Calculus of Variations/CHAPTER IX

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CHAPTER IX: CONJUGATE POINTS.

  • 122 The second variation of the differential equation J=0.
  • 123,124 The solutions of the equations G=0 and J=0. The second variation derived from the first variation.
  • 125 Variations of the constants in the solutions of G=0.
  • 126 The solutions u1 and u2 of the differential equation J=0.
  • 127 These solutions are independent of each other.
  • 128 The function Θ(t,t). Conjugate points.
  • 129 The relative position of conjugate points on a curve.
  • 130 Graphical representation of the ratio u1u2.
  • 131 Summary.
  • 132 Points of intersection of the curves G=0 and δG=0.
  • 133 The second variation when two conjugate points are the limits of integration, and when a pair of conjugate points are situated between these limits.

Article 122.
The condition given in the preceding Chapter is not sufficient to establish the existence of a maximum or a minimum. Under the assumption that F1 is neither zero nor infinite within the interval t0t1, suppose that two functions ϕ1(t) and ϕ2(t) can be found which satisfy the differential equation 13) of the last Chapter, so that, consequently,

u=c1ϕ1(t)+c2ϕ2(t)

is the general solution of J=0. Then, even if within the limits of integration it can be shown that u is not infinite, it may still happen that, however the constants c1 and c2 be chosen, the function u vanishes, so that the transformation of the v-equation into the u-equation is not admissible ; consequently nothing can be determined regarding the appearance of a maximum or a minimum. We are thus led again to the necessity of studying more closely the function u defined by the equation J=0, in order that we may determine under what conditions this function does not vanish within the interval t0t1.

It is seen that the equation J=0 is satisfied, if for u we write

u1=F1u [see Art. 118, equation 11)],

and consequently

v=u1u=F1uu

is a solution of the equation in v.

The integral 10) of the last Chapter may be then written

δ2I=t0t1F1w2(wwuu)2dt+[R+w2F1uu]t0t1

From this we see that if ww=uu, or if w=Cu, then the second variation is free from the sign of integration ; in other words, the second variation is free from the integral sign, if we make any deformation (normal [Art. 113, equation 5)] to the curve) such that the displacement is proportional to the value of any integral of the differential equation J=0.

Again, if we deform any one of the family of curves G=0 into a neighboring curve belonging to the family, we have an expression which is also free from the integral sign. For (see Arts. 79 and 81), if we write p=x'2+y'2=dsdt, we have

δF=GpwN+[ddt(ξFx+ηFy)]t0t1,

and consequently,

δ2F=pwNδG+Gδ(pwN)+[ddtδ(ξFx+ηFy)]t0t1.

Hence, if δG=0, we have here also

δ2I=[δ(ξFx+ηFy)]t0t1.

It may be shown as follows that the curve δG=0 is one of the family of curves G=0. The curves belonging to the family of curves G=0 are given (Art. 90) by

x=ϕ(t,α,β),y=ψ(t,α,β),

where α and β are arbitrary constants. We have a neighboring curve of the family when for α, β we write α+ϵα, β+ϵβ. Then the function G becomes

G+ΔG=G+ϵδG+ϵ2()+

Hence, when ϵ is taken very small, it follows that

x=ϕ(t,α+ϵα,β+ϵβ),y=ψ(t,α+ϵα,β+ϵβ)

is a solution of δG=0, since it is a solution of G+ΔG=0 and of G=0.

Now we may always choose normal displacements wp which will take us from one of the curves G=0 to a neighboring curve δG=0. From this it appears that there is a relation between the differential equations δG=0 and J=0.

Article 123.
In this connection a discovery made by Jacobi (Crelle's Journal, bd. 17, p. 68) is of great use. He showed that with the integration of the differential equation G=0, also that of the differential equation J=0 is performed. We are then able to derive the general expression for u, and may determine completely whether and when u=0. We shall next derive the general solution of the equation J=0, it being presupposed that the differential equation G=0 admits of a general solution. We derived the first variation in the form

δI=t0t1Gwdt+[]t0t1.

We may form the second variation by causing in this expression G alone to vary, and then w alone, and by adding the results.

It follows that

δ2I=t0t1(δGw+Gδw)dt+[]t0t1. (i)

Since the differential equation G=0 is supposed satisfied, we have

δ2I=t0t1δGwdt+[]t0t1. (a)

We had (Art. 76)

G1=Fxddt(Fx), G2=Fyddt(Fy),

and also

G1=yG, G2=xG.

