Scripts for Rapid Parameter Estimation from Photoluminescence Decays of Halide Perovskite Thin Films (ICPSR doi:10.26165/JUELICH-DATA/2IEHBF)

View:

Part 1: Document Description
Part 2: Study Description
Part 5: Other Study-Related Materials
Entire Codebook

Scripts for Rapid Parameter Estimation from Photoluminescence Decays of Halide Perovskite Thin Films

doi:10.26165/JUELICH-DATA/2IEHBF

Jülich DATA

2026-09-09

1

Heumann, Robin; Rudolph, Toby; Gaosheng, Huang; Kirchartz, Thomas; Dreessen, Chris, 2026, "Scripts for Rapid Parameter Estimation from Photoluminescence Decays of Halide Perovskite Thin Films", https://doi.org/10.26165/JUELICH-DATA/2IEHBF, Jülich DATA, V1

Scripts for Rapid Parameter Estimation from Photoluminescence Decays of Halide Perovskite Thin Films

doi:10.26165/JUELICH-DATA/2IEHBF

Heumann, Robin (IMD-3)

Rudolph, Toby (IMD-3)

Gaosheng, Huang (IMD-3)

Kirchartz, Thomas (IMD-3)

Dreessen, Chris (IMD-3)

Heumann, Robin

Rudloph, Toby

Huang, Gaosheng

Kirchartz, Thomas

Dreessen, Chris

Heumann, Robin

2026-09-01

SPP 2196

Jülich DATA

Heumann, Robin

Kirchartz, Thomas

Dreessen, Chris

Heumann, Robin

2026-09-01

Computer and Information Science, Physics, perovskite solar cells, Bayesian inference, transient photoluminescence, steady-state photoluminescence, uncertainty quantificaiton, machine learning, Shockley-Read-Hall recombination, charge-carrier lifetime, parameter estimation

The dataset entails synthetic physics simulations and experimental photoluminescence measurements by HEUMANN, RUDOLPH, HUANG, KIRCHARTZ and DREESSEN (Forschungszentrum Jülich), supporting neural-network-accelerated Shockley–Read–Hall (SRH) trap characterisation of semiconductor thin films. The basic methodology is described in "Heumann et al. (2026): Rapid Parameter Estimation from Photoluminescence Decays of Halide Perovskite Thin Films , Advanced Energy Materials, [DOI]". The dataset contains scripts using Python toolsets for extracting trap parameters from time-resolved (TRPL) and steady-state (SSPL) photoluminescence measurements of semiconductor thin films using Shockley–Read–Hall recombination models with radiative recombination included. These scripts provide CMA-ES parameter fitting with an optional neural-network surrogate for the transient solver, and a Bayesian grid pipeline that maps the posterior over the full parameter space and reports credible intervals. The most current version of the scripts can be found in the GitHub repository https://github.com/roheumann/rapid-trpl-bayes. At its core, the dataset provides a large synthetic training corpus of differential carrier lifetime (τ_diff) vs. quasi-Fermi level splitting (QFLS) curves, computed by numerically solving the SRH transient ODE over a quasi-random Sobol-sampled parameter space and one to two trap levels for the material. Complementing these simulations, the dataset includes experimental time-resolved (TRPL) and steady-state (SSPL) photoluminescence measurements from perovskite thin-film samples, which serve as targets for parameter fitting and Bayesian uncertainty quantification. A further component comprises 1D spatial PDE diffusion simulations (Beer–Lambert excitation profile, film thickness 450 nm, Eg = 1.625 eV) run across five representative physical scenarios and five optical absorption coefficients (α = 10⁴–10⁶ cm⁻¹), from which a homoskedastic model-error sigma (σ_trpl = 0.4936 in log₁₀ space) is derived; this value parameterises the Gaussian log-likelihood in the Bayesian inference stage and accounts for the approximation error of the 0D point model relative to the full 1D diffusion model. Pre-trained neural-network surrogate model artefacts are provided alongside, enabling τ_diff curve prediction at orders-of-magnitude lower computational cost than the ODE solver. The data provided contains relevant variables of the semiconductor photophysical recombination cycle, including trap density (N_t), trap energy level (E_t), electron and hole SRH lifetimes (τ_n, τ_p), radiative recombination coefficient (k_rad), bandgap energy (E_g), carrier excitation density, quasi-Fermi level splitting, differential decay time and photoluminescence quantum yield. (2026)

CC0 Waiver

Label:

01_create_grid.py

text/x-python

Label:

02_trpl_errors.py

text/x-python

Label:

03_sspl_errors.py

text/x-python

Label:

04_bayesian.py

text/x-python

Label:

0D_shallow-plateau.csv

text/csv

Label:

0D_shallow-trap-photodoping.csv

text/csv

Label:

1Trap_TRPL_Simulation_01_04_2026_sims_65536_t_256_simulation_times.csv

text/csv

Label:

1Trap_TRPL_Simulation_01_04_2026_sims_65536_t_256_training.hdf5

application/x-hdf5

Label:

1Trap_TRPL_Simulation_01_04_2026_sims_65536_t_256_training_output_scaler.joblib

application/octet-stream

Label:

1Trap_TRPL_Simulation_01_04_2026_sims_65536_t_256_training_param_scaler.joblib

application/octet-stream

Label:

2Trap_TRPL_Simulation_07_04_2026_sims_262128_t_256_training.hdf5

application/x-hdf5

Label:

2Trap_TRPL_Simulation_07_04_2026_sims_262128_t_256_training_output_scaler.joblib

application/octet-stream

Label:

2Trap_TRPL_Simulation_07_04_2026_sims_262128_t_256_training_param_scaler.joblib

application/octet-stream

Label:

alpha-100000-mu-1.csv

text/csv

Label:

alpha-100000-mu-1.csv

text/csv

Label:

alpha-100000-mu-1.csv

text/csv

Label:

alpha-100000-mu-1.csv

text/csv

Label:

alpha-100000-mu-1.csv

text/csv

Label:

alpha-10000-mu-1.csv

text/csv

Label:

alpha-10000-mu-1.csv

text/csv

Label:

alpha-10000-mu-1.csv

text/csv

Label:

alpha-10000-mu-1.csv

text/csv

Label:

alpha-10000-mu-1.csv

text/csv

Label:

alpha-1e+06-mu-1.csv

text/csv

Label:

alpha-1e+06-mu-1.csv

text/csv

Label:

alpha-1e+06-mu-1.csv

text/csv

Label:

alpha-1e+06-mu-1.csv

text/csv

Label:

alpha-1e+06-mu-1.csv

text/csv

Label:

alpha-500000-mu-1.csv

text/csv

Label:

alpha-500000-mu-1.csv

text/csv

Label:

alpha-500000-mu-1.csv

text/csv

Label:

alpha-500000-mu-1.csv

text/csv

Label:

alpha-500000-mu-1.csv

text/csv

Label:

alpha-50000-mu-1.csv

text/csv

Label:

alpha-50000-mu-1.csv

text/csv

Label:

alpha-50000-mu-1.csv

text/csv

Label:

alpha-50000-mu-1.csv

text/csv

Label:

alpha-50000-mu-1.csv

text/csv

Label:

alpha_vs_E_SSPL.dat

text/x-fixed-field

Label:

AM15G.dat

text/x-fixed-field

Label:

analysis_summary.csv

text/csv

Label:

analysis_summary.txt

text/plain

Label:

bayesian_methods.tex

application/x-tex

Label:

CITATION.cff

application/octet-stream

Label:

config-paper-1trap-syn.json

application/json

Label:

config-paper-2trap_ye-genghua.json

application/json

Label:

config-paper.json

application/json

Label:

confusion_matrix_DeltaEtrap_1_test.csv

text/csv

Label:

confusion_matrix_DeltaEtrap_1_test.csv

text/csv

Label:

confusion_matrix_DeltaEtrap_1_test_main.csv

text/csv

Label:

confusion_matrix_DeltaEtrap_1_test_main.png

image/png

Label:

confusion_matrix_DeltaEtrap_1_test.png

image/png

Label:

confusion_matrix_DeltaEtrap_1_test.png

image/png

Label:

confusion_matrix_DeltaEtrap_1_train.csv

text/csv

Label:

confusion_matrix_DeltaEtrap_1_train.csv

text/csv

Label:

confusion_matrix_DeltaEtrap_1_train_main.csv

text/csv

Label:

confusion_matrix_DeltaEtrap_1_train_main.png

image/png

Label:

confusion_matrix_DeltaEtrap_1_train.png

image/png

Label:

confusion_matrix_DeltaEtrap_1_train.png

image/png

Label:

confusion_matrix_DeltaEtrap_1_val.csv

text/csv

Label:

confusion_matrix_DeltaEtrap_1_val.csv

text/csv

Label:

confusion_matrix_DeltaEtrap_1_val_main.csv

text/csv

Label:

confusion_matrix_DeltaEtrap_1_val_main.png

image/png

Label:

confusion_matrix_DeltaEtrap_1_val.png

image/png

Label:

confusion_matrix_DeltaEtrap_1_val.png

image/png

Label:

confusion_matrix_DeltaEtrap_2_test.csv

text/csv

Label:

confusion_matrix_DeltaEtrap_2_test_main.csv

text/csv

Label:

confusion_matrix_DeltaEtrap_2_test_main.png

image/png

Label:

confusion_matrix_DeltaEtrap_2_test.png

image/png

Label:

confusion_matrix_DeltaEtrap_2_train.csv

text/csv

Label:

confusion_matrix_DeltaEtrap_2_train_main.csv

text/csv

Label:

confusion_matrix_DeltaEtrap_2_train_main.png

image/png

Label:

confusion_matrix_DeltaEtrap_2_train.png

image/png

Label:

confusion_matrix_DeltaEtrap_2_val.csv

text/csv

Label:

confusion_matrix_DeltaEtrap_2_val_main.csv

text/csv

Label:

confusion_matrix_DeltaEtrap_2_val_main.png

image/png

Label:

confusion_matrix_DeltaEtrap_2_val.png

image/png

Label:

confusion_matrix_Eg_eV_test.csv

text/csv

Label:

confusion_matrix_Eg_eV_test.csv

text/csv

Label:

confusion_matrix_Eg_eV_test_main.csv

text/csv

Label:

