Final Answer:
The gradient vector of
is (2x, 2y, -4) . The direction of maximum increase at the point P(2, -1, 1) is
. The rate of change of f at P in the direction of
is 6.
Step-by-step explanation:
To solve this problem, we'll go through each part step by step.
a) Find the gradient vector of
:
The gradient vector
is a vector containing the partial derivatives of f with respect to each variable. In this case:
![\[ \\abla f = \left( (\partial f)/(\partial x), (\partial f)/(\partial y), (\partial f)/(\partial z) \right) \]](https://img.qammunity.org/2024/formulas/mathematics/college/tyizch0edg9hxsp2gnzfqpe6e3ohs74gyo.png)
So, let's find the partial derivatives:
![\[ (\partial f)/(\partial x) = 2x \]](https://img.qammunity.org/2024/formulas/mathematics/college/toq0ygpjlayuxxelycp7i9dum6b30c3xgj.png)
![\[ (\partial f)/(\partial y) = 2y \]](https://img.qammunity.org/2024/formulas/mathematics/college/h0ptkukwp7xjc1v4hwo7pw65zg2lqisogl.png)
![\[ (\partial f)/(\partial z) = -4 \]](https://img.qammunity.org/2024/formulas/mathematics/college/l34o6fwnc2r795ntz95p5k4rryukzeii7n.png)
Therefore, the gradient vector
is (2x, 2y, -4).
b) Find the direction of maximum increase at P(2, -1, 1):
To find the direction of maximum increase, we use the gradient vector. The direction of maximum increase is the direction of the gradient vector. At the point
, the gradient vector is
.
So, the direction of maximum increase at P is
, where
is the magnitude of the gradient vector.
![\[ |\\abla f| = √(4^2 + (-2)^2 + (-4)^2) = √(16 + 4 + 16) = √(36) = 6 \]](https://img.qammunity.org/2024/formulas/mathematics/college/eja71ghpct4qanxyuzdxpvoar7x9j20u63.png)
![\[ \mathbf{u} = \left( (4)/(6), (-2)/(6), (-4)/(6) \right) = \left( (2)/(3), (-1)/(3), (-2)/(3) \right) \]](https://img.qammunity.org/2024/formulas/mathematics/college/pg814beq63u3atz6pwl1drpci3c7afiq10.png)
So, the direction of maximum increase at P is
.
c) Find the rate of change of f at P in the direction of
:
The rate of change of f at P in the direction of
is given by the dot product of the gradient vector and the unit vector
.
![\[ \text{Rate of change} = \\abla f \cdot \mathbf{u} \]](https://img.qammunity.org/2024/formulas/mathematics/college/toa5tl54u9xshnzx7yuo3bdr5vhvndwclh.png)
![\[ \text{Rate of change} = (4, -2, -4) \cdot \left( (2)/(3), (-1)/(3), (-2)/(3) \right) \]](https://img.qammunity.org/2024/formulas/mathematics/college/kgwdn1sgluxg08k53qjv949rxb6iyuxo5p.png)
