Return to Article Details A class of transformations of a quadratic integral generating dynamical systems

A Class of Transformations of a Quadratic Integral Generating Dynamical Systems

Paul Bracken

March 10, 2017.

Department of Mathematics, University of Texas, Edinburg, TX, 78540, USA, e-mail: paul.bracken@utrgv.edu

A class of transformation is investigated which maps a quadratic integral back to its original form but under a redefinition of free parameters. When this process is iterated, a dynamical system is generated in the form of recursive sequences which involve the parameters of the integrand. The creation of this dynamical system and some of its convergence properties are investigated.

MSC. 65B99, 11B83, 4005

Keywords. Landen, transformation, integral, sequence, convergence

1 Introduction.

Invariance of certain types of integrals under special transformations is a subject of great interest for both theoretical and practical reasons [ 1 , 2 ] . These are often referred to as Landen transformations [ 3 , 4 ] . Suppose I(p) represents a definite integral which depends on a set of parameters p=(p1,,pm). A Landen transformation for integral I(p) is a map φ defined on the parameters of I such that

x0x1f(x;p)dx=x0x1f(x;φ(p))dx.

The classical example of a Landen transformation is given by [ 5 ]

φ(u,v)=(u+v2,uv).

It can be shown [ 6 ] that this operation preserves the elliptic integral,

G(u,v)=0π/2dxu2cos2x+v2sin2x.

This transformation of the parameters u and v can also be represented in the form,

G(u,v)=G(u+v2,uv).

It can be shown that this process defines a sequence or dynamical system (un,vn) inductively by

(un,vn)=φ(un1,vn1),

with (u0,v0)=(u,v) is known to converge to a limit [ 6 ] ,

σ=limnun=limnvn.

This limit is called the arithmetic-geometric mean of u and v, and is denoted σ=\rm AGM(u,v). It also of interest in that it can be applied to calculate the elliptic integral G by iteration quickly and efficiently.

It is the objective here to study the invariance of the specific integral

I(a,b,c)=dxax2+bx+c
1

under two different but related types of transformation of parameters. Each transformation maps the integral back to its original form 1 but under a redefinition of the parameters a,b,c. Each of these procedures defines a different dynamical system, each with its own rate of convergence. After defining the dynamical system, some of the associated properties, such as its limit and convergence behavior, will be studied and several new proofs of these aspects will be presented. It will turn out to be more advantageous to work with 1 in trigonometric form. To obtain this form, make the substitution x=tanϑ in 1 to obtain,

I(a,b,c)=π/2π/2dϑasin2ϑ+bsinϑcosϑ+ccos2ϑ.
2

For convergence of integral 1, it must be that 4acb2>0. Since b20, a and c must have the same sign. When they are both negative, a factor of negative one can be extracted from the denominator. It suffices then to restrict attention to the case in which a and c are strictly positive.

2 The Transformation of the Integral.

The first step is to develop some algebraic techniques which are required for the transformation. These will be common to both transformations investigated here. The integrand will be scaled by multiplying both numerator and denominator by an appropriate polynomial. To this end, a basis set of polynomials U(x) and V(x) is introduced as follows,

U(x)=2x,V(x)=1x2.
3

These two polynomials have the following property

U(tanϑ)=sin(2ϑ)cos2ϑ,V(tanϑ)=cos(2ϑ)cos2ϑ.
4

It is required to determine coefficients zi and gi which depend on a, b and c such that the following identity holds

(ax2+bx+c)(z0x2+z1x+z2)=g0U(x)2+g1U(x)V(x)+g2V(x)2.
5

The coefficients of x obtained from 5 generate a system of linear equations in the set of unknowns {zi,gi}. The solution set for the {zi} is given as follows

z0=1ag2,z1=2ag1ba2g2,z2=4ag0+2ba3g1+(b2a32aca2)g2.

