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How to solve and plot system of nonlinear differential equations?

조회 수: 63 (최근 30일)
Daniel Jovin
Daniel Jovin 2018년 2월 22일
이동: Dyuman Joshi 2024년 4월 4일
I'm trying to recreate graphs from a modeling paper by plotting a system of differential equations in MatLab. Unfortunately, I don't have much MatLab experience if any. I've found other questions on systems of nonlinear equations asked in MatLab answers and have managed to produce a plot for my own system, but this plot is not the same as the one in the paper I'm using.
https://imgur.com/a/hBQ3z This should show the differential equations I'm using, the parameter values, the graph I'm trying to recreate, and the plot I ended up with.
Here is the code I used to set up my system and plot the equations.
syms p(t) m(t) l(t) T Y
Eqns = [diff(p(t),t) == (3*p(t)*(1-p(t)))-(30*(p(t)*m(t))); diff(m(t),t) == ((25*p(t)+l(t))*m(t)*(1-m(t)))-m(t); diff(l(t),t) == (15*(1+tanh(2*m(t)-2)))-l(t)]
[DEsys,Subs] = odeToVectorField(Eqns);
DEFcn = matlabFunction(DEsys, 'Vars',{T,Y});
tspan = [0,25];
y0 = [0.01 0.05 0.539];
[T,Y] = ode45(DEFcn, tspan, y0);
figure(1)
plot(T,Y)
legend('p(t)','m(t)','l(t)')
grid
These are the same equations shown in the imgur album which I tried to recreate through diff(p(t),t), diff(m(t),t), and diff(l(t),t)
Here are the parameter values and graph I'm trying to recreate
And this is the graph I ended up with
I based my code off of a response provided to a question asked here (https://www.mathworks.com/matlabcentral/answers/365203-how-to-solve-a-system-of-nonlinear-differential-equations), but I would really appreciate anyone that could help me solve my plotting problems and show me what I did incorrectly and how to get the right plot.
Thanks.
  댓글 수: 1
Rahiti Arapari Hargous
Rahiti Arapari Hargous 2018년 7월 31일
이동: Dyuman Joshi 2024년 4월 4일
Hi everyone,
I have a similar problem with the next governing equation, with y(t) and x(t). The system of equation is the next one:
ay''' - b*x*y' + w*cos(y) = 0
x' - w*L*sin(y)=0
If anyone can help thanks

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채택된 답변

Daniel Jovin
Daniel Jovin 2018년 2월 26일
편집: Daniel Jovin 2018년 2월 26일
% code
kp = 3;
kpm = 30;
kmp = 25;
klm = 15;
kl = 1;
f = @(t,y) [(kp*y(1)*(1-y(1)))-(kpm*(y(1)*y(2))); ((kmp*y(1)+y(3))*y(2)*(1-y(2)))-y(2);(klm*(1+tanh(2*y(2)-2)))-(kl*y(3))];
tspan = [0, 25];
xinit = [0.01, 0.05, 0.539];
ode45(f, tspan, xinit)
legend('p(t)', 'm(t)', 'l(t)')
  댓글 수: 3
Daniel Jovin
Daniel Jovin 2018년 2월 26일
I'm new to Matlab, so I don't really understand what I did incorrectly and what differentiates my failed solution from the correct solution. But, the problem was that the plot I was generating, Figure 1, was incorrect- the values from the graph were not in the correct range and lacked the periodic nature of the graph from the modeling paper, Fig. 1.
Vikrant Nitin Joshi
Vikrant Nitin Joshi 2021년 10월 5일
How exactly do you add initial conditions to these equations?

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추가 답변 (1개)

thanos tria
thanos tria 2019년 3월 26일
편집: Walter Roberson 2019년 3월 26일
Hello, i am trying to solve a non linear system but when i plot the solutions only a straight line in one of the variables appears on the graph, and all the variables just can't get away from the initial conditions. That's my code:
syms c1(t) c2(t) c3(t) c4(t) T Y
Eqns = [diff(c1(t),t) == -0.015*c1+1.8*10^(-14)*c2*c4;
diff(c2(t),t) == 0.015*c1-1.8*10^(-14)*c2*c4;
diff(c3(t),t) == -6*10^(-34)*c3*0.051765*10^(20)*0.2465*10^(20)+0.015*c1;
diff(c4(t),t) == 6*10^(-34)*c3*0.051765*10^(20)*0.2465*10^(20)-1.8*10^(-14)*c2*c4];
[DEsys,Subs] = odeToVectorField(Eqns);
DEFcn = matlabFunction(DEsys, 'Vars',{T,Y});
tspan = [0,50000];
y0 = [0.040923*10^(12) 0 0 0];
[T,Y] = ode45(DEFcn, tspan, y0);
plot(T,Y)
And that's my graph:
It sould have had some curves because it describes how ozon is formulated in the atmosphere. Any suggestions??
  댓글 수: 2
Walter Roberson
Walter Roberson 2019년 3월 26일
I agree that when I use those equations with Maple's numeric ODE solver, that I get distinct curves for each of the functions, for all of Maple's numeric methods that I have tried.
I also find in Maple that using stiff methods improves performance a lot without changing the solution. That would correspond to using routines such as ode23s() in MATLAB --- which produces the same (not so good) result as ode45 except faster.
thanos tria
thanos tria 2019년 3월 26일
I tried ode23s and ode15s and still straight line

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