When in the expression for G1, the substitutions

xx+ϵξ, yy+ϵη

are made, we have

G1+ΔG1=(y+ϵη)(G+ΔG);

and since

ΔG1=ϵδG1+ϵ2()+,
ΔG=ϵδG+ϵ2()+,

it follows that

δG1=yδG=Gη,

and similarly

δG2=xδGGξ.

Article 124.
When G is eliminated from the last two expressions, we have

δG1ξ+δG2η=(yξxη)δG. (ii)

On the other hand, it is seen that

δG1=2Fx2ξ+2Fxyη+2Fxxξ+2Fxyηddt(2Fxxξ+2F2xξ+2Fxyη+2Fxyη),

an expression which, owing to 2), 3) and 4) of the last Chapter, may be written in the following form :

δG1=2Fx2ξ+2Fxyη+2Fxxξ+2FxyηdLdtξdMdtηLξMηddt(F1ydwdt);

and if we take into consideration 3), 4) 6) and 7) of the last Chapter, we may write the above result in the form:

δG1=yddt(F1dwdt)+yF2w.

In an analogous manner, we have

δG2=xddt(F1dwdt)xF2w.

When these values are substituted in (ii), we have

δG=ddt(F1dwdt)+F2w. (b)

Hence from (a) we have

δ2I=t0t1(ddt(F1dwdt)w+F2w2)dt+[]t0t1.

By the previous method we found the second variation to be [see formula 8) of the last Chapter]

δ2I=t0t1(F1(dwdt)2+F2w2)dt+[]t0t1.

These two expressions should agree as to a constant term. The difference of the integrals is

D=t0t1ddt(F1dwdt)wdtt0t1F2(dwdt)2dt;

but since

ddt(F1dwdt)wdt=wF1dwdtF1(dwdt)2dt,

it is seen that

D=[wF1dwdt]t0t1.

The formula (b) is

δG=F2wddt(F1dwdt).

When we compare this with 12a) of the preceding Chapter, the differential equation for <maht>u</math>, viz.:

0=F2uddt(F1dudt),

it is seen that as soon as we find a quantity w for which δG=0, we have a corresponding integral of the diflEerential equation for u.

Article 125.
The total variation of G is

ΔG=G(x+ϵξ1+ϵ22!ξ2+,y+ϵη1+ϵ22!η2+,x+ϵξ'1+ϵ22!ξ'2+,y+ϵη1+ϵ22!η2+,x+ϵξ1+ϵ22!ξ'2+,y+ϵη1+ϵ22!η2+)G(x,y,x,y,x,y)=ϵδG=ϵ22!δ2G+),

where δG, as found in the preceding article, has the value

δG=ddt(F1dwdt)+F2w.

Suppose that the equation G=0 is integrable, and let

x=ϕ(t,α,β)y=ψ(t,α,β)

be general expressions which satisfy it, where α, β are arbitrary constants of integration. The difEerential equation G=0 will be satisfied, if we suppose that α and β, having arbitrarily fixed values, are increased by two arbitrarily small quantities ϵδα and ϵδβ; that is, the functions

x¯=ϕ(t,α+ϵδα,β+ϵδβ)=ϕ(t,α,β)+ϵ(ϕαδα+ϕβδβ)+ϵ2(),
y¯=ψ(t,α+ϵδα,β+ϵδβ)=ψ(t,α,β)+ϵ(ψαδα+ψβδβ)+ϵ2()

are also solutions of G=0.

Article 126.
Now choose the variation of the curve (Art. Ill) in such a way that

x¯=x+ϵξ1+ϵ22!ξ2+y¯=y+ϵη1+ϵ22!η2+;

and, whatever be the values of δα and δβ, we determine ξ1,ξ2,η1,η2, etc., by the relations:

ξ1=ϕαδα+ϕβδβη1=ψαδα+ψβδβ. (iii)

For all values of α and β the difEerential equation G=0 satisfied; hence, the values of ξ1, η1, etc., just written, when substituted in ΔG above must make the right-hand side of that equation vanish identically, and consequently also δG. Hence, the corresponding normal displacement w=yξ1xη1 transforms one of the system of curves G=0 to another one of the same system.

