How to take this exterior derivative of the expression $du - \sum_i p_i dx_i$?

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I am reading the wikipedia page about applying the method of characteristics in the fully nonlinear case. We have the fully nonlinear equation $$ \tag{1} F(x_1, \cdots, x_n , u, p_1, \cdots, p_n) = 0,$$ here $$\tag{2} p_i = \frac{\partial u}{\partial x_i}$$ is the partial derivative of $u$ with respect to $x_i$.

In the method of characteristics, we wish to reduce the PDE to a family of ODE. Let assume that $u$ is a solution to (1). $$s\mapsto (x_1(s), \cdots, x_n(s), u(s), p_1(s), \cdots, p_n(s))$$ be a curve so that (1) is satisfied for all $s$. Then it is claimed that the following holds:

\begin{equation} \begin{split} \sum_i (F_{x_i} +F_up_i)\dot x_i + \sum_i F_{p_i}\dot p_i &=0\\ \dot u - \sum_i p_i\dot x_i &=0\\ \sum_i ( \dot x_i dp_i - \dot p_i dx_i) &= 0. \end{split} \end{equation}

I can see that the first two equations follow from taking total derivative with respect to $s$ of (1) and the expression $u(s) = u(x_1(s),\cdots, x_n(s))$. In the wiki page, it is claimed that

... the third follows by taking an exterior derivative of the relation $du - \sum p_i dx_i = 0$.

Unfortunately, I fail to see how the third equation are derived using exterior derivative. Could you give me the steps so I could check my work, please?

P.S.: I’ve been struggling a lot lately on Frobenius theorem and systems of total differential equations. If you could explain that, I would deeply appreciate it.

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Indeed, the last equality is a consequence of taking exterior derivative, but the wikipedia could have been more precise.

First, think of $\alpha = du - \sum_i p_i dx_i$ as a one form on $\mathbb R^{2n+1}$, the exterior derivative is $$ d\alpha= \sum_i dp_i \wedge dx_i.$$

Now, for any function $u : \mathbb R^n \to \mathbb R$, we define the mapping $$ I_u : \mathbb R^n\to \mathbb R^{2n+1}, \ \ \ I_u(x) = \left(x_1, \cdots, x_n, u(x), \frac{\partial u}{\partial x_1}, \cdots, \frac{\partial u}{\partial x_n} \right).$$

Then we have $I_u^* \alpha = 0$ since $$ I_u^* \alpha = I_u^* (du-\sum_i p_i dx_i) = du(x) - \sum_i\frac{\partial u}{\partial x_i} dx_i = du-du = 0.$$

(So it is really the (usual) abuse of notations: $\alpha$ is not a zero form, by "$du - \sum_i p_i dx_i = 0$" it really means $I_u^* \alpha = 0$). Now since pullback commutes with exterior derivative,

$$0=d(I_u^*\alpha) = I_u^* (d\alpha) = I_u^* \left( \sum_i dp_i \wedge dx_i\right).$$

So the two form $d\alpha$ also restrict to zero under the map $I_u$. In particular, the tangent vector $X=(\dot x(s), \dot u(s), \dot p(s))$ also satisfies

$$\sum_i dp_i \wedge dx_i (X, \cdot)= 0\Rightarrow \sum_i \left( \dot p_i dx_i - \dot x_i dp_i\right) = 0,$$

which is the last equation. Note that this last equation (thus, this answer) has completely nothing to do with the equation $F$.