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interpolation - Interpolating 2D data with missing values


I have a list (21 x 21) containing values. I want to eliminate slots containing zeros by interpolating the nearest values and overwriting the zeros. How do I use the Mathematica's ListInterpolation function to do that?



Answer



You have to use Interpolation because there it is possible to give values which do not lie on a structured grid. Let's create some test data which has zeroes in it


data = Table[ Sin[x] + Cos[y], {x, 0, Pi/2, Pi/2/29.}, {y, 0, Pi/2, Pi/2/29.}]*
   RandomInteger[{0, 1}, {30, 30}];
ListPlot3D[data]

Mathematica graphics



Now you attach the position of every value to it so you get tuples of the form {{x,y},value} and Select only those, where value is not zero. This can then be interpolated


data2 = Select[Flatten[MapIndexed[{#2, #1} &, data, {2}], 1], 
   Last[#] != 0 &];
ip = Interpolation[data2];
Plot3D[ip[y, x], {x, 1, 30}, {y, 1, 30}]

Mathematica graphics


Note, that with such data you always have an InterpolationOrder of 1.


Update regarding your comment


Yes, this is indeed a problem and you have to decide what to do. First you have to understand the issue. Let's assume the following grid with values, where all white cells are zero and have to be interpolated



Mathematica graphics


When you look at cell {3,1}, you see that such a situation is not a problem, because the value can be interpolated since it is place in between the cells {1,2} and {1,4}.


On the other hand, the cell {5,5} is a problem, because no surrounding cells with values are left which can be used for interpolation. Therefore, what you have to ensure is, that you have values on all 4 corners of your matrix. When they got selected out because they were zero, then you have to fill them with values. When they are indeed zero, and got kicked out accidentally, then you have to fill them back in.


You can ignore the corners when you Select non-zero values by changing the condition in the end


{ny, nx} = Dimensions[data];
data2 = Select[Flatten[MapIndexed[{N@#2, #1} &, data, {2}], 1], 
   Last[#] != 0 && 
   (First[#] =!= {1, 1} || First[#] =!= {1, nx} || 
    First[#] =!= {ny, 1} || First[#] =!= {ny, nx}) &];

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