Since δα and δβ are entirely arbitrary, the coeflEcients of δα and δβ must each vanish in the expansion of ΔG above. Owing to (iii) w=yξ1xη1 becomes

w=(yϕαxψα)δα+(yϕβxψβ)δβ.

Writing this value of w in the equation δG=0, we have

ddt(F1ddt[(yϕαxψα)δα+(yϕβxψβ)δβ])+F2[(yϕαxψα)δα+(yϕβxψβ)δβ]=0.

By equating the coefficients of δα and δβ respectively to zero, we have the two equations:

1)ddt(F1ddtθv(t))+F2θv(t)=0,(v=1,2)

where, for brevity, we have written

ϕ(t)t=ϕ(t),ϕα=ϕ1(t),ϕβ=ϕ2,ψ(t)t=ψ(t),ψα=ψ1(t),ψβ=ψ2
2)θ1(t)=ϕ(t)ϕ1(t)ϕ(t)ψ1(t),θ2(t)=ψ(t)ϕ2(t)ϕ(t)ψ2(t).

It is seen at once that θ1(t) and θ2(t) are the solutions of the differential equation

ddt(F1dudt)F2u=0.

Hence it is seen that the general solution of the differential equation for u is had from the integrals of the differential equation G=0, through simple differentiation.

Article 127.
We have next to prove that the two solutions θ1(t) and θ2(t) are independent of each other. In order to make this proof as simple as possible, let x be written for the arbitrary quantity t.

Then the expressions x=ϕ(t,α,β), y=ψ(t,α,β), etc., become

x=x,y=ψ(x,α,β),
ϕ=1,ϕ1=0,ϕ2=0,ψ=dydx,
θ1=ψ1,θ2=ψ2.

If θ1 and θ2 are linearly dependent upon each other, we must have

θ2=constantθ1,

from which it follows, at once, that

θ1θ2=θ2θ1=0,

where the accents denote differentiation with respect to x; or,

ψ1ψ2ψ2ψ1=0.

On the other hand, y=ψ(x,α,β) is the complete solution of the differential equation, which arises out of G2=xG=0, when x is written for t; that is, of

ddx(Fdydx)Fy=0;

but here α and β are two arbitrary independent constants, and consequently ψ and ψ=dψdx are independent of each other with respect to α and β, so that the determinant

ψ1ψ2ψ2ψ1

is different from zero. Consequently θ1 and θ2 are independent of each other, since the contrary assumption stands in contradiction to the result just established. Hence, the general solution of the differential equation J=0, is of the form

u=c1θ1(t)+c2θ2(t),

where c1 and c2 are arbitrary constants.

Article 128.
Following the methods of Weierstrass we have just proved the assertion of Jacobi ; since, as soon as we have the complete integral of G=0, it is easy to express the complete solution of the differential equation J=0.

The constants c1 and c2 may be so determined that u vanishes on a definite position t, which may lie somewhere on the curve before we get to t1. This may be effected by writing

c1=θ2(t),c2=θ1(t).

The solution of the equation J=0 becomes

3)u=θ1(t)θ2(t)θ2(t)θ1(t)=Θ(t,t).

It may turn out that Θ(t,t) vanishes for no other value of t; but it may also happen that there are other positions than t at which Θ(t,t) becomes zero. If t is the first zero position of Θ(t,t) which follows t then t is called the conjugate point to t.

Since t has been arbitrarily chosen, we may associate with every point of the curve a second point, its conjugate. This being premised, we come to the following theorem, also due to Jacobi :

If within the interval t0t1 there are no two points which are conjugate to each other in the above sense, then it is possible so to determine u that it satisfies the differential equation J=0, and nowhere vanishes within the interval t0t1.

Article 129.
Let the point t=t be a zero position of the function

u=Θ(t,t),

and let t be a conjugate point to t, then Θ(t,t) will not again vanish within the interval tt. Take in the neighborhood of the point t a point t+τ, where τ>0, then the point which is conjugate to t+τ can lie only on the other side of t. This may be shown as follows:

If u = \Theta(t,t') is a solution of the equation

F1d2udt2+dF1dtdudtF2u=0,

then is

u¯=Θ(t,t+τ)

a solution of the same equation ; that is, of

F1d2u¯dt2+dF1dtdu¯dtF2u¯=0,

since u¯ differs from u only through another choice of the arbitrary constants c1 and c2.

