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2022-06-30 13:32:40 +02:00

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Objective-C
Executable File

## Copyright (C) 2018 Jens Ahrensfeld
##
## This program is free software; you can redistribute it and/or modify it
## under the terms of the GNU General Public License as published by
## the Free Software Foundation; either version 3 of the License, or
## (at your option) any later version.
##
## This program is distributed in the hope that it will be useful,
## but WITHOUT ANY WARRANTY; without even the implied warranty of
## MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the
## GNU General Public License for more details.
##
## You should have received a copy of the GNU General Public License
## along with this program. If not, see <http://www.gnu.org/licenses/>.
## -*- texinfo -*-
## @deftypefn {Function File} {@var{retval} =} stdp_eval (@var{input1}, @var{input2})
##
## @seealso{}
## @end deftypefn
## Author: Jens Ahrensfeld <ahrensfeld@w2ess001vm>
## Created: 2018-01-17
function stdp_eval ()
N = 8;
Vp = zeros(N,1);
W = rand(N, 1)
K = 100;
alpha = 0.5;
beta = 0.5;
thresh = 2.0;
kn = 0.01;
mu = 0.01;
Vf = 0;
for k=1:K,
Vin = rand(N,1) > 0.8;
Vp = max(alpha*Vp, Vin);
V = sum(W.*Vp);
n = kn*(2.0 * (0.5 - rand()));
fire = ((V+n) >= thresh);
Vf = max(beta*Vf, fire);
W = W + mu*Vp*Vf;
_V(k) = V;
_Vin(:, k) = Vin;
_fire(k) = fire;
end
plot(1:K, _V, 1:K, _fire); grid;
endfunction