How to create a moving average filter to a specific signal

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Yian Chen
Yian Chen 2021년 11월 28일
댓글: Image Analyst 2021년 11월 28일
Hi
I wanna apply a moving average filter to my temperature dataset, it is a 92-day daily temperature dataset. How can I create the filter?
Thanks a lot!

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Chunru
Chunru 2021년 11월 28일
편집: Chunru 2021년 11월 28일
x = readmatrix("2013.txt");
n = 7; % filter order
y = filter(ones(n, 1)/n, 1, x);
plot(x); hold on;
plot(y);
legend('Original', 'MovAve')
To get rid of delay:
figure
y = filtfilt(ones(n, 1)/n, 1, x);
plot(x); hold on;
plot(y);
legend('Original', 'MovAve')
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Chunru
Chunru 2021년 11월 28일
See above for removing delay using filtfilt (doc it for more details).

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Image Analyst
Image Analyst 2021년 11월 28일
Look at the movmean() function.
  댓글 수: 2
Image Analyst
Image Analyst 2021년 11월 28일
@Yian Chen I don't see any zeros, and you might want to use more than 3 elements:
y = readmatrix('2013.txt')
plot(y, 'b.-', 'LineWidth', 2, 'MarkerSize', 20);
grid on;
xlabel('Index', 'FontSize',fontSize)
% Filter it
windowWidth = 9
smoothy = movmean(y, windowWidth);
hold on;
plot(smoothy, 'r.-', 'LineWidth', 2, 'MarkerSize', 20);
legend('Original', 'Smoothed')
You could also try sgolayfilt() to smooth it. You can choose an order like 2 or 3 to follow the original data better than movmean() which uses a linear fit. An order of 2 or 3 will fit a quadratic or cubic to the data in each window position.

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