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What is a linear combination of two arbitrary non-collinear vectors, and what does it sweep out?

A linear combination of two arbitrary non-collinear vectors v⃗\vec{v} and w⃗\vec{w} is formed by multiplying each vector by a scalar (aa and bb) and adding them together (av⃗+bw⃗a\vec{v} + b\vec{w}). If both scalars are allowed to vary continuously across all real numbers, the tips of these combined vectors sweep out every possible point on the 2D plane.

Conditions

  • The two vectors v⃗\vec{v} and w⃗\vec{w} are non-collinear (point in different directions and do not lie on the same line).
  • The scalars aa and bb vary continuously across all real numbers.

Reasoning, step by step

  1. Select two arbitrary non-collinear vectors v⃗\vec{v} and w⃗\vec{w}.
  2. Multiply v⃗\vec{v} by a scalar aa and w⃗\vec{w} by a scalar bb.
  3. Add the two scaled vectors together to form av⃗+bw⃗a\vec{v} + b\vec{w}.
  4. Allow aa and bb to vary across all real numbers.
  5. Observe that the endpoints of these combinations cover the entire 2D plane.

Example

By letting aa and bb vary continuously, the expression av⃗+bw⃗a\vec{v} + b\vec{w} generates a set of vectors whose tips reach every possible point on the 2D plane.

Common misconceptions

  • Assuming linear combinations only work for standard basis vectors like i^\hat{i} and j^\hat{j}.
  • Believing that the scalars must be positive integers rather than any real number.

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