Problem 84
Question
Use the gradient rules of Exercise 81 to find the gradient of the following functions. $$f(x, y)=\ln \left(1+x^{2}+y^{2}\right)$$
Step-by-Step Solution
Verified Answer
Answer: The gradient of the function $$f(x, y)=\ln \left(1+x^{2}+y^{2}\right)$$ is:
$$\nabla f(x, y) = \begin{bmatrix} \frac{2x}{1+x^2+y^2} \\ \frac{2y}{1+x^2+y^2} \end{bmatrix}$$
1Step 1: Identify the function and variables
We are given the function $$f(x, y)=\ln \left(1+x^{2}+y^{2}\right)$$, and we want to find its gradient. The variables involved are x and y.
2Step 2: Find the partial derivative with respect to x
Using the chain rule, we find the partial derivative of the function with respect to x:
$$\frac{\partial f}{\partial x} = \frac{1}{1+x^2+y^2} \cdot \frac{\partial}{\partial x}(1+x^2+y^2)$$
The derivative of \((1+x^2+y^2)\) with respect to x is \(2x\). Therefore,
$$\frac{\partial f}{\partial x} = \frac{2x}{1+x^2+y^2}$$
3Step 3: Find the partial derivative with respect to y
Next, we find the partial derivative of the function with respect to y:
$$\frac{\partial f}{\partial y} = \frac{1}{1+x^2+y^2} \cdot \frac{\partial}{\partial y}(1+x^2+y^2)$$
The derivative of \((1+x^2+y^2)\) with respect to y is \(2y\). Therefore,
$$\frac{\partial f}{\partial y} = \frac{2y}{1+x^2+y^2}$$
4Step 4: Compute the gradient
Now that we have the partial derivatives with respect to x and y, we can write down the gradient of the function. The gradient is a vector consisting of the partial derivatives:
$$\nabla f(x, y) = \begin{bmatrix} \frac{\partial f}{\partial x} \\ \frac{\partial f}{\partial y} \end{bmatrix} = \begin{bmatrix} \frac{2x}{1+x^2+y^2} \\ \frac{2y}{1+x^2+y^2} \end{bmatrix}$$
And that's the final answer! The gradient of the function $$f(x, y)=\ln \left(1+x^{2}+y^{2}\right)$$ is:
$$\nabla f(x, y) = \begin{bmatrix} \frac{2x}{1+x^2+y^2} \\ \frac{2y}{1+x^2+y^2} \end{bmatrix}$$
Other exercises in this chapter
Problem 84
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