When tackling multi-variable integrals that involve a change of variables, the Jacobian matrix is crucial. Simply put, it helps us understand how the variables change in relation to each other. For example, we see this when converting from one coordinate system to another.
The Jacobian matrix consists of partial derivatives, giving us a map of how each new variable influences the old ones.In our problem, we're making a strategic switch from the space defined by \(x\), \(y\), and \(z\) to a new space using variables \(u\), \(v\), and \(w\). Our transformation equations are:
- \(x = 3u\)
- \(y = 2v\)
- \(z = w\)
This gives us the Jacobian matrix:\[\begin{bmatrix}\frac{\partial x}{\partial u} & \frac{\partial x}{\partial v} & \frac{\partial x}{\partial w} \\frac{\partial y}{\partial u} & \frac{\partial y}{\partial v} & \frac{\partial y}{\partial w} \\frac{\partial z}{\partial u} & \frac{\partial z}{\partial v} & \frac{\partial z}{\partial w} \\end{bmatrix} = \begin{bmatrix}3 & 0 & 0 \0 & 2 & 0 \0 & 0 & 1\end{bmatrix}\]Calculating the determinant, we get \(6\). This determinant, called the Jacobian, acts as a scale factor that we use when changing variables in an integral.
It's indispensable, ensuring we're on the right track by adjusting for the scale change during transformation.