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@komasaru
Last active April 3, 2018 08:43
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Python script to compute discrete Fourier transform.
#! /usr/local/bin/python3.6
"""
Discrete Fourier transform
f(t) = 2 * sin(4 * t) + 3 * cos(2 * t)
( 0 <= t < 2 * pi )
"""
import math
import sys
import traceback
class DiscreteFourierTransform:
N = 100 # Number of division
CSV_DFT = "DFT.csv" # Output file (DFT)
CSV_IDFT = "IDFT.csv" # Output file (IDFT)
def __init__(self):
self.src_re, self.src_im = [], []
self.dft_re, self.dft_im = [], []
def make_source_data(self):
""" Maiking source data """
try:
for i in range(self.N):
val = 2 * math.sin(4 * (2 * math.pi / self.N) * i) \
+ 3 * math.cos(2 * (2 * math.pi / self.N) * i)
self.src_re.append(val)
self.src_im.append(0.0)
except Exception as e:
raise
def dft(self):
""" Discrete Fourier Transformation """
try:
with open(self.CSV_DFT, "w") as f:
f.write("k,f,x_re,x_im,X_re,X_im\n")
for k in range(self.N):
dft_re,dft_im = 0.0, 0.0
for n in range(self.N):
v_re = self.src_re[n] \
* ( math.cos((2 * math.pi / self.N) * k * n)) \
+ self.src_im[n] \
* ( math.sin((2 * math.pi / self.N) * k * n))
v_im = self.src_re[n] \
* (-math.sin((2 * math.pi / self.N) * k * n)) \
+ self.src_im[n] \
* ( math.cos((2 * math.pi / self.N) * k * n))
dft_re += v_re
dft_im += v_im
self.dft_re.append(dft_re)
self.dft_im.append(dft_im)
f.write("{:d},".format(k))
f.write("{:.6f},".format((2 * math.pi / self.N) * k))
f.write("{:.6f},".format(self.src_re[k]))
f.write("{:.6f},".format(self.src_im[k]))
f.write("{:.6f},".format(dft_re))
f.write("{:.6f}\n".format(dft_im))
except Exception as e:
raise
def idft(self):
""" Inverse Discrete Fourier Transformation """
try:
with open(self.CSV_IDFT, "w") as f:
f.write("k,f,X_re,X_im,x_re,x_im\n")
for n in range(self.N):
idft_re, idft_im = 0.0, 0.0
for k in range(self.N):
v_re = self.dft_re[k] \
* (math.cos((2 * math.pi / self.N) * k * n)) \
- self.dft_im[k] \
* (math.sin((2 * math.pi / self.N) * k * n))
v_im = self.dft_re[k] \
* (math.sin((2 * math.pi / self.N) * k * n)) \
+ self.dft_im[k] \
* (math.cos((2 * math.pi / self.N) * k * n))
idft_re += v_re
idft_im += v_im
idft_re /= self.N
idft_im /= self.N
f.write("{:d},".format(n))
f.write("{:.6f},".format((2 * math.pi / self.N) * n))
f.write("{:.6f},".format(self.dft_re[n]))
f.write("{:.6f},".format(self.dft_im[n]))
f.write("{:.6f},".format(idft_re))
f.write("{:.6f}\n".format(idft_im))
except Exception as e:
raise
if __name__ == '__main__':
try:
obj = DiscreteFourierTransform()
obj.make_source_data()
obj.dft()
obj.idft()
except Exception as e:
traceback.print_exc()
sys.exit(1)
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