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CHAPTER it

DEPENDENCE ON DATA

The initial-value problem

(P)

= fit, yam),

YAto) = 4

is equivalent to the integral equation

 

(E)

11(t) = 4 +

t f (s, y(s))ds.

The right-hand side of (E) is regarded as a function of (t, to, ca, f, yj. In this chapter, we explain some basic properties of solutions with respect to (t, to, ca, f). A parameter a is used to represent the variable f. In §11-1, we explain the continuity of the solution of (P) with respect to (t, to, c"o, e) at (t, r, e, co) when the solution of

(P) is unique for the initial data (r, c', ea) (Theorem 11-1-2). Theorem 11-1-2 was first proved by I. Bendixson [Benl] for the scalar equation and later by G. Peano

(Pea2] and E. Lindelof [Lind2] for a system of equations. In §11-2, we explain the differentiability with respect to initial data (to,ca) (Theorem 11-2-1) and with respect to a parameter a (Theorem 11-2-2). The discussion of these topics can be found in [CL, pp. 22-28, 57-60] and [Har2, pp. 94-100].

II-1. Continuity with respect to initial data and parameters

Let e be a variable which takes values in a set with a separable topology. We consider RI-valued functions f (t, y, e) and fi(t) under the following assumption.

Assumption 1. For the initial-value problem (P), assume that

(i) f(t, y", e) is continuous in (t, y, e) in an open set Do in the (t, y, e)-space,

(ii)¢'(t) = f (t, 6(t), co) and (t, ¢(t), eo) E Do on an interval Zo = {t : tt < t < t2}, where eo is a fixed value of the variable e,

(iii) y ' = ¢(t) is unique in the sense that i f 1r1

= f (t, tl'(t), co) and

co) E

Do on a subinterval I of the interval Zo and if y(r) = fi(r) at a point r of the interval Z, then L,(t) = ¢(t) identically on the interval Z.

We start our discussion with the following lemma.

Lemma II-1-1. Conditions (i) and (ii) of Assumption 1 imply that there exist an open set A in the (t, y")-space and an open neighborhood llo of co in the a-space such that

(a)A x Uo C Do,

(b)(t, q',(t)) E A on the interval Zo,

28

 

1. CONTINUITY WRT INITITIAL DATA AND PARAMETERS

29

(c) I

t) I < M on 0 x Uo for some positive number M.

 

Proof.

Let r E Zo. Since f is continuous in the open set Do and (r, ¢r(r), co) E Do, there exist an open neighborhood 0(r) of (r, m(r)) in the (t, yl-space and an open neighborhood U(r) of to in the a-space such that i(r) x U(r) C Do and

I f (t, y, t) - AT, fi(r), to) I < 1 on 0(r) x U(7-). This implies that I f (t, y e) I < 1 +Mo

on U 0(r) x U(r), where M o = m ax I f (r, fi(r), to)I. Since (t, fi(t)) E U 0(r)

rEZ0

TEZo

on the interval Zo and the interval Zo is compact, there exists a finite set (r, : j =

1, 2, ... , N) of points on the interval Zo such that (t, m(t)) E U A(rt) for all

 

N>1>1

t E Zo. Set

 

N

N

= U,&(r)),

Uo = nU(r)), M = 1+Mo.

3=1

J=1

Then, all the requirements of Lemma II-1-1 are satisfied by 0, Uo, and M. 0

The main purpose of this section is to prove the following theorem under Assumption 1.

Theorem II-1-2. Let E be an open neighborhood of to and let Z = {t : s1 < t < s2} be a subinterval of Zo. Assume that

(II.1.1)

,'(t, e) = f (t, >¢(t, t), e) and (t, ir(t, t), e) E Do on Z x E.

Assume also that there exists a real-valued function t(e) such that

(1)t(e) E I fore E E,

(2)lim t(e) = to, t-w

(3)hm 0(t(e), e) = (to)

Then:Then, -to

lim i/i(t, t)

it to

uniformly on the interval Z.

Proof.

We shall prove this theorem in two steps. In Step 1, we prove Theorem 11-1-2

assuming that there exists an open neighborhood U of Co such that (t, tb(t, e)) E 0 on Z x (E n U), where 0 is the open set in the (t, y)-space which was determined

by Lemma II-1-1. The existence of such an open neighborhood U of to is proved in Step 2.

