solving the Korteweg-de Vries equation in Matlab
Show older comments
Hey,
I'm trying to solve the Korteweg-de Vries -
in matlab using ode45 and fft, but my code is very inefficient and I figure out why. The odefunc is
function dydt = kdv(y,k)
% du/dt = -d3u/dx3 - 6u du/dx
% numerically approximates the derivative in the fourier domain
yhat = fft(y);
dyhat = 1i*k.*yhat;
d3yhat = -1i*(k.^3).*yhat;
dy = ifft(dyhat);
d3y = ifft(d3yhat);
dydt = - d3y - 6*(y.*dy);
end
and then I call it using
[t,U] = ode45(@(t,y)kdv(y,k),tspan, y0);
but even for very small arrays it takes forever to run. I tried timing each step becuase I suspected that evaluating the fourier transform every iteration is the reason for the inefficiency, but it turns out that this part of the code runs quite fast and the bulk of the computtion time is in ode45 computations between steps.
Any suggestions are appriciated!
3 Comments
Star Strider
on 12 Dec 2020
The Korteweg–de Vries equation is a partial differential equation, so ode45 is not appropriate for it. The Partial Differential Equation Toolbox is likely necessary. Since Soliton solutions exist, as nonlilnear ordinary differential equations, ode45 could be appropriate.
Yoav Eshel
on 20 Dec 2020
Rahul
on 17 Jan 2025
You are right. The FFT turns it into a ordinary differentuial equation..

the code below does not work , i suspect the problem is in the conv() part
L = 100;
N = 1000;
dx = L/N;
x = -L/2:dx:L/2-dx;
kappa = (2*pi/L)*(-N/2 : N/2-1);
kappa = fftshift(kappa);
u0 = sech(x);
t = 0:0.1:10;
[t,uhat] = ode45(@(t,uhat)kortewegdevries(t,uhat,kappa),t,fft(u0));
for k = 1:length(t)
u(k,:)= ifft(uhat(k,:));
end
figure, waterfall( (u(1:10:end,:)));
figure, imagesc( flipud(u));
function duhatdt = kortewegdevries(t,uhat,kappa)
duhatdt = -1i*(kappa.^3)'.*uhat + conv(uhat,1i*kappa.*uhat); % -(kappa.^2)'.*uhat;%
end
Answers (0)
Categories
Find more on Programming in Help Center and File Exchange
Community Treasure Hunt
Find the treasures in MATLAB Central and discover how the community can help you!
Start Hunting!