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== Conservative Fields == == Irrotational Fields ==
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A conservative field is path independent. That is, for all ''C,,i,,'' that connect ''A'' to ''B'' and are entirely within ''D'',

{{attachment:pathind.svg}}
A vector field is '''irrotational''' if there is zero [[Calculus/Curl|curl]].
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=== Cross-Partial Property of Conservative Fields === === Cross-Partial Property ===
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A conservative field must satisfy the '''cross-partial property'''. The '''cross-partial property''' is an application of '''Clairaut's theorem''' (i.e., ''f,,xy,, = f,,yx,,'') to vector-valued functions.
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Equivalently, test if the [[Calculus/Curl|curl]] of ''F'' is 0. In both cases, it should be apparent that this is equivalent to ''curl F = 0''.
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If the domain ''D'' is simply connected, then satisfying this property is enough to confirm that a vector field is conservative. Otherwise there are more edge cases to consider. ----
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=== Identifying Gradient Function === == Conservative Fields ==
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if a vector field is conservative, then there exists at least one function ''f'' satisfying ''F = ∇f''. There is a general process for identifying this function ''f''. A conservative field is irrotational, i.e. it has zero [[Calculus/Curl|curl]]. The distinction is that a conservative field must also be simply connected.
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As an example, consider a vector field given as ''F = <P(x,y), Q(x,y)>''. As a consequence, a conservative field is path independent. That is, for all ''C,,i,,'' that connect ''A'' to ''B'' and are entirely within ''D'',
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 1. Integrate ''P'' with respect to ''x''. This produces a function like ''g(x,y) + h(y)'' where ''h(y)'' is unknown, encompasses the constant ''C'', and accounts for variation in all variables that were held constant for the partial integration.
 2. Derive ''g(x,y) + h(y)'' with respect to ''y''. This produces a function like ''g,,y,,(x,y) + h'(y)''.
 3. Set ''g,,y,,(x,y) + h'(y)'' equal to ''Q(x,y)'' and solve for ''h'(y)''.
 4. Integrate ''h'(y)'', solving for the actual ''h(y)''.
 5. The gradient function is ''g(x,y) + h(y) + C''.
{{attachment:pathind.svg}}

A conservative field ''F'' can equivalently be expressed in terms of its [[Calculus/PotentialFunction|potential function]] ''f'': ''F = ∇f''.
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=== Laplace Operator === === Divergence of Conservative Fields ===
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For a conservative ''F'' in two dimensions (''x'' and ''y''), the following is true: [[Calculus/Divergence|Divergence]] of a conservative vector field ''F'' can be calculated as:
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where ''f,,xx,, = ∂^2^f/∂x^2^'' and ''f,,yy,, = ∂^2^f/∂y^2^''.

For a conservative ''F'' in three dimension (''x'', ''y'', and ''z'') the following is true:

{{attachment:laplace2.svg}}

where ''f,,zz,, = ∂^2^f/∂z^2^''.
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A vector field is source-free if there is zero [[Calculus/Divergence|divergence]]. This means that there are no sources (points where the field originates) or sinks (points where the field terminates). A consequence is that, for any closed circular path ''C'', movement in is equal to movement out (flux is zero). A vector field is source-free if there is zero [[Calculus/Divergence|divergence]]. This means that there are no sources (points where the field originates) or sinks (points where the field terminates). A consequence is that, for any closed curve or surface, there is zero [[Calculus/FluxIntegral|flux]].

To summarize, these are tests for a source-free field:

 * {{attachment:sourcefree1.svg}}
 * {{attachment:sourcefree2.svg}} for a smooth closed curve ''C''
 * {{attachment:sourcefree3.svg}} for a vector field given as ''F=<P,Q>''
 * {{attachment:sourcefree4.svg}} for a vector field given as ''F=<P,Q>''

If a vector field is source-free, there is at least one '''stream function''' ''g''. If the field is given as ''F=<P,Q>'', then ''g'' must satisfy:

{{attachment:stream1.svg}}
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If vector field ''F'' is both conservative and source-free, then following from the above definition of the Laplace operator and the above property of divergence for source-free fields, it must be that: If vector field ''F'' is both conservative and source-free, then it must be that ''∇^2^f = 0''. This is '''Laplace's equation''', and a function ''f'' satisfying it is '''harmonic'''.
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''∇^2^f = 0''

which can be evaluated as ''f,,xx,, + f,,yy,, = 0'' in two dimensions or ''f,,xx,, + f,,yy,, + f,,z,, = 0'' in three. This is '''Laplace's equation'''.

Such a function ''f'' is '''harmonic'''.
----

Vector Field

A vector field represents direction and magnitude at all points in a coordinate system.


Description

A vector field F is defined for some domain D and maps points to a vector. Generally the vectors have as many dimensions as the coordinate system. That is, a point (x,y) maps to a vector <P,Q>; a point (x,y,z) maps to a vector <P,Q,R>.

A vector field's domain can be characterized as simply connected, connected, or not connected.


Irrotational Fields

A vector field is irrotational if there is zero curl.

Cross-Partial Property

The cross-partial property is an application of Clairaut's theorem (i.e., fxy = fyx) to vector-valued functions.

In two dimensions the property specifies that, given F = <P(x,y), Q(x,y)>,

cross1.svg

In three dimensions is specifies that, given F = <P(x,y,z), Q(x,y,z), R(x,y,z)>,

cross1.svg

cross2.svg

cross3.svg

In both cases, it should be apparent that this is equivalent to curl F = 0.


Conservative Fields

A conservative field is irrotational, i.e. it has zero curl. The distinction is that a conservative field must also be simply connected.

As a consequence, a conservative field is path independent. That is, for all Ci that connect A to B and are entirely within D,

pathind.svg

A conservative field F can equivalently be expressed in terms of its potential function f: F = ∇f.

Divergence of Conservative Fields

Divergence of a conservative vector field F can be calculated as:

laplace1.svg

The 2 expression is the Laplace operator.


Source-Free Fields

A vector field is source-free if there is zero divergence. This means that there are no sources (points where the field originates) or sinks (points where the field terminates). A consequence is that, for any closed curve or surface, there is zero flux.

To summarize, these are tests for a source-free field:

  • sourcefree1.svg

  • sourcefree2.svg for a smooth closed curve C

  • sourcefree3.svg for a vector field given as F=<P,Q>

  • sourcefree4.svg for a vector field given as F=<P,Q>

If a vector field is source-free, there is at least one stream function g. If the field is given as F=<P,Q>, then g must satisfy:

stream1.svg


Conservative and Source-Free Fields

If vector field F is both conservative and source-free, then it must be that 2f = 0. This is Laplace's equation, and a function f satisfying it is harmonic.



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Calculus/VectorField (last edited 2025-12-12 19:36:15 by DominicRicottone)