confusion_matrix_Eg_eV_test_main.png

image/png

Label:

confusion_matrix_Eg_eV_test.png

image/png

Label:

confusion_matrix_Eg_eV_test.png

image/png

Label:

confusion_matrix_Eg_eV_train.csv

text/csv

Label:

confusion_matrix_Eg_eV_train.csv

text/csv

Label:

confusion_matrix_Eg_eV_train_main.csv

text/csv

Label:

confusion_matrix_Eg_eV_train_main.png

image/png

Label:

confusion_matrix_Eg_eV_train.png

image/png

Label:

confusion_matrix_Eg_eV_train.png

image/png

Label:

confusion_matrix_Eg_eV_val.csv

text/csv

Label:

confusion_matrix_Eg_eV_val.csv

text/csv

Label:

confusion_matrix_Eg_eV_val_main.csv

text/csv

Label:

confusion_matrix_Eg_eV_val_main.png

image/png

Label:

confusion_matrix_Eg_eV_val.png

image/png

Label:

confusion_matrix_Eg_eV_val.png

image/png

Label:

confusion_matrix_log_krad_test.csv

text/csv

Label:

confusion_matrix_log_krad_test.csv

text/csv

Label:

confusion_matrix_log_krad_test_main.csv

text/csv

Label:

confusion_matrix_log_krad_test_main.png

image/png

Label:

confusion_matrix_log_krad_test.png

image/png

Label:

confusion_matrix_log_krad_test.png

image/png

Label:

confusion_matrix_log_krad_train.csv

text/csv

Label:

confusion_matrix_log_krad_train.csv

text/csv

Label:

confusion_matrix_log_krad_train_main.csv

text/csv

Label:

confusion_matrix_log_krad_train_main.png

image/png

Label:

confusion_matrix_log_krad_train.png

image/png

Label:

confusion_matrix_log_krad_train.png

image/png

Label:

confusion_matrix_log_krad_val.csv

text/csv

Label:

confusion_matrix_log_krad_val.csv

text/csv

Label:

confusion_matrix_log_krad_val_main.csv

text/csv

Label:

confusion_matrix_log_krad_val_main.png

image/png

Label:

confusion_matrix_log_krad_val.png

image/png

Label:

confusion_matrix_log_krad_val.png

image/png

Label:

confusion_matrix_log_n_pulse_test.csv

text/csv

Label:

confusion_matrix_log_n_pulse_test.csv

text/csv

Label:

confusion_matrix_log_n_pulse_test_main.csv

text/csv

Label:

confusion_matrix_log_n_pulse_test_main.png

image/png

Label:

confusion_matrix_log_n_pulse_test.png

image/png

Label:

confusion_matrix_log_n_pulse_test.png

image/png

Label:

confusion_matrix_log_n_pulse_train.csv

text/csv

Label:

confusion_matrix_log_n_pulse_train.csv

text/csv

Label:

confusion_matrix_log_n_pulse_train_main.csv

text/csv

Label:

confusion_matrix_log_n_pulse_train_main.png

image/png

Label:

confusion_matrix_log_n_pulse_train.png

image/png

Label:

confusion_matrix_log_n_pulse_train.png

image/png

Label:

confusion_matrix_log_n_pulse_val.csv

text/csv

Label:

confusion_matrix_log_n_pulse_val.csv

text/csv

Label:

confusion_matrix_log_n_pulse_val_main.csv

text/csv

Label:

confusion_matrix_log_n_pulse_val_main.png

image/png

Label:

confusion_matrix_log_n_pulse_val.png

image/png

Label:

confusion_matrix_log_n_pulse_val.png

image/png

Label:

confusion_matrix_log_Ntrap_1_test.csv

text/csv

Label:

confusion_matrix_log_Ntrap_1_test.csv

text/csv

Label:

confusion_matrix_log_Ntrap_1_test_main.csv

text/csv

Label:

confusion_matrix_log_Ntrap_1_test_main.png

image/png

Label:

confusion_matrix_log_Ntrap_1_test.png

image/png

Label:

confusion_matrix_log_Ntrap_1_test.png

image/png

Label:

confusion_matrix_log_Ntrap_1_train.csv

text/csv

Label:

confusion_matrix_log_Ntrap_1_train.csv

text/csv

Label:

confusion_matrix_log_Ntrap_1_train_main.csv

text/csv

Label:

confusion_matrix_log_Ntrap_1_train_main.png

image/png

Label:

confusion_matrix_log_Ntrap_1_train.png

image/png

Label:

confusion_matrix_log_Ntrap_1_train.png

image/png

Label:

confusion_matrix_log_Ntrap_1_val.csv

text/csv

Label:

confusion_matrix_log_Ntrap_1_val.csv

text/csv

Label:

confusion_matrix_log_Ntrap_1_val_main.csv

text/csv

Label:

confusion_matrix_log_Ntrap_1_val_main.png

image/png

Label:

confusion_matrix_log_Ntrap_1_val.png

image/png

Label:

confusion_matrix_log_Ntrap_1_val.png

image/png

Label:

confusion_matrix_log_Ntrap_2_test.csv

text/csv

Label:

