization for arbitrary geometries.",
"This assumes the current slab benchmark remains lossless and normal-incidence."
]
},
"limitations": [
"Dataset generated with the Neon scalar Helmholtz solver only.",
"Targets are monitor-based proxies and normalized intensity summaries.",
"Benchmark-facing slab coefficients are closure-normalized scalar benchmark quantities only.",
"The current surrogate domain is limited to the parameter ranges recorded here."
]
}