Conservative vector field explained
In vector calculus, a conservative vector field is a vector field that is the gradient of some function.[1] A conservative vector field has the property that its line integral is path independent; the choice of path between two points does not change the value of the line integral. Path independence of the line integral is equivalent to the vector field under the line integral being conservative. A conservative vector field is also irrotational; in three dimensions, this means that it has vanishing curl. An irrotational vector field is necessarily conservative provided that the domain is simply connected.
Conservative vector fields appear naturally in mechanics: They are vector fields representing forces of physical systems in which energy is conserved.[2] For a conservative system, the work done in moving along a path in a configuration space depends on only the endpoints of the path, so it is possible to define potential energy that is independent of the actual path taken.
Informal treatment
In a two- and three-dimensional space, there is an ambiguity in taking an integral between two points as there are infinitely many paths between the two points—apart from the straight line formed between the two points, one could choose a curved path of greater length as shown in the figure. Therefore, in general, the value of the integral depends on the path taken. However, in the special case of a conservative vector field, the value of the integral is independent of the path taken, which can be thought of as a large-scale cancellation of all elements
that do not have a component along the straight line between the two points. To visualize this, imagine two people climbing a cliff; one decides to scale the cliff by going vertically up it, and the second decides to walk along a winding path that is longer in length than the height of the cliff, but at only a small angle to the horizontal. Although the two hikers have taken different routes to get up to the top of the cliff, at the top, they will have both gained the same amount of gravitational potential energy. This is because a gravitational field is conservative.
Intuitive explanation
M. C. Escher's lithograph print Ascending and Descending illustrates a non-conservative vector field, impossibly made to appear to be the gradient of the varying height above ground (gravitational potential) as one moves along the staircase. The force field experienced by the one moving on the staircase is non-conservative in that one can return to the starting point while ascending more than one descends or vice versa, resulting in nonzero work done by gravity. On a real staircase, the height above the ground is a scalar potential field: one has to go upward exactly as much as one goes downward in order to return to the same place, in which case the work by gravity totals to zero. This suggests path-independence of work done on the staircase; equivalently, the force field experienced is conservative (see the later section: Path independence and conservative vector field). The situation depicted in the print is impossible.
Definition
, where
is an open subset of
, is said to be conservative if there exists a
(continuously differentiable)
scalar field
[3] on
such that
Here,
denotes the
gradient of
. Since
is continuously differentiable,
is continuous. When the equation above holds,
is called a
scalar potential for
.
The fundamental theorem of vector calculus states that, under some regularity conditions, any vector field can be expressed as the sum of a conservative vector field and a solenoidal field.
Path independence and conservative vector field
See main article: article and Gradient theorem.
Path independence
A line integral of a vector field
is said to be path-independent if it depends on only two integral path endpoints regardless of which path between them is chosen:
[4] for any pair of integral paths
and
between a given pair of path endpoints in
.
The path independence is also equivalently expressed as
for any piecewise smooth closed path
in
where the two endpoints are coincident. Two expressions are equivalent since any closed path
can be made by two path;
from an endpoint
to another endpoint
, and
from
to
, so
where
is the reverse of
and the last equality holds due to the path independence
Conservative vector field
A key property of a conservative vector field
is that its integral along a path depends on only the endpoints of that path, not the particular route taken. In other words,
if it is a conservative vector field, then its line integral is path-independent. Suppose that
for some
(continuously differentiable) scalar field
over
as an open subset of
(so
is a conservative vector field that is continuous) and
is a differentiable path (i.e., it can be parameterized by a
differentiable function) in
with an initial point
and a terminal point
. Then the
gradient theorem (also called
fundamental theorem of calculus for line integrals) states that
This holds as a consequence of the definition of a line integral, the chain rule, and the second fundamental theorem of calculus.
v ⋅ dr=\nabla{\varphi} ⋅ dr
in the line integral is an
exact differential for an orthogonal coordinate system (e.g.,
Cartesian,
cylindrical, or
spherical coordinates). Since the gradient theorem is applicable for a differentiable path, the path independence of a conservative vector field over piecewise-differential curves is also proved by the proof per differentiable curve component.
[5] So far it has been proven that a conservative vector field
is line integral path-independent. Conversely,
if a continuous vector field
is (line integral) path-independent, then it is a conservative vector field, so the following
biconditional statement holds:The proof of this converse statement is the following.
is a continuous vector field which line integral is path-independent. Then, let's make a function
defined as
over an arbitrary path between a chosen starting point
and an arbitrary point
. Since it is path-independent, it depends on only
and
regardless of which path between these points is chosen.
Let's choose the path shown in the left of the right figure where a 2-dimensional Cartesian coordinate system is used. The second segment of this path is parallel to the
axis so there is no change along the
axis. The line integral along this path is
By the path independence, its partial derivative with respect to
(for
to have partial derivatives,
needs to be continuous.) is
since
and
are independent to each other. Let's express
as
{\displaystylev}=P(x,y)i+Q(x,y)j
where
and
are unit vectors along the
and
axes respectively, then, since
,
where the last equality is from the
second fundamental theorem of calculus.
