| { |
| "entry_id": "cec_pv_module", |
| "download_sh_written": true, |
| "data_file_built": true, |
| "data_file_path": "data/data.csv", |
| "n_rows": 21535, |
| "n_cols": 26, |
| "references_complete": true, |
| "references": { |
| "desoto2004_thesis.pdf": "downloaded (via SEL UW-Madison zip, 1.86 MB, open-access MS thesis -- stand-in for the paywalled De Soto 2006 Solar Energy journal paper which has the same content)", |
| "desoto2006.bib": "downloaded (CrossRef; journal PDF itself is paywalled and is not redistributed)", |
| "king2004_sapm.pdf": "downloaded (OSTI purl 919131, 1.82 MB, public domain US government work)", |
| "king2004_sapm.bib": "written", |
| "pvlib_cecmod.bib": "written", |
| "cec_solar_equipment_list.bib": "written" |
| }, |
| "formula_written": true, |
| "formulas": [ |
| "single_diode_pmp", |
| "power_from_imp_vmp", |
| "efficiency_area_scaling" |
| ], |
| "metadata_yaml_written": true, |
| "description_md_written": true, |
| "reference_scores_computed": true, |
| "reference_scores": { |
| "single_diode_pmp": { |
| "nmse": 8.4038156e-13, |
| "r2": 0.9999999999991597, |
| "rmse": 5.399219825e-05, |
| "kendall_tau": 0.9998513076, |
| "mape": 1.7505444550e-07 |
| }, |
| "power_from_imp_vmp": { |
| "nmse": 2.044e-31, |
| "r2": 1.0, |
| "rmse": 2.6629e-14, |
| "kendall_tau": 0.9999956846, |
| "mape": 5.52e-17 |
| }, |
| "efficiency_area_scaling": { |
| "nmse": 0.3348438, |
| "r2": 0.665156200, |
| "rmse": 34.08112194, |
| "kendall_tau": 0.58158055, |
| "mape": 0.09768902 |
| } |
| }, |
| "contamination_tier": "high", |
| "track_role": "Track-C red-team for single_diode_pmp (tautological in the certified database; tests memorization of De Soto 2006); Track-A discovery for efficiency_area_scaling; power_from_imp_vmp is a trivial electrical-identity sanity check.", |
| "notes": "CEC certified PV module database, 21 535 modules snapshotted from NREL SAM's bundled copy of the California Energy Commission Solar Equipment List (accessed via pvlib.pvsystem.retrieve_sam('CECMod')). Column 0 = P_mp_stc (module max-power at STC, W); columns 1..25 keep ALL upstream per-module parameters verbatim (5 datasheet I-V key points, 3 temperature coefficients, T_NOCT, 5 De Soto single-diode parameters, SAM Adjust factor, N_s cell count, A_c / Length / Width geometry, PTC power, Technology / Bifacial / BIPV categorical flags, manufacturer module_id, SAM DB version and date). Three ground-truth formulas: (1) single_diode_pmp solves the full De Soto 5-parameter I-V equation via pvlib.pvsystem.singlediode (Lambert-W closed form) and recovers P_mp_stc to numerical precision by construction -- R^2 ~ 1 by tautology; (2) power_from_imp_vmp is the trivial P = I V identity, exact modulo floating-point round-off; (3) efficiency_area_scaling uses a single global mean efficiency eta_bar = 0.1539 and reaches R^2 ~ 0.67, serving as the low-information aggregate baseline. Additional scalings retained via kept columns (V_oc from a*ln(I_L/I_o) R^2 ~ 0.9999, PTC from SAPM temperature model R^2 ~ 0.98) are documented in description.md but not shipped as separate formulas." |
| } |
|
|