Two equations at order zero and one in x remain, hence substituting the zi into them, g1 and g2 can be obtained in terms of g0

g1=2b(ac)(a+c)2b2g0,g2=4ac(a+c)2b2g0.
6

Putting 6 back into the set of zi gives

z0=4c(a+c)2b2g0,z1=4b(a+c)2b2g0,z2=4a(a+c)2b2g0.
7

This procedure transforms the integrand of 1 into the form

1ax2+bx+c=z0x2+z1x+z2g0U2+g1UV+g2V2.
8

Integral 2 can now be expressed as

I=i=02π/2π/2zihi(ϑ)dϑg0sin2(2ϑ)+g1sin(2ϑ)cos(2ϑ)+g2cos2(2ϑ),
9

where h0(ϑ)=sin2ϑ, h1(ϑ)=sinϑcosϑ and h2(ϑ)=cos2ϑ. Now h0(ϑ) and h2(ϑ) can be replaced using the trigonometric identities (1cos(2ϑ))/2 and 2h1(ϑ)=sin(2ϑ). It is shown the following two integrals appearing in 9 vanish,

IS=π/2π/2sin(2ϑ)dϑg0sin2(2ϑ)+g1sin(2ϑ)cos(2ϑ)+g2cos2(2ϑ),IC=π/2π/2cos(2ϑ)dϑg0sin2(2ϑ)+g1sin(2ϑ)cos(2ϑ)+g2cos2(2ϑ).
10

Consider first the integral IS under the transformation of the variable ϑϑ+π/2 and use the identities sin(2(ϑ+π/2))=sin(2ϑ) and cos(2(ϑ+π/2))=cosϑ. Next repeat this by shifting the variable ϑϑ+3π/2 and use the identities sin2(ϑ+3π/2)=sin(2ϑ) and cos2(ϑ+3π/2)cos(2ϑ). Substituting these results into IS, the following two equivalent expressions for IS are obtained

IS=0πsin(2ϑ)dϑg0sin2(2ϑ)+g1sin(2ϑ)cos(2ϑ)+g2cos2(2ϑ)=π2πsin(2ϑ)dϑg0sin2(2ϑ)+g1sin(2ϑ)cos(2ϑ)+g2cos2(2ϑ).

Adding these two results for IS, we find that

IS=1202πsin(2ϑ)dϑg0sin2(2ϑ)+g1sin(2ϑ)cos(2ϑ)+g2cos2(2ϑ).
11

Now transform the original form of IS by means of ϑϑπ so that

IS=π/23π/2sin(2ϑ)dϑg0sin2(2ϑ)+g1sin(2ϑ)cos(2ϑ)+g2cos2(2ϑ).

Adding this result to the original form for IS and using periodicity, it is also the case that

IS=1202πsin(2ϑ)dϑg0sin2(2ϑ)+g1sin(2ϑ)cos(2ϑ)+g2cos2(2ϑ).
12

Comparing 11 and 12, it follows that IS=IS which implies that IS=0. A similar analysis shows that IC=0. Therefore, it follows that only the constant terms contribute and 9 takes the form,

I=π/2π/2dϑasin2ϑ+bsinϑcosϑ+ccos2ϑ=12π/2π/2(z0+z2)dϑg0sin2(2ϑ)+g1sin(2ϑ)cos(2ϑ)+g2cos2(2ϑ).

Making a change of variable ϕ=2ϑ in the integral on the right-hand side, 13 returns to its original form, but with a redefinition of parameters

I=14(z0+z2)π/4π/4dϕg0sin2ϕ+g1sinϕcosϕ+g2cos2ϕ=π/2π/2dϑ2z0+z2sin2ϑ+2g1z0+z2sinϑcosϑ+2g2z0+z2cos2ϑ

Therefore, this procedure has produced an integral which has the same structure as the original I, however, the parameters a, b and c of the quadratic have been redefined in the process as follows

a1=(a+c)2b22(a+c),b1=b(ac)a+c,c1=2aca+c.
15

This procedure can be iterated again with 15 the first n=1 terms of an infinite sequence or dynamical system. Substituting 15 into 4a1c1b12 and simplifying, it is found that it reduces to the original discriminant, 4acb2. Consequently, by induction, the resulting dynamical system will preserve the discriminant of the quadratic at each phase of the iteration.

