University5 min

Directional Derivatives

Why gradient points steepest

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Directional Derivatives & the Gradient

∇fû→ ∇f (gradient – steepest ascent)→ û (chosen direction)

Surface

f(x,y) = x² + y²

Point X1.00
Point Y0.50
Direction angle θ0.00

Calculation

f(p)1.250
∇f(p)(2.00, 1.00)
‖∇f‖2.236
D_û f2.000
Max directional2.236

D_û f / ‖∇f‖ = 0.894

D_û f = ∇f · û = ‖∇f‖ cos θ

💡 Why gradient points steepest

Directional derivative = ∇f · û = ‖∇f‖·cos θ. It's maximum when θ = 0, i.e. direction equals gradient. Rotate the direction (û) and watch how the rate of change varies.