confusion_matrix_log_Ntrap_2_test_main.csv

text/csv

Label:

confusion_matrix_log_Ntrap_2_test_main.png

image/png

Label:

confusion_matrix_log_Ntrap_2_test.png

image/png

Label:

confusion_matrix_log_Ntrap_2_train.csv

text/csv

Label:

confusion_matrix_log_Ntrap_2_train_main.csv

text/csv

Label:

confusion_matrix_log_Ntrap_2_train_main.png

image/png

Label:

confusion_matrix_log_Ntrap_2_train.png

image/png

Label:

confusion_matrix_log_Ntrap_2_val.csv

text/csv

Label:

confusion_matrix_log_Ntrap_2_val_main.csv

text/csv

Label:

confusion_matrix_log_Ntrap_2_val_main.png

image/png

Label:

confusion_matrix_log_Ntrap_2_val.png

image/png

Label:

confusion_matrix_log_taun_1_test.csv

text/csv

Label:

confusion_matrix_log_taun_1_test.csv

text/csv

Label:

confusion_matrix_log_taun_1_test_main.csv

text/csv

Label:

confusion_matrix_log_taun_1_test_main.png

image/png

Label:

confusion_matrix_log_taun_1_test.png

image/png

Label:

confusion_matrix_log_taun_1_test.png

image/png

Label:

confusion_matrix_log_taun_1_train.csv

text/csv

Label:

confusion_matrix_log_taun_1_train.csv

text/csv

Label:

confusion_matrix_log_taun_1_train_main.csv

text/csv

Label:

confusion_matrix_log_taun_1_train_main.png

image/png

Label:

confusion_matrix_log_taun_1_train.png

image/png

Label:

confusion_matrix_log_taun_1_train.png

image/png

Label:

confusion_matrix_log_taun_1_val.csv

text/csv

Label:

confusion_matrix_log_taun_1_val.csv

text/csv

Label:

confusion_matrix_log_taun_1_val_main.csv

text/csv

Label:

confusion_matrix_log_taun_1_val_main.png

image/png

Label:

confusion_matrix_log_taun_1_val.png

image/png

Label:

confusion_matrix_log_taun_1_val.png

image/png

Label:

confusion_matrix_log_taun_2_test.csv

text/csv

Label:

confusion_matrix_log_taun_2_test_main.csv

text/csv

Label:

confusion_matrix_log_taun_2_test_main.png

image/png

Label:

confusion_matrix_log_taun_2_test.png

image/png

Label:

confusion_matrix_log_taun_2_train.csv

text/csv

Label:

confusion_matrix_log_taun_2_train_main.csv

text/csv

Label:

confusion_matrix_log_taun_2_train_main.png

image/png

Label:

confusion_matrix_log_taun_2_train.png

image/png

Label:

confusion_matrix_log_taun_2_val.csv

text/csv

Label:

confusion_matrix_log_taun_2_val_main.csv

text/csv

Label:

confusion_matrix_log_taun_2_val_main.png

image/png

Label:

confusion_matrix_log_taun_2_val.png

image/png

Label:

confusion_matrix_log_taup_1_test.csv

text/csv

Label:

confusion_matrix_log_taup_1_test.csv

text/csv

Label:

confusion_matrix_log_taup_1_test_main.csv

text/csv

Label:

confusion_matrix_log_taup_1_test_main.png

image/png

Label:

confusion_matrix_log_taup_1_test.png

image/png

Label:

confusion_matrix_log_taup_1_test.png

image/png

Label:

confusion_matrix_log_taup_1_train.csv

text/csv

Label:

confusion_matrix_log_taup_1_train.csv

text/csv

Label:

confusion_matrix_log_taup_1_train_main.csv

text/csv

Label:

confusion_matrix_log_taup_1_train_main.png

image/png

Label:

confusion_matrix_log_taup_1_train.png

image/png

Label:

confusion_matrix_log_taup_1_train.png

image/png

Label:

confusion_matrix_log_taup_1_val.csv

text/csv

Label:

confusion_matrix_log_taup_1_val.csv

text/csv

Label:

confusion_matrix_log_taup_1_val_main.csv

text/csv

Label:

confusion_matrix_log_taup_1_val_main.png

image/png

Label:

confusion_matrix_log_taup_1_val.png

image/png

Label:

confusion_matrix_log_taup_1_val.png

image/png

Label:

confusion_matrix_log_taup_2_test.csv

text/csv

Label:

confusion_matrix_log_taup_2_test_main.csv

text/csv

Label:

confusion_matrix_log_taup_2_test_main.png

image/png

Label:

confusion_matrix_log_taup_2_test.png

image/png

Label:

confusion_matrix_log_taup_2_train.csv

text/csv

Label:

confusion_matrix_log_taup_2_train_main.csv

text/csv

Label:

confusion_matrix_log_taup_2_train_main.png

image/png

Label:

confusion_matrix_log_taup_2_train.png

image/png

Label:

confusion_matrix_log_taup_2_val.csv

text/csv

Label:

confusion_matrix_log_taup_2_val_main.csv

text/csv

Label:

confusion_matrix_log_taup_2_val_main.png

image/png

Label:

confusion_matrix_log_taup_2_val.png

image/png

Label:

