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smooth2a

version 1.0.0.0 (1.27 KB) by Greg Reeves
Smooths a 2D matrix using a mean filter over a user-defined rectangle. Ignores and preserves NaNs.

55 Downloads

Updated 13 Mar 2009

No License

Smooths 2D array data. Ignores NaN's.

function matrixOut = smooth2a(matrixIn,Nr,Nc)

This function smooths the data in matrixIn using a mean filter over a
rectangle of size (2*Nr+1)-by-(2*Nc+1). Basically, you end up replacing
element "i" by the mean of the rectange centered on "i". Any NaN
elements are ignored in the averaging. If element "i" is a NaN, then it
will be preserved as NaN in the output. At the edges of the matrix,
where you cannot build a full rectangle, as much of the rectangle that
fits on your matrix is used (similar to the default on Matlab's builtin
function "smooth").

"matrixIn": original matrix
"Nr": number of points used to smooth rows
"Nc": number of points to smooth columns. If not specified, Nc = Nr.

"matrixOut": smoothed version of original matrix

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Explanation of screenshot:
The left plot is a pcolor (shading interp, axis equal) of a "jagged" 906x1024 matrix. Note that the edges have NaN values (white coloring). On the right, pcolor of output of smooth2a, with Nr = Nc = 50. NaN's are preserved, but do not affect the smoothing of adjacent elements.

Comments and Ratings (32)

yanqin Li

A very useful function. Thank you.

In the next versions, It would be great if you could add an option that the function does not change the arrays having a specific value. For example, if a cell has got the value of 0, smoothing does not change the value of that cell. It is really useful in image processing by PIV/PTV where the users need to impose a zero velocity at the solid walls and smooth the rest of the domain.

Thank you anyway for the function and hope to see it developed further in the future.

Rock Zhao

Shan Dou

perfect

Do you have the 1D version?

JIANG LAO

thanks very much!

Simple and effective

can zu

is there weights in the function?

Works just as advertised, thank you!!

Xiaolin

very good code for 2-D data smoothing

I had been searching for something that works like this for some time. Exactly what I had hoped for. Thank you!

The function works completely as advertised.

Liem Nguyen

It works perfectly. Thank you!

Peter

The function works completely as advertised. Thank you.

In response to JEC PsiCom's comment from 2011 (since I stumbled across the same error)... Make sure your input matrix is of type "double". My problem was solved by casting the input as a double {eg, xs = smooth2a(double(x),1);}

Kiwi

Stephanie

JEC PsiCom

I get this error trying to run the code on a 2-D matrix of type double:

"MTIMES is not supported for one sparse input and one single input."

What does this mean?

Thanks.

Mark Novak

Thank you... this is perfectly implemented.

Jakob

I experienced vertical and horizontal jumps when using the smooth2 procedure and spent quite a while tracking down something better when I stumbled across the list of work the smooth2 had inspired (yours being one of them). smooth2a completely resolved the issue. I thank you for this!

Wuxing Gan

very useful, I specially like its way to handle the NaN points.
thanks.

Nathan

Very slick code. Runs fast. Works Great!

Nice code, my codes moving_average.m and ndnanfilter.m do similar jobs but are written very different! Regards...

This function is what I have searched for months.
It's working great!!
My best congrats

MATLAB Release Compatibility
Created with R2007a
Compatible with any release
Platform Compatibility
Windows macOS Linux
Acknowledgements

Inspired by: smooth2

Inspired: filt2 2D geospatial data filter