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The gradient theorem, also known as the fundamental theorem of calculus for line integrals, says that a
line integral In mathematics, a line integral is an integral where the function (mathematics), function to be integrated is evaluated along a curve. The terms ''path integral'', ''curve integral'', and ''curvilinear integral'' are also used; ''contour integr ...
through a gradient field can be evaluated by evaluating the original scalar field at the endpoints of the curve. The theorem is a generalization of the second fundamental theorem of calculus to any curve in a plane or space (generally ''n''-dimensional) rather than just the real line. If is a
differentiable function In mathematics, a differentiable function of one real variable is a function whose derivative exists at each point in its domain. In other words, the graph of a differentiable function has a non- vertical tangent line at each interior point in ...
and a
differentiable In mathematics, a differentiable function of one real variable is a function whose derivative exists at each point in its domain. In other words, the graph of a differentiable function has a non- vertical tangent line at each interior point in ...
curve in which starts at a point and ends at a point , then \int_ \nabla\varphi(\mathbf)\cdot \mathrm\mathbf = \varphi\left(\mathbf\right) - \varphi\left(\mathbf\right) where denotes the gradient vector field of . The gradient theorem implies that line integrals through gradient fields are path-independent. In physics this theorem is one of the ways of defining a ''conservative'' force. By placing as potential, is a conservative field.
Work Work may refer to: * Work (human activity), intentional activity people perform to support themselves, others, or the community ** Manual labour, physical work done by humans ** House work, housework, or homemaking ** Working animal, an ani ...
done by conservative forces does not depend on the path followed by the object, but only the end points, as the above equation shows. The gradient theorem also has an interesting converse: any path-independent vector field can be expressed as the gradient of a
scalar field In mathematics and physics, a scalar field is a function associating a single number to each point in a region of space – possibly physical space. The scalar may either be a pure mathematical number ( dimensionless) or a scalar physical ...
. Just like the gradient theorem itself, this converse has many striking consequences and applications in both pure and applied mathematics.


Proof

If is a
differentiable function In mathematics, a differentiable function of one real variable is a function whose derivative exists at each point in its domain. In other words, the graph of a differentiable function has a non- vertical tangent line at each interior point in ...
from some
open subset In mathematics, an open set is a generalization of an open interval in the real line. In a metric space (a set with a distance defined between every two points), an open set is a set that, with every point in it, contains all points of the met ...
to and is a differentiable function from some closed interval to (Note that is differentiable at the interval endpoints and . To do this, is defined on an interval that is larger than and includes .), then by the multivariate chain rule, the
composite function In mathematics, the composition operator \circ takes two functions, f and g, and returns a new function h(x) := (g \circ f) (x) = g(f(x)). Thus, the function is applied after applying to . (g \circ f) is pronounced "the composition of an ...
is differentiable on : \frac(\varphi \circ \mathbf)(t)=\nabla \varphi(\mathbf(t)) \cdot \mathbf'(t) for all in . Here the denotes the
dot product In mathematics, the dot product or scalar productThe term ''scalar product'' means literally "product with a Scalar (mathematics), scalar as a result". It is also used for other symmetric bilinear forms, for example in a pseudo-Euclidean space. N ...
. Now suppose the domain of contains the differentiable curve with endpoints and . (This is oriented in the direction from to ). If parametrizes for in (i.e., represents as a function of ), then \begin \int_ \nabla\varphi(\mathbf) \cdot \mathrm\mathbf &=\int_a^b \nabla\varphi(\mathbf(t)) \cdot \mathbf'(t)\mathrmt \\ &=\int_a^b \frac\varphi(\mathbf(t))\mathrmt =\varphi(\mathbf(b))-\varphi(\mathbf(a))=\varphi\left(\mathbf\right)-\varphi\left(\mathbf\right) , \end where the definition of a line integral is used in the first equality, the above equation is used in the second equality, and the second fundamental theorem of calculus is used in the third equality. Even if the gradient theorem (also called ''fundamental theorem of calculus for line integrals'') has been proved for a differentiable (so looked as smooth) curve so far, the theorem is also proved for a piecewise-smooth curve since this curve is made by joining multiple differentiable curves so the proof for this curve is made by the proof per differentiable curve component.