If τ is chosen sujBciently small, then Θ(t+τ,t) is different from zero and consequently also Θ(t,t+τ)0.

Eliminate F2 from the two equations above, and we have

4)F1(ud2u¯dt2u¯d2udt2)+dF1dt(udu¯dtu¯dudt)=0.

Now write

5)udu¯dtu¯dudt=v,

and the above equation becomes

6)dvv=dF1F1,

which, when integrated, is

7)v=udu¯dtu¯dudt=+CF1.

The constant C in this expression cannot vanish, for, in that case,

u=const.u¯,

or

Θ(t,t)=const.Θ(t,t+τ).

Since, however, Θ(t,t) vanishes for t=t, it results from the above that Θ(t,t+τ)=0, which is contrary to the hypothesis, and consequently C cannot vanish.

It is further assumed that F1 does not change its sign or become zero within the interval t0t1. If F1 vanishes without a transition from the positive to the negative or vice versa within the stretch t0t1 then in general no further deductions can be drawn, and a special investigation has to be made for each particular case.

In the first case, however, v has a finite value, and the equation 7), when divided through by u2 becomes

udu¯dtu¯dudtu2=du¯udt=CF1u2,

an expression, which, when integrated, is

u¯=Cut+τdtF1u2.

Since the function u does not vanish between t and t, it follows from the last expression that u¯ cannot vanish between the limits t+τ and t. Accordingly, if there is a point conjugate to t+τ, it cannot lie before t. If, therefore, we choose a point t before t and as close to it as we wish, then u will certainly not vanish within the interval t+τt.

If t is a point situated immediately before t0, and if we determine the point t conjugate to t, and choose a point t1 before t and as near to it as we wish, then from the preceding it is clear that no points conjugate to each other lie within the interval t0t1, the boundaries excluded. We may then, as shown above, find a function u, which satisfies the differential equation J=0 and which vanishes neither on the limits nor within the interval t0t1. The transformation of Art. 117 is therefore admissible, and the sign of δ2I depends only upon the sign of F1.

Article 130.
We may investigate a little more closely the relation of Art. 120, where

u2du1dtu1du2dt=Cf1.

In the interval under consideration, boundaries included, we assume that F1 does not become zero or infinite, and consequently retains the same sign. Further, the constant C has always the same value and is different from zero, since u1 and u2 are linearly independent.

It follows at once that du1dt cannot be zero at the same time that u1 is zero; for then C would be zero contrary to our hypothesis.

Owing to the form

ddt(u1u2)=1u22CF1,

it is clear that ddt(u1u2) has the same sign as CF1. We may take this sign positive, since otherwise owing to the expression

u1du2dtu2du1dt=CF1

we would would have ddt(u2u1) positive. We may assume then that the indices have been placed upon the u's, so that u1u2 is always on the increase with increasing t.

The ratio u1u2 will become infinite for the zero values of u2 (see Art. 120). Since this quotient is always increasing with increasing values of t, the trace of the corresponding curve must pass through +, and return again (if it does return) from . Values of t, for which this quotient has the same value, may be called congruent.

It is evident, as shown in the accompanying figure, that such values are equi-distant from two values of t, say t0 and t1, which make u2=0. The abscissae are values of t, and the ordinates are the corresponding values of the ratio u1u2.

Article 131.
To summarize : We have supposed the cases excluded in which F1 is zero along the curve under consideration. If this function were zero at an isolated point of the curve, it would be a limiting case of what we have considered. If it were zero along a stretch of this curve, we should have to consider variations of the third order, and would have, in general, neither a maximum nor a minimum value unless this variation also vanished, leaving us to investigate variations of the fourth order. We exclude these cases from the present treatment, and suppose also that F1 and F2 are everywhere finite along our curve (otherwise the expression for the second variation, viz. ”

(F1w'2+F2w2)dt,

would have no meaning).

We also derived in Art. 124 the variation of G in the form

δG=F2wddt(F1dwdt),

and when this is compared with the differential equation

12a)0=F2uddt(F1dudt) (see Art. 118),

it is seen that if an integral u of the differential equation 12a) vanishes for any value of t, the corresponding integral w of the equation δG=0 vanishes for the same value of t.

In Art. 126 we had

w=yξ1xη1=δαθ1(t)+δβθ2(t),

where the displacement ξ1, η1 takes us from a point of the curve G=0 to a point of the curve δG=0. Consequently the normal displacement wN can be zero only at a point where the curves G=0 and δG=0 intersect.

