Problem 11
Question
Computing gradients Compute the gradient of the following functions and evaluate it at the given point \(P\). $$g(x, y)=x^{2}-4 x^{2} y-8 x y^{2} ; P(-1,2)$$
Step-by-Step Solution
Verified Answer
Question: Compute the gradient of the function \(g(x, y)=x^{2}-4 x^{2} y-8 x y^{2}\) and evaluate it at point P(-1,2).
Answer: The gradient of the function at point P(-1,2) is \(\begin{bmatrix}18\\ 28\end{bmatrix}\).
1Step 1: Find the partial derivative with respect to x
Compute the partial derivative of the function \(g(x,y)\) with respect to x:
$$\frac{\partial{g}}{\partial{x}} = \frac{\partial{(x^{2}-4 x^{2} y-8 x y^{2})}}{\partial{x}}$$
Take the derivative term by term:
$$\frac{\partial{g}}{\partial{x}} = 2x - 8xy - 8y^2$$
2Step 2: Find the partial derivative with respect to y
Compute the partial derivative of the function \(g(x,y)\) with respect to y:
$$\frac{\partial{g}}{\partial{y}} = \frac{\partial{(x^{2}-4 x^{2} y-8 x y^{2})}}{\partial{y}}$$
Take the derivative term by term:
$$\frac{\partial{g}}{\partial{y}} = -4x^2 - 16xy$$
3Step 3: Form the gradient
Combine the results from step 1 and step 2 to form the gradient \(\nabla g(x,y)\):
$$\nabla g(x,y) = \begin{bmatrix}2x - 8xy - 8y^2\\ - 4x^2 -16xy\end{bmatrix}$$
4Step 4: Evaluate the gradient at point P
Evaluate the gradient of \(g(x,y)\) at point \(P(-1, 2)\). Plug the coordinates of point P into the gradient vector:
$$\nabla g(-1, 2) = \begin{bmatrix}2(-1) - 8(-1)(2) - 8(2)^2\\ - 4(-1)^2 - 16(-1)(2)\end{bmatrix}$$
Simplify and compute each component of the gradient:
$$\nabla g(-1, 2) = \begin{bmatrix}18\\ 28\end{bmatrix}$$
The gradient of the function \(g(x, y)=x^{2}-4 x^{2} y-8 x y^{2}\) at point P(-1,2) is \(\begin{bmatrix}18\\ 28\end{bmatrix}\).
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