关于Matlab的ODE函数模拟十分缓慢的一些方案

2024-07-10 00:16| 来源: 网络整理| 查看: 265

一使用变步长

https://ww2.mathworks.cn/matlabcentral/answers/92961-how-do-i-use-a-fixed-step-size-with-ode23-and-ode45-in-matlab

1.1 问题

I would like to use the ODE23 and ODE45 ordinary differential equation solver functions with a fixed step size. How do I do this in MATLAB?

1.2 解释以及思路 1 缓慢的原因是因为不满足tol，导致步长十分小 2 解决方法之一是提供雅可比矩阵（这个很多时候都做不到） 3 解决方法之二是使用fix step,但是可能会导致精度不够，或者可能会出错

ODE23 and ODE45 are MATLAB’s ordinary differential equation solver functions. ODE23 is based on the integration method, Runge Kutta23, and ODE45 is based on the integration method, Runge Kutta45. The way that ODE23 and ODE45 utilize these methods is by selecting a point, taking the derivative of the function at that point, checking to see if the value is greater than or less than the tolerance, and altering the step size accordingly. These integration methods do not lend themselves to a fixed step size. Using an algorithm that uses a fixed step size is dangerous since you may miss points where your signal’s frequency is greater than the solver’s frequency. Using a variable step ensures that a large step size is used for low frequencies and a small step size is used for high frequencies. ODE23/ODE45 are optimized for a variable step, run faster with a variable step size, and clearly the results are more accurate. If you wish to obtain only those values at a certain fixed increment, do the following:

Use ODE23/ODE45 to solve the differential equation.Use INTERP1 to extract only the desired points. For example: % the fixed step vector for desired % output: t0 = 0:.01:10; [t,y] = ode23('filename',0,10); y0 = interp1(t0,t,y);

Now, t0 and y0 are the outputs at a fixed interval. Note that, as of MATLAB 5, you can also obtain solutions at specific time points by specifying tspan as a vector of the desired times. The time values must be in order, either increasing or decreasing. For example:

tspan = 0:.01:10; [t,y] = ode23('filename',tspan);

For the suggested interpolation y0 = interp1(t0,t,y); Correct format for interp1 should be to put new interval as last parameter, so use: y0 = interp1(t,y,t0);

When the numerical algorithm for interpolating data on a fixed grid computes the value based on a stepsize there will be some interpolation error that depends on the rate of change of the original data and grid stepsize.

Using fixed step size on ode 45 dy/dt = F(t)

t = initial_value:step_size:final_value; y = [y0] for i = 2:length(t); [t,y] = ode45(Func_name,[t_initial t(i)],y0); y = [y;y(end)]; %Add the final variable value from ode45 to the soln vec end

Using different step sizes in tspan = 0:.01:10; will result in different outputs. For example, if we use 0.01 or 0.02 as step size, the output at t=10 will be different for each case. Could you please explain it?

Using fixed step size on ode 45 dy/dt = F(t) less computations

t = initial_value:step_size:final_value; y = [y0]; for i = 2:length(t); [t,y_ode] = ode45(Func_name,[0 step_size],y(end)); y = [y;y_ode(end)]; %Add the final variable value from ode45 to the soln vec end 二邪恶的方法：使用非内置的ODE方法

https://ww2.mathworks.cn/matlabcentral/answers/98293-is-there-a-fixed-step-ordinary-differential-equation-ode-solver-in-matlab-8-0-r2012b?#answer_107643

这个方法就没办法利用matlab的事件，以及精度方面的功能

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