Learning Objectives
- Determine the image of a region under a given transformation of variables.
- Compute the Jacobian of a given transformation.
Planar Transformations
A planar transformation T is a function that transforms a region G in one plane into a region R in another plane by a change of variables. Both G and R are subsets of R2. For example, Figure 1 shows a region G in the uv-plane transformed into a region R in the xy-plane by the change of variables x=g(u,v) and y=h(u,v), or sometimes we write x=x(u,v) and y=y(u,v). We shall typically assume that each of these functions has continuous first partial derivatives, which means gu, gv, hu, and hv exist and are also continuous. The need for this requirement will become clear soon.
Figure 1. The transformation of a region G in the uv-plane into a region R in the xy-plane.
definition
A transformation T: G→R, defined as T(u,v)=(x,y), is said to be a one-to-one transformation if no two points map to the same image point.
To show that T is a one-to-one transformation, we assume T(u1,v1)=T(u2,v2) and show that as a consequence we obtain (u1,v1)=(u2,v2). If the transformation T is one-to-one in the domain G, then the inverse T−1 exists with the domain R such that T−1∘T and T∘T−1 are identity functions.
Figure 1 shows the mapping T(u,v)=(x,y) where x and y are related to u and v by the equations x=g(u,v) and y=h(u,v). The region G is the domain of T and the region R is the range of T, also known as the image of G under the transformation T.
Example: determining how the transformation works
Suppose a transformation T is defined as T(r,θ)=(x,y) where x=rcosθ,y=rsinθ. Find the image of the polar rectangle G={(r,θ)∣0≤r≤1,0≤θ≤π/2} in the rθ-plane to a region R in the xy-plane. Show that T is a one-to-one transformation in G and find T−1(x,y).
Show Solution
Since r varies from 0 to 1 in the rθ-plane, we have a circular disc of radius 0 to 1 in the xy-plane. Because θ varies from 0 to π/2 in the rθ-plane, we end up getting a quarter circle of radius 1 in the first quadrant of the xy-plane (Figure 2). Hence R is a quarter circle bounded by x2+y2=1 in the first quadrant.
Figure 2. A rectangle in the rθ-plane is mapped into a quarter circle in the xy-plane.
In order to show that T is a one-to-one transformation, assume T(r1,θ1)=T(r2,θ2) and show as a consequence that (r1,θ1)=(r2,θ2). In this case, we have
T(r1,θ1)=T(r2,θ2)(x1,y1)=(x2,y2)(r1cosθ1,r1sinθ1)=(r2cosθ2,r2sinθ2)r1cosθ1=r2cosθ2r1sinθ1=r2sinθ2
Dividing, we obtain
r1cosθ1r1sinθ1=r2cosθ2r2sinθ2cosθ1sinθ1=cosθ2sinθ2tanθ1=tanθ2θ1=θ2
since the tangent function is one-one function in the interval 0≤θ≤π/2. Also, since 0<r≤1, we have r1=r2,θ1=θ2. Therefore, (r1,θ1)=(r2,θ2) and T is a one-to-one transformation from G into R.
To find T−1(x,y) solve for r,θ in terms of x,y. We already know that r2=x2+y2 and tanθ=yx. Thus T−1(x,y)=(r,θ) is defined as r=√x2+y2 and θ=tan−1(yx).
Example: finding the image under T
Let the transformation T be defined by T(u,v)=(x,y) where x=u2+v2 and y=uv. Find the image of the triangle in the uv-plane with vertices (0,0), (0,1), and (1,1).
Show Solution
The triangle and its image are shown in Figure 3. To understand how the sides of the triangle transform, call the side that joins (0,0) and (0,1) side A, the side that joins (0,0) and (1,1) side B, and the side that joins (1,1) and (0,1) side C.
Figure 3. A triangular region in the uv-plane is transformed into an image in the xy-plane.
For the side A: u=0, 0≤v≤1 transforms to x=−v2, y=0 so this is the side A′ that joins (−1,0) and (0,0).
For the side B: u=v, 0≤u≤1 transforms to x=0, y=u2 so this is the side B′ that joins (0,0) and (0,1).
For the side C: 0≤u≤1, v=1 transforms to x=u2−1, y=u (hence x=y2−1) so this is the side C′ that makes the upper half of the parabolic arc joining (−1,0) and (0,1).
All the points in the entire region of the triangle in the uv-plane are mapped inside the parabolic region in the xy-plane.
try it
Let a transformation T be defined as T(u,v)=(x,y) where x=u+v, y=3v. Find the image of the rectangle G={(u,v):0≤u≤1,0≤v≤2} from the uv-plane after the transformation into a region R in the xy-plane. Show that T is a one-to-one transformation and find T−1(x,y).
Show Solution
T−1(x,y)=(u,v) where u=3x−y3 and v=y3.
