How to reconstruction multilevel wavelet (DWT)

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grandong oblong
grandong oblong 2020 年 3 月 2 日
回答済み: Binaya 2024 年 8 月 21 日
I want to reconstruction a2, d2, and d1 to be x, but length of a2, d2 ,and d1 are different. How to solve it?. Please help me
x = [5 7 8 9];
[LoD,HiD,LoR,HiR] = wfilters('db2');
% Decomposition
% level 1
cA1 = dyaddown(conv(x,LoD));
cD1 = dyaddown(conv(x,HiD));
% level 2
cA2 = dyaddown(conv(cA1,LoD));
cD2 = dyaddown(conv(cA1,HiD));
%Reconstruction
a1 = conv(dyadup(cA1),LoR);
d1 = conv(dyadup(cD1),HiR);
a2 = conv(dyadup((conv(dyadup(cA2),LoR))),LoR);
d2 = conv(dyadup((conv(dyadup(cD2),HiR))),LoR);
% a2+d2+d1 = x

回答 (1 件)

Binaya
Binaya 2024 年 8 月 21 日
Hi grandong
I understand that you would like to reconstruct your signal from wavelet coefficients. You can use "wavedec" and "waverec" functions to decompose and reconstruct your signal instead of using "dyadup" and "dyaddown" functions.
Here is a sample code snippet to decompose a signal, calculate coefficients and reconstruct the signal:
% Original signal
x = [5 7 8 9]
x = 1x4
5 7 8 9
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% Wavelet decomposition using 'db2'
waveletName = 'db2';
level = 2;
% Decompose the signal
[c, l] = wavedec(x, level, waveletName);
% Extract coefficients
cA1 = appcoef(c, l, waveletName, level-1)
cA1 = 1x3
7.7782 8.8989 12.3744
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cD1 = detcoef(c, l, level-1)
cD1 = 1x3
-1.2247 0.1294 0.6124
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% Reconstruct the signal
xReconstructed = waverec(c, l, waveletName)
xReconstructed = 1x4
5.0000 7.0000 8.0000 9.0000
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You can refer to the following documentation links for more details on:
  1. wavedec: https://www.mathworks.com/help/wavelet/ref/wavedec.html
  2. wacerec: https://www.mathworks.com/help/wavelet/ref/waverec.html
  3. appcoef: https://www.mathworks.com/help/wavelet/ref/appcoef.html
  4. detcoef: https://www.mathworks.com/help/wavelet/ref/detcoef.html
I hope this answers your query.

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