Examples


Example 1

Suppose is the circular arc oriented counterclockwise from to . Using the definition of a line integral, \begin \int_ y\, \mathrmx + x\, \mathrmy &= \int_0^ ((5\sin t)(-5 \sin t) + (5 \cos t)(5 \cos t))\, \mathrmt \\ &= \int_0^ 25 \left(-\sin^2 t + \cos^2 t\right) \mathrmt \\ &= \int_0^ 25 \cos(2t) \mathrmt \ =\ \left.\tfrac\sin(2t)\_0^ \\ 5em &= \tfrac\sin\left(2\pi - 2\tan^\!\!\left(\tfrac\right)\right) \\ 5em &= -\tfrac\sin\left(2\tan^\!\!\left(\tfrac\right)\right) \ =\ -\frac = -12. \end This result can be obtained much more simply by noticing that the function f(x,y)=xy has gradient \nabla f(x,y)=(y,x), so by the Gradient Theorem: \int_ y \,\mathrmx+x \,\mathrmy=\int_\nabla(xy) \cdot (\mathrmx,\mathrmy)\ =\ xy\,, _^=-4 \cdot 3-5 \cdot 0=-12 .


Example 2

For a more abstract example, suppose has endpoints , , with orientation from to . For in , let denote the
Euclidean norm Euclidean space is the fundamental space of geometry, intended to represent physical space. Originally, in Euclid's ''Elements'', it was the three-dimensional space of Euclidean geometry, but in modern mathematics there are ''Euclidean spaces'' ...
of . If is a real number, then \begin \int_ , \mathbf, ^ \mathbf \cdot \mathrm\mathbf &= \frac \int_ (\alpha + 1) , \mathbf, ^ \mathbf \cdot \mathrm\mathbf \\ &= \frac \int_ \nabla , \mathbf, ^ \cdot \mathrm\mathbf= \frac \end Here the final equality follows by the gradient theorem, since the function is differentiable on if . If then this equality will still hold in most cases, but caution must be taken if ''γ'' passes through or encloses the origin, because the integrand vector field will fail to be defined there. However, the case is somewhat different; in this case, the integrand becomes , so that the final equality becomes . Note that if , then this example is simply a slight variant of the familiar power rule from single-variable calculus.


