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using Dates | |
# set_default_plot_size(20cm, 10cm) | |
# simple Integrate and Fire Synapse Mode | |
type Synapse | |
Ω::Real # membrane resistance [MΩ] | |
τ::Real # membrane time constant [ms] | |
rV::Real # resting membrane potential [mV] | |
thV::Real # spike threshold [mV] | |
sV::Real # spike voltage [mV] | |
rsV::Real # reset voltage to after a spike [mV] | |
dt::DateTime # time stamp of last update | |
v::Real # tracks current voltage | |
function Synapse(;Ω::Real=10., τ::Real=10., rV::Real=-70., | |
thV::Real=-55, sV::Real=-20, rsV::Real=-75, | |
dt::DateTime=now()) | |
new(Ω, τ, rV, thV, sV, rsV, dt,rV) | |
end | |
end | |
nextDt(dt::DateTime, addMs::Int64) = dt + Millisecond(addMs) | |
function update!(s::Synapse, iV::Real, dt::DateTime) | |
Δdt = int(dt - s.dt) | |
V = s.rV + iV * s.Ω # current input voltage | |
V₁ = V + (s.v - V) * exp(-Δdt/s.τ) | |
s.v = V₁ >= s.thV? s.rsV:V₁ | |
return s.v == s.rsV? s.sV : s.v | |
end | |
Δτ = 1 # in millesec | |
n = 1000 | |
s = Synapse(Ω=10,τ=10) | |
data = zeros(n) | |
# V = copy(data) | |
V = max(randn(n) * 1.75 + .1,0) | |
for i = 1:n | |
v = update!(s, V[i], nextDt(s.dt, Δτ)) | |
data[i] = v | |
end | |
vstack(plot(x=[1:n], y=data, Geom.line, Scale.y_continuous(minvalue=-80, maxvalue=10)), plot(x = [1:n],y=V, Geom.line)) |
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