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Home Page > Math > Linear Algebra

Unit Vector Calculator

Calculate the unit vector in the direction of any 2D, 3D or n-dimensional vector. Get the magnitude, each normalized component, direction angles, the step-by-step normalization and visual proof that the result has length 1.

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Examples:
LIVE NORMALIZATION PREVIEW
Vector vcomma separated

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About Unit Vector Calculator

The Unit Vector Calculator computes the normalized vector (unit vector) in the direction of any given 2D, 3D, or n-dimensional vector using the formula \(\hat{v} = \frac{\vec{v}}{|\vec{v}|}\). Enter your vector components to instantly get the unit vector, magnitude, direction angles, scale factor, and a step-by-step normalization process with visual verification that the resulting vector has length 1.

What Is a Unit Vector?

A unit vector is a vector whose magnitude (length) is exactly 1. It preserves only the direction of the original vector, stripping away the magnitude. Unit vectors are denoted with a "hat" symbol: \(\hat{v}\) (read as "v-hat"). Every non-zero vector has a unique unit vector pointing in the same direction.

Standard Basis Unit Vectors

î
x-axis
(1, 0, 0)
ĵ
y-axis
(0, 1, 0)
z-axis
(0, 0, 1)

Any vector can be expressed as a linear combination of these basis unit vectors: \(\vec{v} = v_x\hat{i} + v_y\hat{j} + v_z\hat{k}\).

Unit Vector Formula

PropertyFormulaDescription
Unit Vector\(\hat{v} = \frac{\vec{v}}{|\vec{v}|}\)Divide each component by the magnitude
Magnitude\(|\vec{v}| = \sqrt{v_x^2 + v_y^2 + v_z^2}\)Euclidean norm (length) of the vector
Verification\(|\hat{v}| = 1\)The unit vector always has length 1
Direction Cosines\(\cos\alpha = \hat{v}_x, \; \cos\beta = \hat{v}_y, \; \cos\gamma = \hat{v}_z\)Components of the unit vector are the direction cosines
Identity\(\cos^2\alpha + \cos^2\beta + \cos^2\gamma = 1\)Sum of squared direction cosines always equals 1

Real-World Applications

🎮
Game Dev
Normalized direction vectors for character movement and camera control
💡
3D Graphics
Surface normals for lighting calculations and shading
Physics
Force and velocity direction vectors, field line directions
🤖
Machine Learning
Feature normalization and cosine similarity calculations
🧭
Navigation
Heading vectors for GPS, drones, and autonomous vehicles
📡
Signal Processing
Normalized basis vectors in Fourier analysis and filtering

How to Use the Unit Vector Calculator

  1. Select the dimension: Choose 2D, 3D, or Custom for higher dimensions. Or click a quick example to auto-fill a sample vector.
  2. Enter the vector: Type the components separated by commas (e.g., 3, 4 for 2D or 1, 2, 3 for 3D).
  3. Watch the live preview: The diagram updates in real-time, showing both the original vector and unit vector on a unit circle.
  4. Click Normalize Vector: Press the button to get the full results including the unit vector, direction angles, component breakdown, and step-by-step verification.
  5. Explore the animation: Click the Animate button to watch the normalization process — the original vector smoothly shrinks to the unit circle.

Properties of Unit Vectors

FAQ

What is a unit vector?
A unit vector is a vector with a magnitude (length) of exactly 1. It points in the same direction as the original vector but has been scaled down (or up) so its length equals 1. Unit vectors are also called normalized vectors or direction vectors. They are written with a hat notation, like v̂.
How do you find the unit vector of a given vector?
To find the unit vector, divide each component of the vector by its magnitude. If v = (a, b, c), first calculate the magnitude |v| = √(a² + b² + c²), then the unit vector is v̂ = (a/|v|, b/|v|, c/|v|). This process is called normalization.
Can a zero vector have a unit vector?
No. The zero vector (0, 0, 0) has a magnitude of 0, and dividing by zero is undefined. The zero vector has no direction, so no unit vector can be defined for it. Our calculator detects this case and displays a clear message.
What are direction angles of a vector?
Direction angles (α, β, γ) are the angles a vector makes with the positive x, y, and z axes respectively. They are found by taking the arccosine of each component of the unit vector: α = arccos(v̂ₓ), β = arccos(v̂ᵧ), γ = arccos(v̂_z). The direction cosines satisfy cos²α + cos²β + cos²γ = 1.
Why are unit vectors important?
Unit vectors are fundamental in physics, engineering, and computer graphics. They represent pure direction without magnitude, making them essential for describing orientations, surface normals, light directions, velocity directions, and basis vectors in coordinate systems. In machine learning, normalizing feature vectors to unit length is a common preprocessing step.

Reference this content, page, or tool as:

"Unit Vector Calculator" at https://MiniWebtool.com/unit-vector-calculator/ from MiniWebtool, https://MiniWebtool.com/

by miniwebtool team. Updated: 2026-04-10

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