confusion_summary_DeltaEtrap_1.png

image/png

Label:

confusion_summary_DeltaEtrap_1.png

image/png

Label:

confusion_summary_DeltaEtrap_1_test.csv

text/csv

Label:

confusion_summary_DeltaEtrap_1_test.csv

text/csv

Label:

confusion_summary_DeltaEtrap_1_test_main.csv

text/csv

Label:

confusion_summary_DeltaEtrap_1_test_main.png

image/png

Label:

confusion_summary_DeltaEtrap_1_test.png

image/png

Label:

confusion_summary_DeltaEtrap_1_test.png

image/png

Label:

confusion_summary_DeltaEtrap_1_train.csv

text/csv

Label:

confusion_summary_DeltaEtrap_1_train.csv

text/csv

Label:

confusion_summary_DeltaEtrap_1_train_main.csv

text/csv

Label:

confusion_summary_DeltaEtrap_1_train_main.png

image/png

Label:

confusion_summary_DeltaEtrap_1_train.png

image/png

Label:

confusion_summary_DeltaEtrap_1_train.png

image/png

Label:

confusion_summary_DeltaEtrap_1_val.csv

text/csv

Label:

confusion_summary_DeltaEtrap_1_val.csv

text/csv

Label:

confusion_summary_DeltaEtrap_1_val_main.csv

text/csv

Label:

confusion_summary_DeltaEtrap_1_val_main.png

image/png

Label:

confusion_summary_DeltaEtrap_1_val.png

image/png

Label:

confusion_summary_DeltaEtrap_1_val.png

image/png

Label:

confusion_summary_DeltaEtrap_2.png

image/png

Label:

confusion_summary_DeltaEtrap_2_test.csv

text/csv

Label:

confusion_summary_DeltaEtrap_2_test_main.csv

text/csv

Label:

confusion_summary_DeltaEtrap_2_test_main.png

image/png

Label:

confusion_summary_DeltaEtrap_2_test.png

image/png

Label:

confusion_summary_DeltaEtrap_2_train.csv

text/csv

Label:

confusion_summary_DeltaEtrap_2_train_main.csv

text/csv

Label:

confusion_summary_DeltaEtrap_2_train_main.png

image/png

Label:

confusion_summary_DeltaEtrap_2_train.png

image/png

Label:

confusion_summary_DeltaEtrap_2_val.csv

text/csv

Label:

confusion_summary_DeltaEtrap_2_val_main.csv

text/csv

Label:

confusion_summary_DeltaEtrap_2_val_main.png

image/png

Label:

confusion_summary_DeltaEtrap_2_val.png

image/png

Label:

confusion_summary_Eg_eV.png

image/png

Label:

confusion_summary_Eg_eV.png

image/png

Label:

confusion_summary_Eg_eV_test.csv

text/csv

Label:

confusion_summary_Eg_eV_test.csv

text/csv

Label:

confusion_summary_Eg_eV_test_main.csv

text/csv

Label:

confusion_summary_Eg_eV_test_main.png

image/png

Label:

confusion_summary_Eg_eV_test.png

image/png

Label:

confusion_summary_Eg_eV_test.png

image/png

Label:

confusion_summary_Eg_eV_train.csv

text/csv

Label:

confusion_summary_Eg_eV_train.csv

text/csv

Label:

confusion_summary_Eg_eV_train_main.csv

text/csv

Label:

confusion_summary_Eg_eV_train_main.png

image/png

Label:

confusion_summary_Eg_eV_train.png

image/png

Label:

confusion_summary_Eg_eV_train.png

image/png

Label:

confusion_summary_Eg_eV_val.csv

text/csv

Label:

confusion_summary_Eg_eV_val.csv

text/csv

Label:

confusion_summary_Eg_eV_val_main.csv

text/csv

Label:

confusion_summary_Eg_eV_val_main.png

image/png

Label:

confusion_summary_Eg_eV_val.png

image/png

Label:

confusion_summary_Eg_eV_val.png

image/png

Label:

confusion_summary_log_krad.png

image/png

Label:

confusion_summary_log_krad.png

image/png

Label:

confusion_summary_log_krad_test.csv

text/csv

Label:

confusion_summary_log_krad_test.csv

text/csv

Label:

confusion_summary_log_krad_test_main.csv

text/csv

Label:

confusion_summary_log_krad_test_main.png

image/png

Label:

confusion_summary_log_krad_test.png

image/png

Label:

confusion_summary_log_krad_test.png

image/png

Label:

confusion_summary_log_krad_train.csv

text/csv

Label:

confusion_summary_log_krad_train.csv

text/csv

Label:

confusion_summary_log_krad_train_main.csv

text/csv

Label:

confusion_summary_log_krad_train_main.png

image/png

Label:

confusion_summary_log_krad_train.png

image/png

Label:

confusion_summary_log_krad_train.png

image/png

Label:

confusion_summary_log_krad_val.csv

text/csv

Label:

confusion_summary_log_krad_val.csv

text/csv

Label:

confusion_summary_log_krad_val_main.csv

text/csv

Label:

confusion_summary_log_krad_val_main.png

image/png

Label:

confusion_summary_log_krad_val.png

image/png

Label:

confusion_summary_log_krad_val.png

image/png

Label:

confusion_summary_log_n_pulse.png

image/png

Label:

confusion_summary_log_n_pulse.png

image/png

Label:

confusion_summary_log_n_pulse_test.csv

text/csv

Label:

confusion_summary_log_n_pulse_test.csv

text/csv

Label:

confusion_summary_log_n_pulse_test_main.csv

text/csv

Label:

confusion_summary_log_n_pulse_test_main.png

image/png

Label:

confusion_summary_log_n_pulse_test.png

image/png

Label:

confusion_summary_log_n_pulse_test.png

image/png

Label:

confusion_summary_log_n_pulse_train.csv

text/csv

Label:

confusion_summary_log_n_pulse_train.csv

text/csv

Label:

confusion_summary_log_n_pulse_train_main.csv

text/csv

Label:

confusion_summary_log_n_pulse_train_main.png

image/png

Label:

confusion_summary_log_n_pulse_train.png

image/png

Label:

confusion_summary_log_n_pulse_train.png

image/png

Label:

confusion_summary_log_n_pulse_val.csv

text/csv

Label:

confusion_summary_log_n_pulse_val.csv

text/csv

Label:

confusion_summary_log_n_pulse_val_main.csv

text/csv

Label:

confusion_summary_log_n_pulse_val_main.png

image/png

Label:

confusion_summary_log_n_pulse_val.png

image/png

Label:

confusion_summary_log_n_pulse_val.png

image/png

Label:

confusion_summary_log_Ntrap_1.png

image/png

Label:

confusion_summary_log_Ntrap_1.png

image/png

Label:

confusion_summary_log_Ntrap_1_test.csv

text/csv

Label:

confusion_summary_log_Ntrap_1_test.csv

text/csv

Label:

confusion_summary_log_Ntrap_1_test_main.csv

text/csv

Label:

confusion_summary_log_Ntrap_1_test_main.png

image/png

Label:

confusion_summary_log_Ntrap_1_test.png

image/png

Label:

confusion_summary_log_Ntrap_1_test.png

image/png

Label:

confusion_summary_log_Ntrap_1_train.csv

text/csv

Label:

confusion_summary_log_Ntrap_1_train.csv

text/csv

Label:

confusion_summary_log_Ntrap_1_train_main.csv

text/csv

Label:

confusion_summary_log_Ntrap_1_train_main.png

image/png

Label:

confusion_summary_log_Ntrap_1_train.png

image/png

Label:

confusion_summary_log_Ntrap_1_train.png

image/png

Label:

confusion_summary_log_Ntrap_1_val.csv

text/csv

Label:

confusion_summary_log_Ntrap_1_val.csv

text/csv

Label:

confusion_summary_log_Ntrap_1_val_main.csv

text/csv

Label:

confusion_summary_log_Ntrap_1_val_main.png

image/png

Label:

confusion_summary_log_Ntrap_1_val.png

image/png

Label:

confusion_summary_log_Ntrap_1_val.png

image/png

Label:

confusion_summary_log_Ntrap_2.png

image/png

Label:

confusion_summary_log_Ntrap_2_test.csv

text/csv

Label:

confusion_summary_log_Ntrap_2_test_main.csv

text/csv

Label:

confusion_summary_log_Ntrap_2_test_main.png

image/png

Label:

confusion_summary_log_Ntrap_2_test.png

image/png

Label:

confusion_summary_log_Ntrap_2_train.csv

text/csv

Label:

confusion_summary_log_Ntrap_2_train_main.csv

text/csv

Label:

confusion_summary_log_Ntrap_2_train_main.png

image/png

Label:

confusion_summary_log_Ntrap_2_train.png

image/png

Label:

confusion_summary_log_Ntrap_2_val.csv

text/csv

Label:

confusion_summary_log_Ntrap_2_val_main.csv

text/csv

Label:

confusion_summary_log_Ntrap_2_val_main.png

image/png

Label:

confusion_summary_log_Ntrap_2_val.png

image/png

Label:

confusion_summary_log_taun_1.png

image/png

Label:

confusion_summary_log_taun_1.png

image/png

Label:

confusion_summary_log_taun_1_test.csv

text/csv

Label:

confusion_summary_log_taun_1_test.csv

text/csv

Label:

confusion_summary_log_taun_1_test_main.csv

text/csv

Label:

confusion_summary_log_taun_1_test_main.png

image/png

Label:

confusion_summary_log_taun_1_test.png

image/png

Label:

confusion_summary_log_taun_1_test.png

image/png

Label:

confusion_summary_log_taun_1_train.csv

text/csv

Label:

confusion_summary_log_taun_1_train.csv

text/csv

Label:

confusion_summary_log_taun_1_train_main.csv

text/csv

Label:

confusion_summary_log_taun_1_train_main.png

image/png

Label:

confusion_summary_log_taun_1_train.png

image/png

Label:

confusion_summary_log_taun_1_train.png

image/png

Label:

confusion_summary_log_taun_1_val.csv

text/csv

Label:

confusion_summary_log_taun_1_val.csv

text/csv

Label:

confusion_summary_log_taun_1_val_main.csv

text/csv

Label:

confusion_summary_log_taun_1_val_main.png

image/png

Label:

confusion_summary_log_taun_1_val.png

image/png

Label:

confusion_summary_log_taun_1_val.png

image/png

Label:

confusion_summary_log_taun_2.png

image/png

Label:

confusion_summary_log_taun_2_test.csv

text/csv

Label:

confusion_summary_log_taun_2_test_main.csv

text/csv

Label:

confusion_summary_log_taun_2_test_main.png

image/png

Label:

confusion_summary_log_taun_2_test.png

image/png

Label:

confusion_summary_log_taun_2_train.csv

text/csv

Label:

confusion_summary_log_taun_2_train_main.csv

text/csv

Label:

confusion_summary_log_taun_2_train_main.png

image/png

Label:

confusion_summary_log_taun_2_train.png

image/png

Label:

confusion_summary_log_taun_2_val.csv

text/csv

Label:

confusion_summary_log_taun_2_val_main.csv

text/csv

Label:

confusion_summary_log_taun_2_val_main.png

image/png

Label:

confusion_summary_log_taun_2_val.png

image/png

Label:

confusion_summary_log_taup_1.png

image/png

Label:

confusion_summary_log_taup_1.png

image/png

Label:

confusion_summary_log_taup_1_test.csv

text/csv

Label:

confusion_summary_log_taup_1_test.csv

text/csv

Label:

confusion_summary_log_taup_1_test_main.csv

text/csv

Label:

confusion_summary_log_taup_1_test_main.png

image/png

Label:

confusion_summary_log_taup_1_test.png

image/png

Label:

confusion_summary_log_taup_1_test.png

image/png

Label:

confusion_summary_log_taup_1_train.csv

text/csv

Label:

confusion_summary_log_taup_1_train.csv

text/csv

Label:

confusion_summary_log_taup_1_train_main.csv

text/csv

Label:

confusion_summary_log_taup_1_train_main.png

image/png

Label:

confusion_summary_log_taup_1_train.png

image/png

Label:

confusion_summary_log_taup_1_train.png

image/png

Label:

confusion_summary_log_taup_1_val.csv

text/csv

Label:

confusion_summary_log_taup_1_val.csv

text/csv

Label:

confusion_summary_log_taup_1_val_main.csv

text/csv

Label:

confusion_summary_log_taup_1_val_main.png

image/png

Label:

confusion_summary_log_taup_1_val.png

image/png

Label:

confusion_summary_log_taup_1_val.png

image/png

Label:

confusion_summary_log_taup_2.png

image/png

Label:

confusion_summary_log_taup_2_test.csv

text/csv

Label:

confusion_summary_log_taup_2_test_main.csv

text/csv

Label:

confusion_summary_log_taup_2_test_main.png

image/png

Label:

confusion_summary_log_taup_2_test.png

image/png

Label:

confusion_summary_log_taup_2_train.csv

text/csv

Label:

confusion_summary_log_taup_2_train_main.csv

text/csv

Label:

confusion_summary_log_taup_2_train_main.png

image/png

Label:

confusion_summary_log_taup_2_train.png

image/png

Label:

confusion_summary_log_taup_2_val.csv

text/csv

Label:

confusion_summary_log_taup_2_val_main.csv

text/csv

Label:

confusion_summary_log_taup_2_val_main.png

image/png

Label:

confusion_summary_log_taup_2_val.png

image/png

Label:

constants.py

text/x-python

Label:

constants.py

text/x-python

Label:

curve_00_sample00563.csv

text/csv

Label:

curve_00_sample02251.csv

text/csv

Label:

curve_01_sample00584.csv

text/csv

Label:

curve_01_sample02337.csv

text/csv

Label:

curve_02_sample00617.csv

text/csv

Label:

curve_02_sample02467.csv

text/csv

Label:

curve_03_sample01320.csv

text/csv

Label:

curve_03_sample05278.csv

text/csv

Label:

curve_04_sample02835.csv

text/csv

Label:

curve_04_sample11342.csv

text/csv

Label:

curve_05_sample02873.csv

text/csv

Label:

curve_05_sample11495.csv

text/csv

Label:

curve_06_sample04285.csv

text/csv

Label:

curve_06_sample17144.csv

text/csv

Label:

curve_07_sample04569.csv

text/csv

Label:

curve_07_sample18268.csv

text/csv

Label:

curve_08_sample05066.csv

text/csv

Label:

curve_08_sample20270.csv

text/csv

Label:

curve_09_sample05623.csv

text/csv

Label:

curve_09_sample22490.csv

text/csv

Label:

data_utils.py

text/x-python

Label:

derivatives_simulation_results-no-photodopgin_alphas-mu-1.png

image/png

Label:

derivatives_simulation_results-shallow_photodoping_alphas-mu-1.png

image/png

Label:

derivatives_simulation_results-shallow-plateau_alphas-mu-1.png

image/png

Label:

derivatives_simulation_results-trap-high-Nt_alphas-mu-1.png

image/png

Label:

derivatives_simulation_results-trap-low-Nt_alphas-mu-1.png

image/png

Label:

deriv_per_file_simulation_results-no-photodopgin_alphas-mu-1.csv

text/csv

Label:

