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Calcul scientifique Python Discussion :

Calcul fft d'un fichier wav [Python 2.X]


Sujet :

Calcul scientifique Python

  1. #1
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    Par défaut Calcul fft d'un fichier wav
    Bonjour,
    Mon but est de coder en python un code qui cycliquement va faire un enregistrement en wav puis en extraire la fft.
    La partie enregistrement en wav est faite. Je me casse maintenant les dents sur la fft.

    N'étant pas un expert en mathématiques...

    J'utilise la fonction scipy.fft, mais je n'arrive pas à interpréter les résultats (encore faudrait-il que j'utilise la fonction correctement, je n'en suis pas sur).

    Voici la partie de code que j'utilise à partir d'un fichier wav que j'ai généré avec audacity.

    Code : Sélectionner tout - Visualiser dans une fenêtre à part
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    import wave, struct, os, numpy, scipy.io.wavfile, scipy
     
    os.chdir("D:\Users\SEDASILV\Documents\ALEX")
     
    rate, data = scipy.io.wavfile.read('sinus_400Hz_44100.wav')
     
    ffttest = scipy.fft(data)
    print(ffttest)
    J'obtiens donc ceci que je ne sais pas interpréter. Comment retrouver les fréquence la dedans. Je ne me souviens avoir appris une représentation complexe des harmoniques d'un signal:

    Code : Sélectionner tout - Visualiser dans une fenêtre à part
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       4.44514272e-01 -4.78837943e-01j   4.28537159e+00 -4.61704948e+00j
      -6.15863923e-01 +2.37019892e+00j  -3.56799257e+00 -8.76233268e-01j
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       1.90360808e-02 -9.46969941e-01j   4.45351752e+00 +3.69556646e+00j
       1.23506183e+00 -4.02728643e-01j   7.55720355e-01 -6.29721631e+00j
       3.44971069e+00 +2.25886964e+00j  -7.74342699e-01 +1.97155182e+00j
       1.19407661e+00 +1.44506825e+07j   1.86300940e+00 +6.12297237e-01j
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       3.15243658e+00 +3.50781866e+00j  -2.65949595e+00 +4.47830713e-01j
       5.04967729e+00 -3.82427556e+00j   3.15250042e+00 +5.28945903e+00j]
    Merci pour vos lumières. J'ai du oublié mes cours

  2. #2
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    Salut,

    Pas facile de comprendre ce que vous voulez faire!
    Pourquoi ne pas faire votre marché sur Google avant de coder?
    Un exemple comme celui-ci n'est peut être pas ce que vous voulez mais il a l'avantage de vous montrer ce que çà sort.
    Bon courage

    - W
    Architectures post-modernes.
    Python sur DVP c'est aussi des FAQs, des cours et tutoriels

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    Je l'ai fait, mais j'avais du mal à trouver tous les modules des exemples que je trouvais qui cherchaient à tracer des courbes.
    En gros je cherchais quelque chose de plus simple. Me plonger dans pylab ne m'est pas indispensable.

    Je veux obtenir les principales harmoniques d'un signal que j'enregistre.
    Je les ai obtiens je penses dans un tableau par scipy.fft mais je ne sais pas comment interpréter ce tableau.

  4. #4
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    Bonjour,

    Mes souvenir de fft sont trop lointains pour que je sois d'une aide efficace, mais par curiosité, j'ai essayé le petit code très simple et ça marche bien.

    Il faut pourtant corriger un peu le code: voilà ma correction (Python 3.4, numpy, scipy, matplotlib):

    Code : Sélectionner tout - Visualiser dans une fenêtre à part
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    #!/usr/bin/python
    # -*- coding: utf-8 -*-
    # Python 3
     
    import matplotlib.pyplot as plt
    from scipy.io import wavfile
    from scipy.fftpack import fft
     
    fs, data = wavfile.read('ringin.wav')  # chargement du fichier wav
     
    a = data.T[0]  # 1er canal. type de data et a: class 'numpy.ndarray'
     
    b = [(elem / (2 ** 8)) * 2 - 1 for elem in a]  # changement d'échelle des valeurs
     
    c = fft(b)  # liste de complexes. type de c: class 'numpy.complex128'
     
    d = len(c) // 2  # on n'a besoin que de la moitié de la liste fft
     
    plt.plot(abs(c[0:(d - 1)]), 'r')  # affichage
    plt.show()
    La fenêtre de matplotlib s'affiche bien avec le spectre. Pour le fichier wav que j'ai pris en exemple (un son de Windows), ça donne ça:

    Nom : figure_1.png
Affichages : 1781
Taille : 18,1 Ko
    Un expert est une personne qui a fait toutes les erreurs qui peuvent être faites, dans un domaine étroit... (Niels Bohr)
    Mes recettes python: http://www.jpvweb.com

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    Merci pour vos aides, je suis en train de reprendre le code trouvé ici https://sites.google.com/site/haskel...on-numpy-scipy

    y'a quelques trucs un peu bête mais c'est une base.

    Je ne dois pas comprendre le fonctionnement de la fft car j'ai du mal à comprendre à quoi rime le calcul:

    Code : Sélectionner tout - Visualiser dans une fenêtre à part
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    frq = k/T # two sides frequency range
    frq = frq[range(n/2)] # one side frequency range
    voici ce j'en comprend pour la première ligne:
    frq = Numéro d'échantillon / Valeur temporelle du dernier échantillon

    Je ne vois pas physiquement ce que ça représente.

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    Je répond à mon interrogation:

    Il s'agit donc de calculer les fréquences du résultat de la fft. scipy.fft créer un tableau contenant les puissances (en calculant les modules des éléments). L'emplacement dans le tableau indique la fréquence.

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