A vector field is a function that assigns a vector to each point in space. In 3D:

In 2D: .

A vector field is not one specific vector — it’s an infinite collection, one at every point. Any rule that assigns vectors to points is a valid vector field.

Distinct from vector-valued functions of one variable

A vector-valued function assigns a vector to each parameter value — vectors live along a curve. A vector field assigns a vector to each point in space. The objects look similar (vector outputs) but are conceptually different: traces out a curve, fills space.

Examples everywhere in physics

  • Gravitational field: gravitational force per unit mass at each point.
  • Electric field: force per unit positive test charge at each point.
  • Magnetic field: a vector at each point in space.
  • Velocity field of a fluid: at each point, the velocity of the fluid that’s there.
  • Gradient of a scalar function (temperature, pressure): direction of steepest increase. See Gradient and Gradient field.

Simple 2D fields to recognize

  • Constant field : uniform grid of identical arrows.
  • Radial field : arrows point outward from origin, magnitude .
  • Rotational field : at the vector is ; at it’s . Arrows rotate counterclockwise around the origin.
  • Sink : arrows point radially inward.
  • Inverse-square : points radially outward, magnitude . See Inverse-square field.

Most fields encountered in practice are combinations of these motifs.

Visualization

For 2D fields, draw the vector as an arrow with tail at , for a grid of sample points. For 3D fields, the visualization is harder — use 2D slices, streamlines, or color maps of magnitude. Stream plots (curves tangent to the field) often communicate more than arrow plots for complex fields.

Operations on vector fields

A vector field is the input for:

  • The Divergence (scalar field, “source density”).
  • The Curl (vector field, “circulation density”).
  • Line integrals along curves (work / circulation).
  • Flux integrals across surfaces.

These four operations, together with the theorems that relate them — Green’s theorem, Stokes’ theorem, Divergence theorem — make up the bulk of classical vector calculus.

Important special classes

  • Conservative (or gradient) fields: for some scalar . Equivalent to zero curl on simply connected domains. See Conservative vector field.
  • Source-free (or solenoidal) fields: . Equivalent to having a stream function (in 2D) or vector potential (in 3D).
  • Harmonic / irrotational and source-free: both at once. In 2D, these are the real-imaginary parts of analytic functions — the link between vector calculus and complex analysis.