Jacobians
Recall that we mentioned near the beginning of this section that each of the component functions must have continuous first partial derivatives, which means that gu, gv, hu, and hv exist and are also continuous. A transformation that has this property is called a C1 transformation (here C denotes continuous). Let T(u,v)=(g(u,v),h(u,v)), where x=g(u,v) and y=h(u,v), be a one-to-one C1 transformation. We want to see how it transforms a small rectangular region S, Δu units by Δv units, in the uv-plane (see the following figure).
Figure 4. A small rectangle S in the uv-plane is transformed into a region R in the xy-plane.
Since x=g(u,v) and y=h(u,v), we have the position vector r(u,v)=g(u,v)i+h(u,v)j of the image of the point (u,v). Suppose that (u0,v0) is the coordinate of the point at the lower left corner that mapped to (x0,y0)=T(u0,v0). The line v=v0 maps to the image curve with vector function r(u,v0), and the tangent vector at (x0,y0) to the image curve is
ru=gu(u0,v0)i+hu(u0,v0)j=∂x∂ui+∂y∂uj.
Similarly, the line u=u0 maps to the image curve with vector function r(u0,v), and the tangent vector at (x0,y0) to the image curve is
rv=gv(u0,v0)i+hv(u0,v0)j=∂x∂vi+∂y∂vj.
Now, note that
ru=limΔu→0r(u0+Δu,v0)−r(u0,v0)Δu so r(u0+Δu,v0)−r(u0,v0)≈Δuru.
Similarly,
rv=limΔv→0r(u0,v0+Δv)−r(u0,v0)Δv so r(u0,v0+Δv)−r(u0,v0)≈Δvrv.
This allows us to estimate the area ΔA of the image R by finding the area of the parallelogram formed by the sides Δvrv and Δuru. By using the cross product of these two vectors by adding the kth component as 0, the area ΔA of the image R (refer to The Cross Product) is approximately ∣Δuru × Δvrv∣=∣ru × rv∣ ΔuΔv. In determinant form, the cross product is
ru×rv=∣∣
∣
∣
∣∣ijk∂x∂u∂y∂u0∂x∂v∂y∂v0∣∣
∣
∣
∣∣=∣∣
∣∣∂x∂u∂y∂u∂x∂v∂y∂v∣∣
∣∣k=(∂x∂u∂y∂v−∂x∂v∂y∂u)k.
Since ∣k∣=1, we have ΔA ≈ ∣ru × rv∣ ΔuΔv=(∂x∂u ∂y∂v−∂x∂v ∂y∂u)ΔuΔv.
definition
The Jacobian of the C1 transformation T(u,v)=(g(u,v),h(u,v)) is denoted by J(u,v) and is defined by the 2×2 determinant
J(u,v)=∣∣∣∂(x,y)∂(u,v)∣∣∣=∣∣
∣∣∂x∂u∂y∂u∂x∂v∂y∂v∣∣
∣∣=(∂x∂u∂y∂v−∂x∂v∂y∂u).
Using the definition, we have
ΔA≈J(u,v)ΔuΔv=∣∣∣∂(x,y)∂(u,v)∣∣∣ΔuΔv.
Note that the Jacobian is frequently denoted simply by
J(u,v)=∂(x,y)∂(u,v).
Note also that
∣∣
∣∣∂x∂u∂y∂u∂x∂v∂y∂v∣∣
∣∣=(∂x∂u∂y∂v−∂x∂v∂y∂u)=∣∣
∣∣∂x∂u∂x∂v∂y∂u∂y∂v∣∣
∣∣
Hence the notation J(u,v)=∂(x,y)∂(u,v) suggests that we can write the Jacobian determinant with partials of x in the first row and partials of y in the second row.
Example: finding the jacobian
Find the Jacobian of the transformation given in Example “Determining How the Transformation Works”.
Show Solution
The transformation in the example is T=(r,θ)=(rcosθ,rsinθ) where x=rcosθ and y=rsinθ. Thus the Jacobian is
J(r,θ)=∂(x,y)∂(r,θ)=∣∣
∣∣∂x∂r∂x∂θ∂y∂r∂y∂θ∣∣
∣∣=∣∣∣cosθ−rsinθsinθrcosθ∣∣∣=rcos2θ+rsin2θ=r(cos2θ+sin2θ)=r.
Example: finding the jacobian
Find the Jacobian of the transformation given in Example “Finding the Image under T“.
Show Solution
The transformation in the example is T(u,v)=(u2−v2,uv) where x=u2−v2 and y=uv. Thus the Jacobian is
J(u,v)=∂(x,y)∂(u,v)=∣∣
∣∣∂x∂u∂x∂v∂y∂u∂y∂v∣∣
∣∣=∣∣∣2uv−2vu∣∣∣=2u2+2v2.
try it
Find the Jacobian of the transformation given in the previous Try It: T(u,v)=(u+v,3v).
Show Solution
J(u,v)=∂(x,y)∂(u,v)=∣∣
∣∣∂x∂u∂x∂v∂y∂u∂y∂v∣∣
∣∣=∣∣∣1013∣∣∣=3.
Watch the following video to see the worked solution to the above Try It
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