A weather map of wind shows a small arrow at each city, pointing where the air moves and drawn longer where it moves faster. Nobody draws one arrow for the whole country. The wind is a different vector at every point. That assignment of a vector to each point is a vector field, and it is the main object of the rest of this course.
Key terms
Plane and space vector fields
Definition Let be a set in . A vector field on is a function that assigns to each point in a vector in ,
A vector field on a set in assigns to each in a vector in . The scalar functions , and are the component functions. The field is continuous, or , on an open set when all its component functions are continuous, or have continuous first partial derivatives, there. To picture , draw the arrow with its tail at the point .
In plain words A vector field is a rule that hands you an arrow at every point. The input is a point, the output is a vector, and the arrow is drawn starting at the input point.
Example Take on the whole plane. A few values are
| Point | Vector attached there |
|---|---|
At the arrow is perpendicular to the position vector , since their dot product is . The same is true at every point, so the arrows circle the origin counterclockwise, and their length grows with the distance from the origin. When arrows are drawn shorter than their true length so that a picture stays readable, scaling every arrow by the same factor keeps their relative lengths honest. Some pictures also cap the longest arrows, which keeps every direction correct but no longer shows lengths to scale.
Velocity field
Definition A steady fluid flow in a region is described by its velocity field , where is the velocity of the fluid particle passing through , the same at every moment. A particle carried by the flow moves along a path with
for every in an interval. Its speed at time is .
In plain words The field tells each drop of fluid how fast and in which direction to move at the place where it is right now.
Example Water in a round tank turns with velocity field , in meters per second. Does a particle starting at follow ? Differentiate and compare,
They agree for all , so yes. The particle moves around the unit circle at speed 1 and completes one lap in seconds.
Force field
Definition A force field assigns to each point the force that a given test object would feel if placed there. The standard example is the gravitational field of a mass at the origin acting on a mass . With and , where is the gravitational constant,
The vector points toward the origin and has magnitude , so it obeys an inverse square law. The electric force between two charges has the same form, with a constant that may have either sign.
In plain words Put a small object at a point and the field tells you the push or pull it feels there. For gravity, the pull aims at the central mass and weakens with the square of the distance.
Example With , at the point the length of is , so
The force points straight down toward the origin with magnitude . At the point , twice as far away, the magnitude is , a quarter as much.
Gradient field
Definition If is a scalar function with first partial derivatives on an open set , its gradient field is
and similarly in the plane. At a point where is nonzero and is differentiable, the gradient points in the direction in which increases fastest and is perpendicular to the velocity of every differentiable curve that stays in the level set of and passes through that point. When is that level set is, near the point, a smooth curve or surface.
In plain words Every scalar function gives a vector field for free. At each point the arrow points uphill on , at right angles to the level curve or level surface.
Example For ,
At this is . That vector is normal to the level surface at the point .
Potential
Definition A vector field on an open set is conservative, or a gradient field, if there is a differentiable function on with at every point of . Such an is called a potential function for . If is also connected, any two potentials differ by a constant. Physicists often use the potential energy , so that . Not every field has a potential. If is on and has a potential there, then the potential has continuous second partials and Clairaut’s theorem forces on .
In plain words A potential is a scalar function whose gradient is the given field. Finding one turns a vector question into a scalar one.
Example For the gravitational field with , the function is a potential on without the origin. Indeed
and the same pattern holds in and . In contrast, has no potential on the plane, since and differ.
Field lines
Definition A field line, also called a flow line or integral curve, of a continuous vector field on an open set is a differentiable curve in with
for every in an interval. In the plane this is the system , . If is on , the existence and uniqueness theorem for differential equations gives, for each point of , exactly one maximal field line with . So two field lines that share a point lie along the same curve, and different field lines never cross. At a point where is zero the field line is constant.
In plain words A field line is a curve that follows the arrows, with its velocity equal to the arrow at every point. For a velocity field it is the path of a floating particle.
Example For the system , gives
Through the field line is . Check that equals . Along it the product stays equal to , so this field line is one branch of the hyperbola . The origin is a constant field line, since .
Domain and singularities
Definition The domain of a vector field given by a formula is the set of points where every component is defined, unless a smaller domain is stated. A singularity is a point, or a set of points such as a line, where the field is not defined but which is surrounded by points of the domain, typically because the magnitude grows without bound as you approach it. Statements about potentials and field lines always refer to a specific domain, and the answer can change when the domain changes.
In plain words Before computing anything, ask where the formula makes sense. A field that blows up at a point is not defined there, and that gap can matter for every later question.
Example The field
has domain without the origin, and , which grows without bound near . On the half plane it has the potential , the polar angle. On the whole punctured plane it has no potential, as the lesson on conservative fields shows, even though there. The gravitational field also has a singularity at the origin, where its magnitude grows without bound.
Check yourself
- A fluid has velocity field . Show that follows the flow, and find the particle’s speed and the time for one lap.
Show the answer
The derivative is , and , so they agree. The speed is 6. The circle has circumference , so one lap takes time units, which matches the period of .
- Find the gradient field of , its domain and its magnitude.
Show the answer
The gradient is
defined on the plane without the origin, where it has a singularity. It points straight away from the origin with magnitude .
- Which of the fields and on the plane is a gradient field?
Show the answer
The field is . For we get and , which differ, so by Clairaut’s theorem it has no potential.