Created
November 22, 2018 19:44
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drawing a bifurcation diagram in Julia
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using Plots | |
# a vector of r values | |
Rs=collect(0.1:0.001:3) | |
T = 5000 | |
N=zeros(length(Rs), T) | |
#Set t0 values to 1 | |
N[:,1] .= 1 | |
for (row, r) in enumerate(Rs), t in 2:T | |
N[row, t] = N[row, t-1] + N[row, t-1] * r * ((K - N[row, t-1])/K) | |
end | |
w=100 | |
all_Rs=repeat(Rs, inner = w) | |
all_Ns_array=[N[s, (T-(w-1)):T] for s in 1:size(N)[1]] | |
all_Ns=vcat(all_Ns_array...) | |
scatter(all_Rs, all_Ns, | |
markercolor=:green, | |
markerstrokecolor=:white, | |
markersize=2, | |
markerstrokewidth=0,legend=false, | |
markeralpha = 0.1, | |
xlabel = "Intrinsic rate of increase", | |
ylabel = "Population size (100 final values)") | |
length(N) |
An alternative with fewer functions
function orbit_log_map(xi,it) #set initial condition and number of iterations
f(x0,r) = r*x0*(1-x0) #logistic function
r = 2.8:0.001:4 #parameter interval
nr = length(r)
M = zeros(Float64, (it*nr+1,2)) #matrix
q = 2
M[q-1,1] = xi #initial condition
for ri in r
M[q-1,2] = ri
p = q:1:(q+it-1)
for t in p
M[t,2] = ri
M[t,1] = f(M[t-1,1], ri) #Solve function
end
q = q+it
end
return M
end
M = orbit_log_map(0.3,100) # reduce the number of iterations to speed the code
using Plots
scatter(M[:,2],M[:,1], ms=0.1, legend =:false, title="bifurcation diagram",
xlabel = "Paramenter (r)", ylabel = "x_{t+1}")
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This is great and fun to play with; thanks!
Also, @aammd, K is not defined above.