function netcon = netconNearestNeighbors(nNeighbors, nPre, nPost, removeRecurrentBool)
%NETCONNEARESTNEIGHBORS - Calculate netcon for radius-type connections
% Version 3
% Author: Erik Roberts
% Some modifications by Austin Soplata (AES)
%
% Purpose: Makes a connectivity matrix for "nearest neighbors" connections,
% either within a single population or between two populations. This works
% for connections where the two populations are of either the same or
% different sizes.
%
% Usage: netcon = netconNearestNeighbors(nNeighbors, nPre, nPost, removeRecurrentBool)
%
% Inputs:
% nNeighbors: number of nearest neighbors to connect to, aka connective "diameter"
% nPre: number of PREsynaptic neurons
% nPost: number of POSTsynaptic neurons
% removeRecurrentBool: Remove recurrent connections. Only meant for when
% making a connection between a population and itself.
%
% Outputs:
% netcon: the connection matrix
netcon = zeros(nPre, nPost);
% make even
nNeighbors = round(nNeighbors - mod(nNeighbors,2));
nHalf = nNeighbors/2;
if size(netcon,1) > nNeighbors && size(netcon,2) > nNeighbors
if nPre == nPost
% if height < width, then i needs to wrap around
for i = 1:size(netcon,1)
j = i-nHalf:i+nHalf;
% didn't put the following into a function call for speed
if any(j <= 0)
j(j <= 0) = j(j <= 0) + nPost;
elseif any(j > nPost)
j(j > nPost) = j(j > nPost) - nPost;
end
netcon(i, j) = 1;
end
elseif nPre > nPost
spacing = round(nPre/nPost);
for i = 1:size(netcon,1)
j = (round(i/spacing) - nHalf):(round(i/spacing) + nHalf);
if any(j <= 0)
j(j <= 0) = j(j <= 0) + nPost;
elseif any(j > nPost)
j(j > nPost) = j(j > nPost) - nPost;
end
netcon(i, j) = 1;
end
elseif nPre < nPost
spacing = round(nPost/nPre);
for i = 1:size(netcon,1)
j = (i*spacing - nHalf):(i*spacing + nHalf);
if any(j <= 0)
j(j <= 0) = j(j <= 0) + nPost;
elseif any(j > nPost)
j(j > nPost) = j(j > nPost) - nPost;
end
netcon(i, j) = 1;
end
end
else
netcon = ones(size(netcon));
end
% remove recurrent connections
% AES: changed default check to positive
% AES: removed the former `exist` check since `exist` breaks MEX code gen
if removeRecurrentBool
% AES: Below should work for both square and non-square matrices
netcon = netcon - eye(size(netcon));
end