% # iAMPA_TRN_TC_NN:
%
% Synaptic AMPAergic excitatory current used in (Soplata et al., 2017).
%
% - References:
%     - Soplata AE, McCarthy MM, Sherfey J, Lee S, Purdon PL, Brown EN, et al.
%     Thalamocortical control of propofol phase-amplitude coupling. PLoS Comput
%     Biol. 2017;13: e1005879. doi:10.1371/journal.pcbi.1005879
%
% Tags: synapse, connection, excitation
%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
% Parameters
gAMPA = 0.4 % mS/cm^2
EAMPA = 1   % mV
% EAMPA = 0   % mV
tauAMPA = 2

sAMPAIC = 0
sAMPANoiseIC= 0.1

% Connectivity
% Connective radius, aka how many target cells each source cell connects
% to, from the source's perspective.
radius = 10

% Remove autapses to the dendrite corresponding to this soma
removeRecurrentBool = 1
% We also need to normalize the conductance in mS/cm^2 by the number of
% connections each target cell is receiving on average, so that the TOTAL
% sum of their conductive inputs adds to our overall maximal conductance
% above.
normalizingFactor = min(((2*radius + (1-removeRecurrentBool)) / (N_post/N_pre)), N_pre)

% Note that what is passed is 2x the radius
netcon = netconNearestNeighbors(2*radius, N_pre, N_post, removeRecurrentBool)

% Functions
IAMPA_TRN_TC_NN(X,sAMPA) = -gAMPA/N_pre.*(sAMPA*netcon).*(X-EAMPA)

monitor IAMPA_TRN_TC_NN

% ODEs and ICs
sAMPA' = 5.*(1 + tanh(X_pre./4)).*(1-sAMPA) - sAMPA./tauAMPA;
sAMPA(0) = sAMPAIC+sAMPANoiseIC.*rand(1,N_pre);

% Linker
@current += IAMPA_TRN_TC_NN(X_post,sAMPA)