import os.path from .analysis import * from .io import load_spectrum def auto(spectrum_file, plot=None): spectre_file = spectrum_file ##### Affichage du spectre brut et récupération des Intesités brutes##### lambdas, raw_intensities = load_spectrum(spectre_file, lambda_min=450) ##### Affichage du spectre lissé ##### #smoothed_intensities, intensities, lambdas = Data_Smoothed(spectre_file) smoothed_intensities = smooth_intensities(raw_intensities) ##### Indice Optique en fonction de Lambda ##### indice = 1.324188 + 3102.060378 / (lambdas**2) ##### Determination de la prominence associé ##### prominence = Prominence_from_fft(lambdas=lambdas, intensities=smoothed_intensities, refractive_index=indice, plot=plot) prominence = 0.03 ##### Find Peak ##### peaks_min, peaks_max = finds_peak(lambdas, smoothed_intensities, min_peak_prominence=prominence, plot=False) ##### Epaisseur selon la methode ##### #thickness_FFT = thickness_from_fft(lambdas,smoothed_intensities,refractive_index=1.33) total_extrema = len(peaks_max) + len(peaks_min) if total_extrema > 15 and total_extrema > 4: print('Apply method FFT') result = thickness_from_fft(lambdas, smoothed_intensities, refractive_index=indice, plot=plot) print(f'thickness: {result.thickness:.2f} nm') if total_extrema <= 15 and total_extrema > 4: print('Apply method minmax') result = thickness_from_minmax(lambdas, smoothed_intensities, refractive_index=indice, min_peak_prominence=prominence, plot=plot) print(f'thickness: {result.thickness:.2f} nm') if total_extrema <= 4 and total_extrema >= 2: #& 2peak minimum: print('Apply method Scheludko') result = thickness_from_scheludko(lambdas, smoothed_intensities, refractive_index=indice, min_peak_prominence=prominence, plot=plot) print(f'thickness: {result.thickness:.2f} nm') if total_extrema <= 4 and len(peaks_max) == 1 and len(peaks_min) == 0 : #dans l'ordre zéro ! print('Apply method ordre0') result = thickness_for_order0(lambdas, smoothed_intensities, refractive_index=indice, min_peak_prominence=prominence, plot=plot) print(f'thickness: {result.thickness:.2f} nm') if total_extrema <= 4 and len(peaks_max) == 0 and (len(peaks_min) == 1 or len(peaks_min) == 0): #& 1peak min ou zéro: thickness = None print('Zone Ombre')