用 odeToVectorField 数值求解一对耦合的二阶 ODES

Numerically solving a pair of coupled second order ODES with odeToVectorField

我正在尝试使用 MATLAB 中的一些函数对形式为

的一对耦合二阶 ODE 进行数值求解

\ddot{x} = f(x,y,\dot{x},\dot{y})

\ddot{y} = f(x,y,\dot{x},\dot{y}).

我能够让它与一个二阶 ODE 一起工作,但我尝试使用的代码不适用于一对 ODE。

函数 odeToVectorField 有效地采用二阶 ODE 并将其写为一对耦合的一阶 ODE 的向量。 ode45 是常用的 Runge-Kutta 求解方法。 xInit 和 yInit 对应于 x 和 y 的初始条件,然后目标是绘制 x 和 y 在特定时间间隔内随时间变化的曲线。

 gamma1=0.1;
    gamma2=0.1;
    a=1;
    m=1;
    g=9.8;
    d=1;

syms x(t) y(t)
eqn1=diff(x,2)== (gamma1*diff(x))/(a + m*d^2 + (m/2)*d^2*cos(y-x))  + (gamma2*diff(y))/(a+ (m/2)*cos(y-x))  -  ( (m/2)*d^2*sin(y-x)*(diff(x)^2 - diff(y)^2))/(a + m*d^2 + (m/2)*d^2*cos(y-x))    -    ((m/2)*d^2*diff(x)^2*(y-x))/(a+ (m/2)*cos(y-x))  -   ((m/2)*d*(3*g*sin(x) + g*sin(y)))/(a + m*d^2 + (m/2)*d^2*cos(y-x)) - ((m/2)*d*g*sin(y))/(a+ (m/2)*cos(y-x))              
     
eqn2=diff(y,2)==  (gamma1*diff(x))/((m/2)*d^2*cos(y-x)) +   (gamma2*diff(y))/a    -  ( (m/2)*d^2*sin(y-x)*(diff(x)^2 - diff(y)^2))/((m/2)*d^2*cos(y-x))   - ((m/2)*d^2*diff(x)^2*(y-x))/a    -  ((m/2)*d*(3*g*sin(x) + g*sin(y)))/((m/2)*d^2*cos(y-x)) -  ((m/2)*d*g*sin(y))/a           

V = odeToVectorField(eqn1,eqn2)

 M = matlabFunction(V,'vars',{'t','Y'})           

  interval = [0 20];
  xInit = [2 0];
 yInit = [2 0];
   ySol = ode45(M,interval,xInit, yInit);            
tValues = linspace(0,20,100);
 yValues = deval(ySol,tValues,1);
 plot(tValues,yValues)

只是为了比较,如果不使用符号表达式,可以将此等式实现为

function dV = M(t,V)
    gamma1=0.1;
    gamma2=0.1;
    a=1;
    m=1;
    g=9.8;
    d=1;
    
    x = V(1); dx = V(2); y = V(3); dy = V(4);
    ddx = (gamma1*dx)/(a + m*d^2 + (m/2)*d^2*cos(y-x))  + (gamma2*dy)/(a+ (m/2)*cos(y-x))  -  ( (m/2)*d^2*sin(y-x)*(dx^2 - dy^2))/(a + m*d^2 + (m/2)*d^2*cos(y-x))    -    ((m/2)*d^2*dx^2*(y-x))/(a+ (m/2)*cos(y-x))  -   ((m/2)*d*(3*g*sin(x) + g*sin(y)))/(a + m*d^2 + (m/2)*d^2*cos(y-x)) - ((m/2)*d*g*sin(y))/(a+ (m/2)*cos(y-x));          

    ddy =  (gamma1*dx)/((m/2)*d^2*cos(y-x)) +   (gamma2*dy)/a    -  ( (m/2)*d^2*sin(y-x)*(dx^2 - dy^2))/((m/2)*d^2*cos(y-x))   - ((m/2)*d^2*dx^2*(y-x))/a    -  ((m/2)*d*(3*g*sin(x) + g*sin(y)))/((m/2)*d^2*cos(y-x)) -  ((m/2)*d*g*sin(y))/a;
    dV = [dx ddx dy ddy];  
end%function

interval = [0 20];
xInit = [2 0];
yInit = [2 0];
vSol = ode45(M,interval,[ xInit yInit]);            
tValues = linspace(0,20,100);
xValues = deval(vSol,tValues,1);
plot(tValues,xValues)

这有效,但报告 t=0.244t=0.245 之间存在奇点。