Math Problem Statement
Consider the following equation. f(x, y) = sin(2x + 3y), P(−3, 2), u = 1/2(3i − j) (a) Find the gradient of f.b) Evaluate the gradient at the point P. ∇f(−3, 2) = (c) Find the rate of change of f at P in the direction of the vector u.
Duf(−3, 2) =
Solution
Let's break this down step-by-step:
(a) Find the gradient of .
The gradient of a scalar field is a vector containing its partial derivatives with respect to and . In other words:
-
Partial derivative of with respect to :
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Partial derivative of with respect to :
Thus, the gradient of is:
(b) Evaluate the gradient at the point .
Now, substitute and into the gradient:
First, compute the argument of the cosine:
So, we have:
Since , the gradient at is:
(c) Find the rate of change of at in the direction of the vector .
The rate of change of in the direction of a unit vector is given by the directional derivative:
where is the unit vector in the direction of . First, we normalize :
The magnitude of is:
Thus, the unit vector is:
Now, compute the directional derivative:
Thus, the rate of change of at in the direction of is:
Summary:
- (a)
- (b)
- (c)
Let me know if you'd like to explore any part of this further! Here are some related questions for you to practice:
- What is the gradient of ?
- How do you compute the directional derivative of a function given two points?
- If were a unit vector, how would the rate of change change in part (c)?
- What is the maximum rate of change of a function at a given point?
- How do you calculate the gradient in 3-dimensional space?
Tip: The gradient vector always points in the direction of the steepest ascent for a function at any given point.
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Math Problem Analysis
Mathematical Concepts
Multivariable Calculus
Gradient
Directional Derivative
Trigonometry
Formulas
Gradient: ∇f(x, y) = (∂f/∂x, ∂f/∂y)
Directional Derivative: Du f(x, y) = ∇f(x, y) · û
Trigonometric Derivatives: d/dx(sin(ax + by)) = a cos(ax + by)
Theorems
Gradient and Directional Derivative Theorem
Suitable Grade Level
College-Level Calculus (Calculus III)
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