The Jacobian Matrix
Area Differentials Via Geometry
The Jacobian determinant for polar coordinates can be obtained
both computationally and geometrically. Computationally, we notice that x = rcos( q) and y = rsin( q) implies
that
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¶x
¶r
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¶y
¶q
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¶x
¶q
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¶y
¶r
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cos( q) rcos( q) -rsin(q) sin( q) |
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Thus, the area differential is dA = r drdq.
However, we can also obtain the result geometrically. In particular, suppose
that at a point P, the polar distance changes from r to r+dr for some small dr > 0 and
suppose that the polar angle changes from q to q+dq
for some small angle dq.
Then the region covered is practically the same as a small rectangle with
height dr and width ds, which is the distance from P to Q
due to a change from q to q+dq along a circle of radius r. If an arc
subtends an angle q of a circle of radius r, then the length of
the arc is s = rq. Thus, small changes ds and dq with r
constant satisfy ds = rdq, and
Indeed, if a coordinate transformation is sufficiently smooth, then images
of straight lines are ''practically straight'' over short distances. Thus,
if du and dv are small, then the rectangle with width p =
á du,0
ñ and height q =
á0,dv
ñ in the uv-plane is practically the same as the
parallelogram implied by the vectors w = J( u,v) p and z = J( u,v) q in the xy-plane.
The area differential dA is the area of the parallelogram implied by w = J( u,v) p and z = J( u,v) q
.
Let's look at an example. The area differential of the transformation T( u,v) =
á u2-v2,2uv
ñ is
dA = |
ê ê
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¶( x,y)
¶( u,v)
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ê ê
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dudv = ( 4u2+4v2) dudv |
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as was shown in example 4. Let's use the ideas discussed above to btain this
same result geometrically.
To begin with, the Jacobian of T( u,v) =
áu2-v2,2uv
ñ is
J( u,v) = |
é ê
ë
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ù ú
û
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= |
é ê
ë
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ù ú
û
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Since p =
á du,0
ñ and height q =
á 0,dv
ñ , the vectors w = J(u,v) p and z = J( u,v)
q are
w = |
é ê
ë
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ù ú
û
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é ê
ë
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ù ú
û
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= |
é ê
ë
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ù ú
û
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and z = |
é ê
ë
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ù ú
û
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é ê
ë
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ù ú
û
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= |
é ê
ë
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ù ú
û
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That is, w =
á 2udu,2vdu
ñ and z =
á -2vdu,2udu
ñ .
Moreover, w·z = 0, so that w and z are
orthogonal. That is, a small rectangle in the uv-plane is mapped to a
region that is practically a rectangle with sides w and z in the
xy-plane.
The lengths of w =
á 2udu,2vdu
ñ and z =
á -2vdu,2udu
ñ are
The area differential is the area of the rectangle with sides w
and z in the xy-plane, which means that
This matches the computational result in example 4.