Simultaneous differential equations, memory issues.
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Hi,
These are the equations I was trying to solve by Euler's method.
dM_q/dt=-gamma*M_q+N*B_q*(M_q+1)-c*k_q*M_q
dN/dt = P-A*N-N*sum(B_q*M_q)
Here q = may be from 100-500, and this is a block of the code I tried:
t1 = 0; %initial time
t2 = 1e-8; %final time
n = 1e4;
dt = (t2-t1)/n; %time step
%==============================================
N = 0; %laser inversion
for i = q1:mod_step:q2
Mq((i-q1)/mod_step +1) = 1; %initial photon number assignmnet in each mode
Bq((i-q1)/mod_step+1) = B0/(1+((i-q0)/Q)^2);
Kq((i-q1)/mod_step+1) = k0/((1+((i-q0)/w0)^2));
mod((i-q1)/mod_step + 1,1) = i; %array of mode number
end
%==========================================
for t = 1:n
TT = t1 + dt*(t-1);
sumB = 0;
for i = q1:mod_step:q2
sumB = sumB + Bq((i-q1)/mod_step +1)*Mq((i-q1)/mod_step +1);
end
for i = q1:mod_step:q2
Mq((i-q1)/mod_step+1) = Mq((i-q1)/mod_step+1) + dt*(-gamma*Mq((i- q1)/mod_step+1) + Bq((i-q1)/mod_step+1)*N*(Mq((i-q1)/mod_step+1)+1) - Kq((i-q1)/mod_step+1)*c*Mq((i-q1)/mod_step+1)) ;
if (rem(t,m1) == 0) %extracting the output after m1 step
M_q(t/m1,(i-q1)/mod_step+1) = Mq((i-q1)/mod_step+1);
T(t/m1,1) = TT;
end
end
N = N + dt*(P - A*N - N*sumB);
end
[X1,Y1] = meshgrid(mod,T);
mesh(Y1,X1,M_q);
%============================================
The problem I am facing is: if I am decreasing 'dt' (to get a high accuracy), I got the error message, out if memory. I was told by one of my friend that he was able to solve this problem for 'dt = 10^-14' in Fortran. I want to run the program for a final time 't2 = a few millisec say, 10ms'. I could at the most go for 't2 = 1 microsec with dt = 10^-12', which eventually give me 'n=10^6', the iteration step of my for loop. But for 't2=10milisec', I have 'n=10^10 to 10^12', a huge number.
Does anybody know where am I doing the mistake, or how to speed up the problem ? I tried with ODE23 also, as suggested by one of the forum member, but ended up with the same problem.
Thanks for your time.
Edit: ODE23 solver:
Mq = ones(mode,1);
mod = [q1:mod_step:q2]';
N = 0;
X = [Mq;N];
%==========================================================================
TSPAN = [0 1.0E-7];
[T,X] = ode23(@ratequation,TSPAN,X);
[X1,Y1] = meshgrid(mod,T);
Mqq = X(1:end,1:end-1);
mesh(Y1,X1,Mqq);
3 commentaires
Andrew Newell
le 12 Mai 2011
There is no way that a do-it-yourself Euler method is going to outperform ode23. It would be better if you posted the code you used to call ode23.
Graig
le 12 Mai 2011
Graig
le 18 Mai 2011
Réponses (1)
Walter Roberson
le 12 Mai 2011
0 votes
It is not a good idea to overwrite the function "mod".
If you have any reasonably recent version of MATLAB, then you do not need to use meshgrid(): just pass the vectors in as the X and Y coordinates and the grid will be implied.
1 commentaire
Graig
le 18 Mai 2011
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