A similar approach for the line integral path shown in the right of the right figure results in sois proved for the 2-dimensional Cartesian coordinate system. This proof method can be straightforwardly expanded to a higher dimensional orthogonal coordinate system (e.g., a 3-dimensional spherical coordinate system) so the converse statement is proved. Another proof is found here as the converse of the gradient theorem.
Irrotational vector fields
Let
(3-dimensional space), and let
be a
(continuously differentiable) vector field, with an open subset
of
. Then
is called irrotational if its
curl is
everywhere in
, i.e., if
For this reason, such vector fields are sometimes referred to as curl-free vector fields or curl-less vector fields. They are also referred to as longitudinal vector fields.
It is an identity of vector calculus that for any
(continuously differentiable up to the 2nd derivative) scalar field
on
, we have
Therefore, every
conservative vector field in
is also an irrotational vector field in
. This result can be easily proved by expressing
in a Cartesian coordinate system with Schwarz's theorem (also called Clairaut's theorem on equality of mixed partials).Provided that
is a
simply connected open space (roughly speaking, a single piece open space without a hole within it), the converse of this is also true:
Every irrotational vector field in a simply connected open space
is a
conservative vector field in
.
The above statement is not true in general if
is not simply connected. Let
be
with removing all coordinates on the
-axis (so not a simply connected space), i.e.,
U=\R3\setminus\{(0,0,z)\midz\in\R\}
. Now, define a vector field
on
by
Then
has zero curl everywhere in
(
at everywhere in
), i.e.,
is irrotational. However, the
circulation of
around the unit circle in the
-plane is
; in
polar coordinates,
, so the integral over the unit circle is
Therefore,
does not have the path-independence property discussed above so is not conservative even if
since
where
is defined is not a simply connected open space.
Say again, in a simply connected open region, an irrotational vector field
has the path-independence property (so
as conservative). This can be proved directly by using
Stokes' theorem,
for any smooth oriented surface
which boundary is a simple closed path
. So, it is concluded that
In a simply connected open region, any
vector field that has the path-independence property (so it is a conservative vector field.) must also be irrotational and vice versa.Abstraction
of a function (scalar field)
on
. The irrotational vector fields correspond to the
closed, that is, to the
such that
. As any exact form is closed, so any conservative vector field is irrotational. Conversely, all closed are exact if
is
simply connected.
Vorticity
See main article: article and Vorticity.
of a vector field can be defined by:
The vorticity of an irrotational field is zero everywhere.[6] Kelvin's circulation theorem states that a fluid that is irrotational in an inviscid flow will remain irrotational. This result can be derived from the vorticity transport equation, obtained by taking the curl of the Navier–Stokes equations.
For a two-dimensional field, the vorticity acts as a measure of the local rotation of fluid elements. The vorticity does not imply anything about the global behavior of a fluid. It is possible for a fluid that travels in a straight line to have vorticity, and it is possible for a fluid that moves in a circle to be irrotational.
Conservative forces
If the vector field associated to a force
is conservative, then the force is said to be a
conservative force.
acting on a mass
due to a mass
located at a distance
from
, obeys the equation
where
is the
gravitational constant and
} is a
unit vector pointing from
toward
. The force of gravity is conservative because
, where
is the gravitational potential energy. In other words, the gravitation field
associated with the gravitational force
is the
gradient of the gravitation potential
associated with the gravitational potential energy
. It can be shown that any vector field of the form
} is conservative, provided that
is integrable.
For conservative forces, path independence can be interpreted to mean that the work done in going from a point
to a point
is independent of the moving path chosen (dependent on only the points
and
), and that the work
done in going around a simple closed loop
is
:
The total energy of a particle moving under the influence of conservative forces is conserved, in the sense that a loss of potential energy is converted to the equal quantity of kinetic energy, or vice versa.
See also
Further reading
- Book: Acheson, D. J. . Elementary Fluid Dynamics . Oxford University Press . 1990 . 0198596790 .
Notes and References
- Book: Vector calculus. Jerrold. Marsden. Jerrold Marsden . Anthony. Tromba. W.H.Freedman and Company. Fifth. 2003. 550 - 561.
- George B. Arfken and Hans J. Weber, Mathematical Methods for Physicists, 6th edition, Elsevier Academic Press (2005)
- For
to be path-independent,
is not necessarily continuously differentiable, the condition of being differentiable is enough, since the Gradient theorem, that proves the path independence of
, does not require
to be continuously differentiable.
There must be a reason for the definition of conservative vector fields to require
to be continuously differentiable.
- Book: Stewart, James . Calculus . Cengage Learning . 2015 . 978-1-285-74062-1 . 8th . 1127–1134 . English . 16.3 The Fundamental Theorem of Line Integrals".
- Need to verify if exact differentials also exist for non-orthogonal coordinate systems.
- , pp. 194–196.