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To understand the question here $\def\abs#1{\left|#1\right|}$ \begin{align*} F(u_\gamma) &= F(u \circ \tau_\gamma^{-1})\\ &= \int_\Omega \abs{\nabla(u \circ \tau_\gamma^{-1})}^2\\ &= \int_\Omega \abs{(\nabla u) \circ \tau_\gamma^{-1} \cdot D\tau_\gamma^{-1}}^2\\ &= \int_{\tau_\gamma^{-1}\Omega} \abs{(\nabla u) \circ \tau_\gamma^{-1}\circ \tau_\gamma\cdot D\tau_\gamma^{-1}\circ \tau_\gamma}^2\abs{\det(D\tau_\gamma)}\\ &= \int_\Omega \abs{\nabla u\cdot (D\tau_\gamma)^{-1}}^2\abs{\det(D\tau_\gamma)} \end{align*}

I know that by chain rule $ \cdots $ componentwise we have $$ \partial_i ( u \circ \tau) = \sum_{j} (\partial_j u) \circ \tau \cdot \partial_i \tau_j. $$ Thus, $ \nabla ( u \circ\tau )= ( \nabla u) \circ \tau \cdot D \tau $. I'd like to understand this equality or this notaition. I know that \begin{equation} \nabla u = (\partial_1 u, \partial_2 u, \cdots , \partial_n u) \end{equation} and I guess that $$ D \tau = \left[ \begin{array}{cccc} \partial_1 \tau_1 & \partial_2 \tau_1 & \cdots & \partial_n \tau_1\\ \partial_1 \tau_2 & \partial_2 \tau_2 & \cdots & \partial_n \tau_2\\ \vdots & \vdots & \ddots & \vdots\\ \partial_1 \tau_n & \partial_2 \tau_n & \cdots & \partial_n \tau_n\\ \end{array} \right] $$ Then, what does $ ( \nabla u) \circ \tau \cdot D \tau$ mean? And what does $ \nabla u \cdot (D \tau_\gamma)^{-1} $ mean?

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2 Answers 2

up vote 3 down vote accepted

$\nabla ( u \circ\tau )= ( \nabla u) \circ \tau \cdot D \tau$. I'd like to understand this equality or this notaition.

Think of the chain rule: derivative of composition is the product of derivatives. On the left, $u\circ \tau $ is composition (not Hadamard product, as suggested in the other answer). On the right, we have a product of $( \nabla u) \circ \tau$ (which is a vector) and $D \tau$ (which is a matrix); this is the usual application of matrix to a vector, except that the vector, being written as a row, appears to the left of the matrix. It is not necessary to use the dot here: $ (( \nabla u) \circ \tau ) D \tau$ would be better.

In the chain of computations in your question, the chain rule is applied to the composition of $u$ with $\tau_\gamma^{-1}$, which is why $\tau_\gamma^{-1}$ appears instead of $\tau$.

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I'm not at this level of math, but I do know some notation...

I believe the $\circ$ symbol is referring to the Hadamard product. That's the only circle symbol I know of that could apply.

The $\cdot$ might be referring to the scalar product (dot product, or inner product), but I don't know the dimensions of the matrices involved, so I don't know if this makes sense.

$(D_{\tau_\gamma})^{-1}$ refers to the inverse of $(D_{\tau_\gamma})$

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