Theorem 1

There exists a Landen transformation which preserves the structure of the integral 1 and defines a nontrivial dynamical system by means of the identification

dxan+1x2+bn+1x+cn+1=dxanx2+bnx+cn.
16

The dynamical system is defined by the three recursions,

an+1=(an+cn)2bn22(an+cn),bn+1=bn(ancn)an+cn,cn+1=2ancnan+cn,
17

where (a0,b0,c0)=(a,b,c). Moreover, transformation 17 preserves the discriminant of the quadratic, so that

4ancnbn2==4a1c1b12=4acb2.

3 Convergence Properties of First Dynamical System.

The convergence properties of the sequence given by 17 can be established. Let us define

γ=4acb2.
18

Then 18 appears in the definition of the error ϵn,

ϵn=(an12γ,bn,cn12γ).
19

It will be shown that ϵn0 as n. To do this it will be convenient to introduce the transformation

2an=xnzn,bn=yn,2cn=xn+zn.
20

Substituting 20 into 17 and solving for xn+1 and zn+1 gives

xn+1=12xn(2xn2yn2zn2),yn+1=ynznxn,zn+1=yn2zn22xn.
21

The sequence (xn,yn,zn) satisifes 4ancnbn2=xn2yn2zn2 and is initialized by the values (x0,y0,z0)=(x,y,z)=(a+c,b,ca).

Theorem 2

The sequence (xn,yn,zn) in 21 has the following limits

limnxn=x2y2z2,limnyn=limnzn=0.
22

The convergence of the sequence in this case is quadratic.

Proof â–¼
To prove 22, it can be shown that it suffices to study a sequence in which the number of variables has been reduced from three to one. Note first that 22 can be put in the equivalent form

limn(xnx2y2z2)2+yn2+zn2=0.
23

By invariance of the discriminant γ2=4ancnbn2=xn2zn2yn2=x2y2z2. Consequently, using 2xn22γxn+γ2xn2+yn2+zn2=2(xn2γxn), the limit 23 can be expressed in the equivalent form,

limnxn(xnγ)=0.
24

Using the fact that γ2=xn2yn2zn2, by invariance of the discriminant, the first equation in 21 for {xn} can be written in the equivalent form

xn+1=xn2+γ22xn.
25

By introducing the new sequence αn obtained by scaling the xn as xn=γαn, the new dynamical relation is obtained

αn+1=αn2+12αn=f(αn),
26

where f(x) is defined to be

f(x)=12(x+1x).

To establish convergence, note that the sequence results by iteration of f(x), αn+1=f(αn). Since the derivative of f(x) is negative when x<1 and positive when x>1, this function decreases monotonically on (0,1), increases monotonically on (1,) and has a global minimum at x=1. In fact, x=1 is a fixed point of f(x) and x0>0 means α0>0. If α0(0,1) then α1(1,), so it suffices to consider the case α0(1,). Since f(x)>1 for all x(0,1)(1,), it follows that αn+1=f(αn)>1, so αn>1 for all nN by induction. Moreover,

αn+1αn=f(αn)αn=1αn22αn<0,

when αn(1,), so the sequence is bounded above and below and decreases monotonically. Therefore, the Monotone Convergence Theorem implies the sequence converges to a real number α1. Since the limit exists, the limit can be calculated by letting n on both sides of the recursion. This gives limn(2αnαn+1αn2)=1 which implies α=1. Since this is the case, we calculate that

αn+11=f(αn)1=(αn1)22αn.
27

This means the convergence is quadratic. This also means that sequence {xn} converges and limnxn=γ, and is consistent with 24.