Example 3

Suppose there are point charges arranged in three-dimensional space, and the -th point charge has
charge Charge or charged may refer to: Arts, entertainment, and media Films * ''Charge, Zero Emissions/Maximum Speed'', a 2011 documentary Music * ''Charge'' (David Ford album) * ''Charge'' (Machel Montano album) * '' Charge!!'', an album by The Aqu ...
and is located at position in . We would like to calculate the
work Work may refer to: * Work (human activity), intentional activity people perform to support themselves, others, or the community ** Manual labour, physical work done by humans ** House work, housework, or homemaking ** Working animal, an ani ...
done on a particle of charge as it travels from a point to a point in . Using
Coulomb's law Coulomb's inverse-square law, or simply Coulomb's law, is an experimental scientific law, law of physics that calculates the amount of force (physics), force between two electric charge, electrically charged particles at rest. This electric for ...
, we can easily determine that the
force In physics, a force is an influence that can cause an Physical object, object to change its velocity unless counterbalanced by other forces. In mechanics, force makes ideas like 'pushing' or 'pulling' mathematically precise. Because the Magnitu ...
on the particle at position will be \mathbf(\mathbf) = kq\sum_^n \frac Here denotes the
Euclidean norm Euclidean space is the fundamental space of geometry, intended to represent physical space. Originally, in Euclid's ''Elements'', it was the three-dimensional space of Euclidean geometry, but in modern mathematics there are ''Euclidean spaces'' ...
of the vector in , and , where is the
vacuum permittivity Vacuum permittivity, commonly denoted (pronounced "epsilon nought" or "epsilon zero"), is the value of the absolute dielectric permittivity of classical vacuum. It may also be referred to as the permittivity of free space, the electric const ...
. Let be an arbitrary differentiable curve from to . Then the work done on the particle is W = \int_ \mathbf(\mathbf) \cdot \mathrm\mathbf = \int_ \left( kq\sum_^n \frac \right) \cdot \mathrm\mathbf = kq \sum_^n \left( Q_i \int_\gamma \frac \cdot \mathrm\mathbf \right) Now for each , direct computation shows that \frac = -\nabla \frac. Thus, continuing from above and using the gradient theorem, W = -kq \sum_^n \left( Q_i \int_ \nabla \frac \cdot \mathrm\mathbf \right) = kq \sum_^n Q_i \left( \frac - \frac \right) We are finished. Of course, we could have easily completed this calculation using the powerful language of
electrostatic potential Electric potential (also called the ''electric field potential'', potential drop, the electrostatic potential) is defined as electric potential energy per unit of electric charge. More precisely, electric potential is the amount of work needed ...
or
electrostatic potential energy Electric potential energy is a potential energy (measured in joules) that results from conservative force, conservative Coulomb forces and is associated with the configuration of a particular set of point electric charge, charges within a defi ...
(with the familiar formulas ). However, we have not yet ''defined'' potential or potential energy, because the ''converse'' of the gradient theorem is required to prove that these are well-defined, differentiable functions and that these formulas hold ( see below). Thus, we have solved this problem using only Coulomb's Law, the definition of work, and the gradient theorem.


Converse of the gradient theorem

The gradient theorem states that if the vector field is the gradient of some scalar-valued function (i.e., if is
conservative Conservatism is a cultural, social, and political philosophy and ideology that seeks to promote and preserve traditional institutions, customs, and values. The central tenets of conservatism may vary in relation to the culture and civiliza ...
), then is a path-independent vector field (i.e., the integral of over some piecewise-differentiable curve is dependent only on end points). This theorem has a powerful converse: It is straightforward to show that a vector field is path-independent if and only if the integral of the vector field over every closed loop in its domain is zero. Thus the converse can alternatively be stated as follows: If the integral of over every closed loop in the domain of is zero, then is the gradient of some scalar-valued function.


