Steply

Gradient of f(x, y) = 4x - 2y + xy at (1, 2)

Step by step, with the reason for every step · Gradient and directional derivative · Calculus 3

Step by step

The question

Question: find the gradient of f(x, y) = 4x − 2y + xy at (1, 2).

f(x, y) = 4x − 2y + xy

1 The partial derivatives

Term by term.

4x gives 4.

2y has no x: it is a fixed number, so it gives 0.

In xy, y is fixed and waits in front.

x gives 1.

So y.

∂f∂x = 4 + 0 + y

Drop the zeros: ∂f/∂x = 4 + y.

∂f∂x = 4 + y

Term by term.

4x has no y: it is a fixed number, so it gives 0.

2y gives 2.

In xy, x is fixed and waits in front.

y gives 1.

So x.

∂f∂y = 0 − 2 + x

Drop the zeros: ∂f/∂y = −2 + x.

∂f∂y = −2 + x

2 Find the gradient

The gradient ∇f puts the partial derivatives together as one vector.

∇f = ⟨∂f∂x, ∂f∂y⟩

So ∇f = ⟨4 + y, −2 + x⟩.

∇f = ⟨4 + y, −2 + x⟩

At the point, put x = 1 and y = 2 in: ∇f(1, 2) = ⟨6, −1⟩.

∇f(1, 2) = ⟨6, −1⟩

Careful!

The answer has two parts: one for each letter.

It is an arrow, not one number.

Careful: the gradient is a vector, not one number

3 Check

Let's look at it on the xy grid.

The blue curve is a level curve: f is 2 all along it.

The gradient points straight uphill, at a square corner to the level curve.

A tiny step of 0.01 along the arrow: f grows from 2 to about 2.061.

Uphill.

Right!

f(1.0099, 1.9984) ≈ 2.061 > f(1, 2) = 2

Let's look back.

First: the partial derivatives.

Then: find the gradient.

Last: check.

Answer
∇f(1, 2) = ⟨6, −1⟩

Your turn

Try this one yourself, then check:

Find the gradient of f(x, y) = 4x − 3y + 2xy
Show the answer
∇f(3, 1) = ⟨6, 3⟩

More from Gradient and directional derivative

The whole lesson: Gradient and directional derivative →