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Vector Normalization Calculator - Online Unit Vector Tool

Normalize vectors online with our free Vector Normalization Calculator. Easily calculate unit vectors, understand vector normalization, and visualize results. Ideal for math, physics, and computer graphics.

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Comma-separated values

Enter the vector components separated by commas.

Normalized Vector

Normalization Formula

The normalized vector \( \mathbf{\hat{v}} \) is obtained by dividing the original vector \( \mathbf{v} \) by its magnitude \( ||\mathbf{v}|| \).

$$ \mathbf{\hat{v}} = \frac{\mathbf{v}}{||\mathbf{v}||} $$
  • \( \mathbf{\hat{v}} \): Normalized vector (unit vector).
  • \( \mathbf{v} \): Original vector.
  • \( ||\mathbf{v}|| \): Magnitude of vector \( \mathbf{v} \).

Understanding Vector Normalization

Vector normalization scales a vector to have a length of 1, creating a unit vector. This process preserves the vector's direction but removes its magnitude, which is crucial in many applications.

Why Normalize Vectors?

  • Focus on Direction: Unit vectors represent direction without magnitude influence, simplifying directional comparisons.
  • Cosine Similarity: Used in machine learning to measure the similarity between vectors based on their direction.
  • Graphics and Physics: Essential for lighting calculations, surface normals in 3D graphics, and direction vectors in physics simulations.

Example

For vector \( \mathbf{v} = [3, 4] \), the magnitude is \( ||\mathbf{v}|| = \sqrt{3^2 + 4^2} = 5 \). The normalized vector is \( \mathbf{\hat{v}} = [\frac{3}{5}, \frac{4}{5}] = [0.6, 0.8] \).

Sources: Wikipedia, MathWorld