Proof of the converse

Suppose is an
open Open or OPEN may refer to: Music * Open (band), Australian pop/rock band * The Open (band), English indie rock band * ''Open'' (Blues Image album), 1969 * ''Open'' (Gerd Dudek, Buschi Niebergall, and Edward Vesala album), 1979 * ''Open'' (Go ...
,
path-connected In topology and related branches of mathematics, a connected space is a topological space that cannot be represented as the union of two or more disjoint non-empty open subsets. Connectedness is one of the principal topological properties t ...
subset of , and is a continuous and path-independent vector field. Fix some element of , and define by f(\mathbf) := \int_ \mathbf(\mathbf) \cdot \mathrm\mathbf Here is any (differentiable) curve in originating at and terminating at . We know that is
well-defined In mathematics, a well-defined expression or unambiguous expression is an expression (mathematics), expression whose definition assigns it a unique interpretation or value. Otherwise, the expression is said to be ''not well defined'', ill defined ...
because is path-independent. Let be any nonzero vector in . By the definition of the
directional derivative In multivariable calculus, the directional derivative measures the rate at which a function changes in a particular direction at a given point. The directional derivative of a multivariable differentiable (scalar) function along a given vect ...
, \begin \frac &= \lim_ \frac \\ &= \lim_ \frac \\ &= \lim_ \frac \int_ \mathbf(\mathbf) \cdot \mathrm\mathbf \endTo calculate the integral within the final limit, we must parametrize . Since is path-independent, is open, and is approaching zero, we may assume that this path is a straight line, and parametrize it as for . Now, since , the limit becomes \lim_ \frac \int_0^t \mathbf(\mathbf(s)) \cdot \mathbf'(s)\, \mathrms = \frac \int_0^t \mathbf(\mathbf + s\mathbf) \cdot \mathbf\, \mathrms \bigg, _ = \mathbf(\mathbf) \cdot \mathbf where the first equality is from the definition of the derivative with a fact that the integral is equal to 0 at = 0, and the second equality is from the first fundamental theorem of calculus. Thus we have a formula for , (one of ways to represent the
directional derivative In multivariable calculus, the directional derivative measures the rate at which a function changes in a particular direction at a given point. The directional derivative of a multivariable differentiable (scalar) function along a given vect ...
) where is arbitrary; for f(\mathbf) := \int_ \mathbf(\mathbf) \cdot \mathrm\mathbf (see its full definition above), its directional derivative with respect to is \frac = \partial _ \mathbf f(\mathbf) = D_f(\mathbf) = \mathbf(\mathbf) \cdot \mathbf where the first two equalities just show different representations of the directional derivative. According to the definition of the gradient of a scalar function , \nabla f(\mathbf) = \mathbf(\mathbf), thus we have found a scalar-valued function whose gradient is the path-independent vector field (i.e., is a conservative vector field.), as desired.


Example of the converse principle

To illustrate the power of this converse principle, we cite an example that has significant physical consequences. In
classical electromagnetism Classical electromagnetism or classical electrodynamics is a branch of physics focused on the study of interactions between electric charges and electrical current, currents using an extension of the classical Newtonian model. It is, therefore, a ...
, the
electric force Coulomb's inverse-square law, or simply Coulomb's law, is an experimental law of physics that calculates the amount of force between two electrically charged particles at rest. This electric force is conventionally called the ''electrostatic f ...
is a path-independent force; i.e. the
work Work may refer to: * Work (human activity), intentional activity people perform to support themselves, others, or the community ** Manual labour, physical work done by humans ** House work, housework, or homemaking ** Working animal, an ani ...
done on a particle that has returned to its original position within an
electric field An electric field (sometimes called E-field) is a field (physics), physical field that surrounds electrically charged particles such as electrons. In classical electromagnetism, the electric field of a single charge (or group of charges) descri ...
is zero (assuming that no changing
magnetic field A magnetic field (sometimes called B-field) is a physical field that describes the magnetic influence on moving electric charges, electric currents, and magnetic materials. A moving charge in a magnetic field experiences a force perpendicular ...
s are present). Therefore, the above theorem implies that the electric force field is conservative (here is some
open Open or OPEN may refer to: Music * Open (band), Australian pop/rock band * The Open (band), English indie rock band * ''Open'' (Blues Image album), 1969 * ''Open'' (Gerd Dudek, Buschi Niebergall, and Edward Vesala album), 1979 * ''Open'' (Go ...
,
path-connected In topology and related branches of mathematics, a connected space is a topological space that cannot be represented as the union of two or more disjoint non-empty open subsets. Connectedness is one of the principal topological properties t ...
subset of that contains a
charge Charge or charged may refer to: Arts, entertainment, and media Films * ''Charge, Zero Emissions/Maximum Speed'', a 2011 documentary Music * ''Charge'' (David Ford album) * ''Charge'' (Machel Montano album) * '' Charge!!'', an album by The Aqu ...
distribution). Following the ideas of the above proof, we can set some reference point in , and define a function by U_e(\mathbf) := -\int_ \mathbf_e(\mathbf) \cdot \mathrm\mathbf Using the above proof, we know is well-defined and differentiable, and (from this formula we can use the gradient theorem to easily derive the well-known formula for calculating work done by conservative forces: ). This function is often referred to as the
electrostatic potential energy Electric potential energy is a potential energy (measured in joules) that results from conservative force, conservative Coulomb forces and is associated with the configuration of a particular set of point electric charge, charges within a defi ...
of the system of charges in (with reference to the zero-of-potential ). In many cases, the domain is assumed to be unbounded and the reference point is taken to be "infinity", which can be made rigorous using limiting techniques. This function is an indispensable tool used in the analysis of many physical systems.


