Euler-Lagrange方程的符号微分 [英] Symbolic differentiation with Euler-Lagrange equation

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本文介绍了Euler-Lagrange方程的符号微分的处理方法,对大家解决问题具有一定的参考价值,需要的朋友们下面随着小编来一起学习吧!

问题描述

我正在尝试为机器人结构计算Euler-Lagrange方程. 我将使用q指示关节变量的向量.

I'm trying to calculate Euler-Lagrange equations for a robotic structure. I'll use q to indicate the vector of the joint variables.

在我的代码中,我使用

syms t;
q1 = sym('q1(t)');
q2 = sym('q2(t)');
q = [q1, q2];

声明q1q2取决于时间t. 在我计算了拉格朗日L之后(在这种情况下,这是一个与旋转关节的简单链接)

to declare that q1 and q2 depend on time t. After I calculate the Lagrangian L (in this case it is a simple link with a rotoidal joint)

L = (I1z*diff(q1(t), t)^2)/2 + (L1^2*M1*diff(q1(t), t)^2)/8

问题是,当我尝试使用diff(L, q)区分Lq的方面时,出现此错误

The problem is that when I try to differentiate L respect to q using diff(L, q), I get this error

使用sym/diff时出错(第69行)
第二个参数必须是一个变量或一个非负整数,用于指定微分的数量.

Error using sym/diff (line 69)
The second argument must be a variable or a nonnegative integer specifying the number of differentiations.

如何区分Lq的关系,以得到Euler-Lagrange方程的第一项?

How can I differentiate L respect to q to have the first term of the Euler-Lagrange equation?

我也试图简单地写q

syms q1 q2
q = [q1 q2]

没有时间依赖性,但微分将不起作用,即显然会给我[0, 0]

without the time dependency but differentiation will not work, i.e. will obviously give me [0, 0]

这就是我在工作区中得到的(I1z是链接相对于z轴的惯性,M1是链接的质量,L1是链接的长度)

That's what I've got in the workspace (I1z is the inertia of the link respect to z-axis, M1 is the mass of the link, L1 is the length of the link)

q = [q1(t), q2(t)]
diff(q, t) = [diff(q1(t), t), diff(q2(t), t)]
L = (I1z*diff(q1(t), t)^2)/2 + (L1^2*M1*diff(q1(t), t)^2)/8


如果要运行完整代码,则必须从


If you want to run the full code, you have to download all the .m files from here and then use

[t, q, L, M, I] = initiate();
L = lagrangian(odof(q, L), q, M, I, t, 1)

否则下面的代码应该相同.

otherwise the following code should be the same.

syms t I1z L1 M1
q1 = sym('q1(t)');
q2 = sym('q2(t)');
q = [q1, q2];
qp = diff(q, t);
L = (I1z*qp(1)^2)/2 + (L1^2*M1*qp(1)^2)/8;


编辑

感谢 AVK的答案我意识到了这个问题.


EDIT

Thanks to AVK's answer I realized the problem.

syms t q1 q2 q1t q2t I1z L1 M1        % variables
L = (I1z*q1t^2)/2 + (L1^2*M1*q1t^2)/8
dLdqt = [diff(L,q1t), diff(L,q2t)]

这将起作用,其结果将是

This will work and its result will be

dLdqt = [(M1*q1t*L1^2)/4 + I1z*q1t, 0]

syms t q1 q2 q1t q2t I1z L1 M1
L = (I1z*q1t^2)/2 + (L1^2*M1*q1t^2)/8;
qt = [q1t q2t];
dLdqt = diff(L, qt)

这将无效有效,因为diff期望单个差异变量

This will not work, because diff expects a single variable of differentiation

syms t q1 q2 q1t q2t I1z L1 M1
L = (I1z*q1t^2)/2 + (L1^2*M1*q1t^2)/8;
qt = [q1t q2t];
dLdqt = jacobian(L, qt)

有效,因为jacobian期望至少个差异变量

This will work, because jacobian expects at least a variable of differentiation

似乎MATLAB的Symbolit Toolbox无法处理关于q(t)的差异,因此您必须使用变量 q.

Seems that MATLAB's Symbolit Toolbox can't handle differentiation with respect to q(t), so you have to use the variable q.

因此将它们用作功能

q = [q1(t), q2(t), q3(t), q4(t), q5(t), q6(t)]
qp = [diff(q1(t), t), diff(q2(t), t), diff(q3(t), t), diff(q4(t), t), diff(q5(t), t), diff(q6(t), t)]

和这些作为变量

qv = [q1, q2, q3, q4, q5, q6];
qvp = [q1p, q2p, q3p, q4p, q5p, q6p];

解决了问题.

整个代码如下:

syms q1 q2 q3 q4 q5 q6;
syms q1p q2p q3p q4p q5p q6p;
qv = [q1, q2, q3, q4, q5, q6];
qvp = [q1p, q2p, q3p, q4p, q5p, q6p];

Lagv = subs(Lag, [q, qp], [qv, qvp]);
dLdq = jacobian(Lagv, qv);
dLdqp = jacobian(Lagv, qvp);

dLdq = subs(dLdq, [qv, qvp], [q, qp]);
dLdqp = subs(dLdqp, [qv, qvp], [q, qp]);

m_eq = diff(dLdqp, t) - dLdq;

推荐答案

如果要针对q区分L,则q必须是变量.您可以使用subs将其替换为函数并进行计算 以后:

If you want to differentiate L with respect to q, q must be a variable. You can use subs to replace it with a function and calculate later:

syms t q1 q2 q1t q2t I1z L1 M1        % variables
L = (I1z*q1t^2)/2 + (L1^2*M1*q1t^2)/8
dLdqt= [diff(L,q1t), diff(L,q2t)]
dLdq = [diff(L,q1), diff(L,q2)]
syms q1_f(t) q2_f(t)  % functions
q1t_f(t)= diff(q1_f,t)
q2t_f(t)= diff(q2_f,t)
    % replace the variables with the functions
dLdq_f= subs(dLdq,{q1 q2 q1t q2t},{q1_f q2_f q1t_f q2t_f})
dLdqt_f= subs(dLdqt,{q1 q2 q1t q2t},{q1_f q2_f q1t_f q2t_f}) 
    % now we can solve the equation
dsolve(diff(dLdqt_f,t)-dLdq_f==0)

这篇关于Euler-Lagrange方程的符号微分的文章就介绍到这了,希望我们推荐的答案对大家有所帮助,也希望大家多多支持IT屋!

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