Proof â–¼

4 The Second Integral Transformation.

Another transformation can be formulated for the same integral by simply changing the basis set of polynomials, U(x),V(x). This change will result in a different dynamical system. This transformation has been introduced [ 7 ] , and will be used here. To do this, introduce the two polynomials

U(x)=x33x,V(x)=3x21.
28

These polynomials have the following property,

U(tanϑ)=sin(3ϑ)cos3ϑ,V(tanϑ)=cos(3ϑ)cos3ϑ.
29

It is required to determine a new set of coefficients z0,z1,z2,z3 and g0,g1,g2 such that

(ax2+bx+c)(z0x4+z1x3+z2x2+z1x+z0)=g0U(x)2+g1U(x)V(x)+g2V(x)2.
30

When this is expanded out and like powers are collected, a set of six equations are obtained. Starting from order zero and solving, it is found that

z4=1cg2,z3=1c2(3cg1bg2),z2=1c3(9c2g03bcg1+b2g2acg26c2g2),
z1=1c4(9bc2g0+(3b23ac10c2)cg1+(2acb2+6c2)bg2),z0=1c5[(9b29ac6c2)c2g0+(6ac23b2c+10c3+b3)bg2+(a2c3ab26b2c)cg2+(6ac2+9c3)cg2].

This leaves two equations that arise from the two highest powers of x. These can be used to find the coefficients gi. The fifth order equation for g2 is solved in terms of a,b,c,g1 and g0, so that substituting this result into the equation for the leading term produces

b(b23(ac)2)g0=a(3b2(a+3c)2)g1.

Let us choose g0=a((a+3c)23b2), then it follows that g1=b(b23(ac)2), and this yields g2=c(3b2(3+c)2).

Using 29, the integrand of 2 is transformed into

1asin2ϑ+bcosϑsinϑ+ccos2ϑ==cos2ϑk=04zkhk(ϑ)g0sin2(3ϑ)+g1sin(3ϑ)cos(3ϑ)+g2cos2(3ϑ),

where hk(ϑ)=sin4kϑcoskϑ. Substituting this into integral 2, it follows that

I=k=04zkπ/2π/2hk(ϑ)g0sin2(3ϑ)+g1sin(3ϑ)cos(3ϑ)+g2cos2(3ϑ).
32

The following identities

cos4ϑ=18cos(4θ)+12cos(2θ)+38,cos3ϑsinϑ=18sin(4θ)+14sin(2θ),
cos2θsin2θ=1818cos(4θ),
cosθsin3θ=14sin(2θ)18sin(4θ),sin4θ=18cos(4θ)12cos(2θ)+38

transform 32 into a linear combination of the following integrals,

Sk=π/2π/2sin(kϑ)dϑg0sin2(3ϑ)+g1sin(3ϑ)cos(ϑ)+g2cos2(3ϑ),k=2,4,
33

Ck=π/2π/2cos(kϑ)dϑg0sin2(3ϑ)+g1sin(3ϑ)cos(3ϑ)+g2cos2(3ϑ),k=0,2,4.
34

Both sin(3ϑ) and cos(3ϑ) are invariant under shifts of 2π/3 and 4π/3, hence

6Ck=02πcos(ku)+cos(ku2π3k)+cos(ku4π3k)g0sin2(3u)+g1sin(3u)cos(3u)+g2cos2(3u)du.

The numerator reduces to either 3 or 0 depending on whether 3 divides k or not. This means that only the terms that contribute to I are the constants in the identities at k=0,2,4. Therefore, by periodicity, I becomes

I=11602π3z4+z2+3z0g0sin2(3u)+g1sin(3u)cos(3u)+g2cos2(3u)du.

Changing the variable according to ϑ=3u leads to the same structure for I as in 2,

I=18π/2π/2dϑa1sin2ϑ+b1sinϑcosϑ+g2cos2ϑ.
35

This is the original form of the integral, but with different set of parameters. Substituting the constants zi and gi in terms of a, b and c, the new coefficents in 35 are given as

a1=a(3a+c)23b2(3a+c)(a+3c)b2,b1=b3(ac)2b2(3a+c)(a+3c)b2,c1=c(a+3c)23b2(3a+c)(a+3c)b2.
36

Moreover, substituting 36 into 4a1c1b12 and simplifying, the original discriminant is recovered, 4acb2. This can be summarized in the following theorem.