Generalizations

Many of the critical theorems of vector calculus generalize elegantly to statements about the integration of differential forms on
manifolds In mathematics, a manifold is a topological space that locally resembles Euclidean space near each point. More precisely, an n-dimensional manifold, or ''n-manifold'' for short, is a topological space with the property that each point has a n ...
. In the language of
differential form In mathematics, differential forms provide a unified approach to define integrands over curves, surfaces, solids, and higher-dimensional manifolds. The modern notion of differential forms was pioneered by Élie Cartan. It has many applications ...
s and
exterior derivative On a differentiable manifold, the exterior derivative extends the concept of the differential of a function to differential forms of higher degree. The exterior derivative was first described in its current form by Élie Cartan in 1899. The re ...
s, the gradient theorem states that \int_ \phi = \int_ \mathrm\phi for any 0-form, , defined on some differentiable curve (here the integral of over the boundary of the is understood to be the evaluation of at the endpoints of ''γ''). Notice the striking similarity between this statement and the generalized Stokes’ theorem, which says that the integral of any
compactly supported In mathematics, the support of a real-valued function f is the subset of the function domain of elements that are not mapped to zero. If the domain of f is a topological space, then the support of f is instead defined as the smallest closed set ...
differential form over the boundary of some orientable manifold is equal to the integral of its
exterior derivative On a differentiable manifold, the exterior derivative extends the concept of the differential of a function to differential forms of higher degree. The exterior derivative was first described in its current form by Élie Cartan in 1899. The re ...
over the whole of , i.e., \int_\omega=\int_\mathrm\omega This powerful statement is a generalization of the gradient theorem from 1-forms defined on one-dimensional manifolds to differential forms defined on manifolds of arbitrary dimension. The converse statement of the gradient theorem also has a powerful generalization in terms of differential forms on manifolds. In particular, suppose is a form defined on a contractible domain, and the integral of over any closed manifold is zero. Then there exists a form such that . Thus, on a contractible domain, every closed form is exact. This result is summarized by the
Poincaré lemma In mathematics, the Poincaré lemma gives a sufficient condition for a closed differential form to be exact (while an exact form is necessarily closed). Precisely, it states that every closed ''p''-form on an open ball in R''n'' is exact for ''p'' ...
.


See also

*
State function In the thermodynamics of equilibrium, a state function, function of state, or point function for a thermodynamic system is a mathematical function relating several state variables or state quantities (that describe equilibrium states of a syste ...
*
Scalar potential In mathematical physics, scalar potential describes the situation where the difference in the potential energies of an object in two different positions depends only on the positions, not upon the path taken by the object in traveling from one p ...
*
Jordan curve theorem In topology, the Jordan curve theorem (JCT), formulated by Camille Jordan in 1887, asserts that every ''Jordan curve'' (a plane simple closed curve) divides the plane into an "interior" region Boundary (topology), bounded by the curve (not to be ...
*
Differential of a function In calculus, the differential represents the principal part of the change in a function y = f(x) with respect to changes in the independent variable. The differential dy is defined by dy = f'(x)\,dx, where f'(x) is the derivative of with resp ...
*
Classical mechanics Classical mechanics is a Theoretical physics, physical theory describing the motion of objects such as projectiles, parts of Machine (mechanical), machinery, spacecraft, planets, stars, and galaxies. The development of classical mechanics inv ...
* *


References

{{Calculus topics Theorems in calculus Articles containing proofs