Help to speed up the code

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Kevin Isakayoga
Kevin Isakayoga el 19 de Oct. de 2020
Comentada: Durganshu el 26 de Oct. de 2020
Hello everyone, I need to speed up this simulation code because it took around several hours, can somebody help me how to speed it up?
pc=3.16;
T=293;
rwc3s=0.47;
rwc2s=0.27;
rwc3a=0.10;
rwc4af=0.09;
mc=0.4;
mw=0.157;
ms=0.658;
mg=1.129;
wc=mw/mc;
vc=1/((wc*pc)+1);
ro=(3*vc/(4*pi))^1/3;
%% Proposed Model
yg=0.25;
yw=0.15;
RH=0.88;
b1=1231;
b2=7579;
B293=0.3*10^-10;
C=5*10^7;
ER=5364;
De293=((rwc3s*100)^2.024)*(3.2*10^-14);
kr293=(8.05*(10^-10))*((rwc3s*100+rwc3a*100)^0.975);
v=2.06;
cw=((RH-0.75)/0.25)^3;
pw=1;
%De=De293*exp(-b2*(1/T-1/293));
B=B293*exp(-b1*(1/T-1/293));
kr=kr293*exp(-ER*(1/T-1/293));
%% Determine the day
hr=15;
da=24*hr;
dt=1;
Nn=(da)*(1/dt);
time=1:Nn;
time2=1:Nn+1;
%% Simulation MC
n=100000; %this is the number of trial
rlower=0.5;
rupper=125;
r_initial=rlower+(rupper-rlower)*rand(1,n);
m=length(r_initial);
n1=length(time);
%% Pre-allocation speed
n2=length(time2);
Sr=zeros(1,n1);
cst=zeros(1,n1);
alfa=zeros(1,n1);
kd=zeros(1,n1);
De=zeros(1,n1);
rt_inc=zeros(1,n1);
Rt_inc=zeros(1,n1);
Alfa=zeros(m,n1);
Rt_inc1=zeros(m,n1);
rt_inc1=zeros(m,n1);
ro_init1=zeros(m,1);
alfag1=zeros(m,n1);
Vdp1=zeros(m,1);
vdp1=zeros(m,1);
for i = 1:m
ro_init=r_initial(i)*0.001;
L=((4*pi*(wc*pc/pw+1)/3)^(1/3))*ro_init;
for AA=1:Nn
if (AA==1)
rt_inc(1)=ro_init(1)-0.00001; %boundary condition
Rt_inc(1)=ro_init(1)+0.00001; %boundary condition
else
rt_inc(1)=ro_init(1)-0.00001;
Rt_inc(1)=ro_init(1)+0.00001;
end
end
for BB=1:Nn
if Rt_inc(BB)/L<=ro
Sr(BB)=0;
elseif (Rt_inc(BB)/L>=ro)&&(Rt_inc(BB)/L<0.5)
Sr(BB)=4*pi*(Rt_inc(BB)/L)^2;
elseif (0.5<=Rt_inc(BB)/L)&&(Rt_inc(BB)/L<0.5*(2^0.5))
Sr(BB)=(4*pi*(Rt_inc(BB)/L)^2)-(6*pi*(1-(0.5/(Rt_inc(BB)/L))));
elseif (Rt_inc(BB)/L>=0.5*(2^0.5)) && (Rt_inc(BB)/L<0.5*(3^0.5))
syms y x
fun = @(y,x) 8*(Rt_inc(BB)/L)./(sqrt((Rt_inc(BB)/L)^2-(x.^2)-(y.^2)));
ymin=sqrt((Rt_inc(BB)/L)^2-0.5);
xmin=@(x) sqrt((Rt_inc(BB)/L)^2-0.25-x.^2);
Sr(BB)=integral2(fun,ymin,0.5,xmin,0.5);
else
Sr(BB)=0;
end
cst(BB)=Sr(BB)/(4*pi*Rt_inc(BB)^2);
alfa(BB)=1-(rt_inc(BB)/ro_init)^3;
kd(BB)=(B/(alfa(BB)^1.5))+C*(Rt_inc(BB)-ro_init)^4;
De(BB)=De293*(log(1/alfa(BB)))^1.5;
rt_inc(BB+1)=rt_inc(BB)-(dt*((pw*cst(BB)*cw)/((yw+yg)*pc*rt_inc(BB)^2))*1/((1/(kd(BB)*rt_inc(BB)^2))+(((1/rt_inc(BB))-(1/Rt_inc(BB)))/De(BB))+(1/(kr*rt_inc(BB)^2))));
Rt_inc(BB+1)=((v-1)*((rt_inc(BB)^2)/(Rt_inc(BB)^2))*((rt_inc(BB)-rt_inc(BB+1))/dt))*dt+Rt_inc(BB);
end
Sr1(i,:)=Sr;
Alfa(i,:) = alfa ;
Rt_inc1(i,:) = Rt_inc(1:n1);
rt_inc1(i,:) = rt_inc(1:n1);
rt_inc2(i,:) = rt_inc;
ro_init1(i,:)= ro_init;
b=0.0517;
n=1.0145;% 0.6;
Vdp=(1-exp(-b*((2*ro_init*1000)^n)));
vdp=2*b*n*exp(-b*(2*ro_init*1000)^n)*(2*ro_init*1000)^(n-1);
N=6*(10^12)*mc*vdp/(pc*pi*(2*ro_init*1000)^3);
alfag=alfa*vdp;
alfag1(i,:)=alfag;
Vdp1(i,:)=Vdp;
vdp1(i,:)=vdp;
N1(i,:)=N;
end
Thankyou in advance.
Best Regads,
Kevin

Respuesta aceptada

Durganshu
Durganshu el 19 de Oct. de 2020
Well, the code inside the loops can be edited and vectorized to obtain faster results. I would suggest you go through this documentation on vectorization that may help you:
  2 comentarios
Kevin Isakayoga
Kevin Isakayoga el 19 de Oct. de 2020
Could you help me to modify it? because I am not good in the implementation, I will be grateful if you can help me. Thankyou very much!
Durganshu
Durganshu el 26 de Oct. de 2020
Sorry for a late reply. I'm actually quite busy. i'll try to speed up your code when I'm free.

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