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Directional Derivatives

Mathematics Algebra Difficulty 2/5

Beginning of the lesson

1. The Question Generalised — Infinitely Many Roads

Callback — Partial Derivatives as Two Coordinate Cuts

When we studied partial derivatives, we learned to measure the rate of change of $f(x,y)$ in exactly two directions: along the $x$-axis (holding $y$ fixed) and along the $y$-axis (holding $x$ fixed). Those two coordinate cuts gave us $f_x$ and $f_y$. But standing at a point on a surface, you can walk in infinitely many directions — not just east or north, but northeast, south-southwest, or any bearing you choose. The partial derivatives are just two roads among infinitely many.

The directional derivative answers the natural next question: what is the rate of change of $f$ along an arbitrary direction?

The Direction as a Unit Vector — A Non-Negotiable Law

A direction in the plane (or in space) is specified by a vector. But we need a unit vector $\mathbf{u}$ — a vector of length 1. Why?

Law (Normalisation Requirement): The directional derivative measures the rate of change per unit of distance. If you use a vector $\mathbf{v}$ with $\|\mathbf{v}\| \neq 1$, you scale the answer by $\|\mathbf{v}\|$, producing a number that no longer means "rate per unit step." This is the topic's standing hazard — we will see it cause errors repeatedly.

Given any nonzero vector $\mathbf{v}$, the corresponding unit vector is:

$$\mathbf{u} = \frac{\mathbf{v}}{\|\mathbf{v}\|}$$

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  • Worked examples
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  • Test questions: 15
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