How to speed up the simulation using gpu

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inho seong
inho seong el 15 de Abr. de 2021
Hi, I have to speed up my code. This is particle simulation in a sheath having strongly E-field. Sheath is moving varying time.
So sometimes, particles are not affected by E-field when escaping the sheath.
Abovementioned, I want to speed up this code so I vectorized this code using logical indexing.
And then, I use gpuArray function. As result, runtime except for gpuArray was slower than using gpuArray about ~10 times.
How can I use gpu in my code?
If this code will be modify a lot, please help me make nice code using gpu.
For example, if parallel computing doesn't support while loop, please help me avoid using while loop to obtain same result which use CPU.
p = 5E-3;
N = 5E3;
V0 = 500;
f = 13.56E6;
ni = 1E9*1E6;
phi = linspace(0, 2 * pi, N);
phi = gpuArray(phi);
Te = 3;
e=1.6E-19;
mi=40*1.6726E-27;
eps0=8.8541878176E-12;
k=1.38064852*1e-23;
w = f * 2 * pi;
tau = phi./w;
t = tau;
dt = 1E-10;
s0 = sqrt(eps0 * V0/ni/e/2);
uB=sqrt(e*Te/mi);
x = 2 * s0 * ones(1,N);
v = -uB * ones(1, N);
le_i = [];
while x > 0
s = s0 * (1 - sin(w*t));
ids1 = x >= s;
x_noE = x(ids1);
vx_no = v(ids1);
t_no = t(ids1);
ids2 = x < s;
x_E = x(ids2);
s_E = s(ids2);
t_E = t(ids2);
E = e * ni/eps0 * (x_E-s_E);
vx_E = v(ids2) + e*E/mi * dt;
v = [vx_no, vx_E];
x = [x_noE, x_E];
t = [t_no, t_E];
e_i = 0.5 * mi * v.^2;
x = x + v * dt;
t = t + dt;
ids = x<=0;
le_i = [le_i e_i(ids)./e];
idx = x>0;
x = x(idx);
t = t(idx);
v = v(idx);
end

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