At such a point we must have

δαθ1(t)δβθ2(t)=0.

When one of the family of curves G=0 has been selected, the two associated constants α and β are fixed. These are the constants that occur in θ1(t) and θ2(t). If , further, the curve passes through a fixed point P0, the variable t is determined, and consequently the functions θ1(t) and θ2(t) are definitely determined, so that the ratio δα:δβ is definitely known from the above relation. There may be a second point at which the curves G=0 and δG=0 intersect. This point is the point conjugate to P0 (see Art. 128).

Article 132.
The geometrical significance of these conjugate points is more fully considered in Chapter XI. Writing the second variation in the form

δ2I=t0t1F1w2(wwuu)dt,

we see that the possibility of wwuu=0 is when u=Cw. Now w is zero at both of the end-points of the curve, since at these points there is no variation, but u is equal to zero at P1 only when P1 is conjugate to P0. Hence, unless the two curves G=0 and \delta G = 0 intersect again at P1, u is not equal to zero at P1, and consequently

(wwuu)20.

In this case, if F1 has a positive sign throughout the interval t0t1, there is a possibility of a minimum value of the integral I, and there is a possibility of a maximum value when F1 has a negative sign throughout this interval.

Article 133.
Next, let P1 be conjugate to P0, so that at both of the limits of integration we have u=0=w. We may then take u=w at all other points of the curve, so that consequently

δ2I=t0t1F1w2(wwuu)2dt=0.

We cannot then say anything regarding a maximum or a minimum until we have investigated the variations of a higher order.[1]

Next, suppose that a pair of conjugate points are situated between P0 and P1, and let these points be P and p. We may then make a displacement of the curve so that

w=kw from P0 to P,
w=u+kw from P to P and
w=kw from P to P1,

where k is an indeterminate constant. The quantity w is subjected only to the condition that it must be zero at P0 and P1, and u must be a solution of the difEerential equation J=0, and is zero at the conjugate points P and P.

The second variation takes the form

δ2I=k2t0t(F1w'2+F2w2)dt+tt[(F1u'2+F2u2)+2k(F1uw+F2uw)+k2(F1w'2+F2w2)]dt+ktt1(F1w'2+F2w2)dt.

In the preceding article we saw (cf. also Art. 117) that

tt(F1u'2+F2u2)dt=0,

and we may therefore write δ2I in the form

δ2I=2k(F1uw+F2uw)dt+k2M,

where M is a finite quantity.

The integral

tt(F1uw+F2uw)dt

may be written

tt(ddt(F1u)+F2u)wdt+[F1uw]tt

and since, in virtue of the formula 12a) of Art. 118, the expression under this latter integral sign is zero, it follows that

δ2I=2k[F1uw]tt+k2M.

Further, by hypothesis, F1 retains the same sign within the interval tt, and does not become zero within or at these limits, the function u is different from zero at the limits (Arts. 130 and 152), and of opposite sign at these limits, since u, always retaining the same sign, leaves the value zero at one limit and approaches it at the other limit. Consequently [F1u] is finite and of opposite signs at the two points P and P, and it remains only that w be chosen finite and with the same sign, so that [F1uw]tt be different from zero. Hence by the proper choice of k we may effect displacements for which δ2I is positive, and also those for which it is negative.

Hence when our interval includes not, however, both as extremities) a pair of conjugate points, we have definitely established that the curve in question can give rise to neither a maximum nor a minimum.

The above semi-geometrical proof is due to a note given by Prof. Schwarz at Berlin (1898-99); see also Lefon V of a course of Lectures given by Prof.Picard at Paris (1899-1900) on "Equations aux dirivies partielles."

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  1. It is sometimes possible to establish the existence or the non-existence of a maximum or a minimum by other methods ; for example, the non-existence of a minimum is seen in Case II of Art. 58. In a very instructive paper (Trans, of the Am. Math. Soc, Vol. II, p. 166) Prof. Osgood has shown that there is a minimum in the case of the g-eodesics on an ellipsoid of revolution (due to the fact that the curve must lie on the ellipsoid). Prof. Osgood says (p. 166) that Kneser's Theorem "to the effect that there is not a minimum" is in general true. It seems that each separate case must be examined for itself, and in general nothing can be said regarding a maximum or a minimum.