deriv_per_file_simulation_results-shallow_photodoping_alphas-mu-1.csv

text/csv

Label:

deriv_per_file_simulation_results-shallow-plateau_alphas-mu-1.csv

text/csv

Label:

deriv_per_file_simulation_results-trap-high-Nt_alphas-mu-1.csv

text/csv

Label:

deriv_per_file_simulation_results-trap-low-Nt_alphas-mu-1.csv

text/csv

Label:

deriv_per_pair_simulation_results-no-photodopgin_alphas-mu-1.csv

text/csv

Label:

deriv_per_pair_simulation_results-shallow_photodoping_alphas-mu-1.csv

text/csv

Label:

deriv_per_pair_simulation_results-shallow-plateau_alphas-mu-1.csv

text/csv

Label:

deriv_per_pair_simulation_results-trap-high-Nt_alphas-mu-1.csv

text/csv

Label:

deriv_per_pair_simulation_results-trap-low-Nt_alphas-mu-1.csv

text/csv

Label:

events.out.tfevents.1775056785.rekenbeest.2103151.0.v2

application/octet-stream

Label:

events.out.tfevents.1775056810.rekenbeest.2103151.1.v2

application/octet-stream

Label:

events.out.tfevents.1775602497.rekenbeest.763087.0.v2

application/octet-stream

Label:

events.out.tfevents.1775602547.rekenbeest.763087.1.v2

application/octet-stream

Label:

Figure10.ipynb

application/x-ipynb+json

Label:

Figure5.ipynb

application/x-ipynb+json

Label:

Figure9.ipynb

application/x-ipynb+json

Label:

generate_trpl_dataset.py

text/x-python

Label:

history_complete.csv

text/csv

Label:

history.csv

text/csv

Label:

history.csv

text/csv

Label:

history_finetune.csv

text/csv

Label:

history_finetune.csv

text/csv

Label:

homoskedastic_sigma_derivative_alpha.m

text/x-matlab

Label:

loss_history.csv

text/csv

Label:

mean_derivative_all_folders.csv

text/csv

Label:

mean_derivative_per_folder.csv

text/csv

Label:

metrics_summary.csv

text/csv

Label:

metrics_summary.csv

text/csv

Label:

model.keras

application/octet-stream

Label:

model.keras

application/octet-stream

Label:

nn_inference_times_batch_all.csv

text/csv

Label:

nn_inference_times_batch_all.csv

text/csv

Label:

nn_inference_times_batch.csv

text/csv

Label:

nn_inference_times_batch.csv

text/csv

Label:

nn_inference_times_sequential.csv

text/csv

Label:

nn_inference_times_sequential.csv

text/csv

Label:

nn_predict_all_cpu.py

text/x-python

Label:

nn_predict_all.py

text/x-python

Label:

nn_predictions_all.hdf5

application/x-hdf5

Label:

nn_predictions_all.hdf5

application/x-hdf5

Label:

pdex1_sproul_Chris_frequency.m

text/x-matlab

Label:

pipeline.log

text/plain

Label:

pipeline.log

text/plain

Label:

prepare_training_data.py

text/x-python

Label:

README.md

text/markdown

Label:

README.md

text/markdown

Label:

README.md

text/markdown

Label:

README.md

text/markdown

Label:

requirements.txt

text/plain

Label:

requirements.txt

text/plain

Label:

requirements.txt

text/plain

Label:

requirements.txt

text/plain

Label:

sigma_all_folders.csv

text/csv

Label:

sigma_homoskedastic_summary.csv

text/csv

Label:

sigma_per_file_simulation_results-no-photodopgin_alphas-mu-1.csv

text/csv

Label:

sigma_per_file_simulation_results-shallow_photodoping_alphas-mu-1.csv

text/csv

Label:

sigma_per_file_simulation_results-shallow-plateau_alphas-mu-1.csv

text/csv

Label:

sigma_per_file_simulation_results-trap-high-Nt_alphas-mu-1.csv

text/csv

Label:

sigma_per_file_simulation_results-trap-low-Nt_alphas-mu-1.csv

text/csv

Label:

sigma_per_folder.csv

text/csv

Label:

sigma_simulation_results-no-photodopgin_alphas-mu-1.png

image/png

Label:

sigma_simulation_results-shallow_photodoping_alphas-mu-1.png

image/png

Label:

sigma_simulation_results-shallow-plateau_alphas-mu-1.png

image/png

Label:

sigma_simulation_results-trap-high-Nt_alphas-mu-1.png

image/png

Label:

sigma_simulation_results-trap-low-Nt_alphas-mu-1.png

image/png

Label:

sobol_generator_NTrap_Fluence-Thickness-Bandgap.py

text/x-python

Label:

sspl_module.py

text/x-python

Label:

sstrpl_fitting.py

text/x-python

Label:

start_point_estimation_module.py

text/x-python

Label:

submit_training.sh

application/x-sh

Label:

summary_mean_derivative.png

image/png

Label:

summary_sigma.png

image/png

Label:

test_curves_sample.png

image/png

Label:

test_curves_sample.png

image/png

Label:

training_details.json

application/json

Label:

training_details.json

application/json

Label:

training_history.png

image/png

Label:

training_history.png

image/png