Theorem 3

There exists a Landen transformation which preserves the form of integral 2 and defines a dynamical system by means of the correspondence

dxan+1x2+bn+1x+cn+1=dxanx2+bnx+cn,

where the sequence is defined to be

an+1=an(an+3cn)23bn2(3an+cn)(an+3cn)bn2,

bn+1=bn3(ancn)2bn2(3an+cn)(an+3cn)bn2,
37
cn+1=cn(3an+cn)23bn2(3an+cn)(an+3cn)bn2,

where a0=a,b0=b,c0=c. Moreover, the form of the discriminant of the quadratic is preserved under 37,

4acb2=4a1c1b12==4ancnbn2.

5 Convergence Properties of the Second Dynamical System.

The convergence properties of the resulting dynamical system 37 will be studied. Define the error as was done in 19 and show that it approaches zero. Introduce the change of variables

xn=an+cn,yn=bn,zn=ancn,
38

so that the dynamical system 37 goes into the form

xn+1=xn(4xn23yn23zn24xn2yn2zn2),yn+1=yn(3zn2yn24xn2yn2zn2),zn+1=zn(zn23yn24xn2yn2zn2),
39

with initial conditions x0=x, y0=y and z0=z. Again, the discriminant of the quadratic is preserved by transformation 39.

Theorem 4

The sequence given in 39 has the following limits

limnxn=x2y2z2,limnyn=limnzn=0,
40

Moreover, the convergence is cubic in this case.

Proof â–¼
System 40 can be expressed equivalently as,

limn(xnx2y2z2)2+yn2+zn2=0.
41

The invariance of the discriminant can be exploited to put the first equation of 39 in the equivalent form

xn+1=xn(xn2+3γ23xn2+γ2),
42

where x0=a+c. Therefore, this invariance or symmetry of the discriminant has allowed us again to reduce the number of variables from three to one giving a simpler recursion. Thus, 41 is equivalent to

limnxn(xnγ)=0.
43

As before, let us scale the sequence xn and define a new sequence {αn} by setting xn=γαn, so sequence 42 becomes

αn+1=αn(αn2+33αn2+1).
44

The sequence is then generated by means of the iteration αn+1=h(αn) where

h(x)=x(x2+33x2+1).
45

In this instance, both x=0,1 are fixed points of function 45 which has derivative

h(x)=3(x1)2(x+1)2(3x2+1)2>0,
46

when x1. It follows that h(x) is strictly increasing on (0,1)(1,).

Suppose first that α0>1. Then since h is strictly increasing h(x)>1 when x>1 and so αn>1 then implies that αn+1=h(αn)>1 for all nN and

αn+1αn=h(αn)αn=2αn(1αn)(αn+1)3αn+1<0.
47

This implies that the sequence {αn} is monotonically decreasing and is bounded below by one. Therefore, it must converge to a limit in [1,) by the Monotone Convergence Theorem.

Next, suppose now that 0<αn<1, then since h:(0,1)(0,1), we have αn+1=h(αn)<1 and by 47, it follows that αn+1αn>0. Therefore, the sequence is monotonically increasing and bounded above by one, so the sequence again converges by the Monotone Convergence Theorem. Since the limit α=limnαn exists and satisfies the equation α=h(α), the only positive solution of this gives α=1. Although the sequence in the first case was shown to have quadratic convergence, under this second transformation, it is found that

|αn+11|=|h(αn)1|=|αn1|33αn2+1.
48

Therefore, this procedure generates a sequence in which the convergence is cubic. Moreover, from the definition of the xn in terms of the αn, it follows that limnxn=γ in agreement with 43.

Proof â–¼

It is worth stating in summary that these kinds of transformations are going to be useful in fast numerical evaluation of integrals. For either transformation considered here, moving the limit n inside the integral, for example 16, allows the explicit calculation of the integral itself

dxax2+bx+c=2πγ.
49

It may be conjectured that this iterative process can be continued over other basis sets of polynomials, for example Chebyshev polynomials, which could result in a hierarchy of dynamical systems.