Step 1. We can assume without any loss of generality that U is contained in the neighborhood Uo of to which was determined by Lemma 11-1-1. Furthermore, using

condition (3) of Theorem 11-1-2, we choose U in such a way that It (t((),e)I is

bounded on U.

(-, j) : j = 1, 2.... } is a subset of Y. Hence,

30

II. DEPENDENCE ON DATA

 

Since

 

 

(II.1.2)

tjJ(t, E) = tp(t(E), E) + / t As, j(s, e), E)ds

on Z x £,

 

JJJt(E)

 

we obtain

I!(t(E),E)I+MIt-t(E)I onIx(£fU) andI Ii(t,E) - AT, E)I

MI t - rI if (t, c) and (r, E) E Z x (£ n U), where M is the positive constant which was determined by Lemma II-1-1. Therefore, the set F _ E) : E E £ n U} is bounded and equicontinuous on the interval Z.

Let us derive a contradiction from the assumption that ,JJ(t, e) does not converge to fi(t) uniformly on the interval I as e -+ co. This assumption means that

max

I does not tend to zero as e --+ co; i.e., there exists a positive

number p and a sequence (E. : j = 1,2,. .. } such that

 

Ej E£nU

and

lim E; = Eo,

(II.1.3)

m Zx 1 (t,Ej) - v(t)I > p.

Here, use was made of the assumption that the topology of the E-space is separable.

Observe that the sequence {

this sequence is bounded and equicontinuous on Z. Therefore, b y Lemma 1-2-

3 (Arzela-Ascoli), there exists a subsequence

v = 1, 2, ... } such that

j., -+ +oo as v - +oo and that tp(t, Ej converges uniformly on I as v -+ +oo.

Set l(t) = lim r%(t, on Z. Since (11.1.2) holds for c = Ef for all v, we obtain

 

J(t) = $(to) + f f(s,rl'(s),EO)ds on I.

 

to

Hence,

f (t, J(t), Eo) on I and 1J(to) = ¢(to). Now, condition (iii) of As-

sumption 1 implies that j(t) = fi(t) identically on the interval Z. This, in turn,

implies that lim max I

(t, E j ) - $(t) I = 0. This contradicts (1I.1.3).

v-+oo LET

 

Step 2. We shall prove that there exists an open neighborhood U of co such that

UClloand (t,1i(t,E))EAon Ix(EnU).

Choose no > 0 so that the rectangular region

Ro(r) = {(t.: It - rl < ao, (y - (r)I <-Mao}

is contained in A for every r E I (cf. Figure 1).

FIGURE 1.

1. CONTINUITY WRT INITITIAL DATA AND PARAMETERS

31

For every positive number a less than ao, set

R((T, ti7); a) _ {(t, yl: It-.I < a, Il! - i,-I «sa).

Then, ?Z((T, f ); a) C Ro(r) if IT - T 15 ao - a, I i - (r)I < M(ao - a). Fixing a positive number a less than ao, choose TI, T2,. .. , TN so that

s1 = T1 < 72 < ... < TN = s2,

to = rjo

for some

jo,

0 < T2+l-T2 < a

(j=1,2,...,N-1).

Since lira t(e) = to and lim e) = (to), there exists a neighborhood U1 of

co such that It(e) - tol < ao - a and I>%,(t(e), e) - 4(to)I < M(ao - a) fore E E nU1.

Hence, R((t(e), t%i(t((), e)); a) C Ro(to) C 0ifore(t(e),E E n U1. Now, using Lemma I-1-

1, we can verify that (t, fl(t, e)) E R((t(e), e)); a) C i for It - t(e)I < a and

e E EnU1. Also, since lim t(e) = to = rjo, we have It-t(e)I < a for rjo_1 < t < rjo+i

!o

and e E E n U1, if the neighborhoodt- U1 of co is sufficiently small.

Using the same argument as in Step 1 for t (t, e) on the interval T,._ j 5 t < T3.+1

and e E E n U1, we obtain lim t(t, e) = fi(t) uniformly on rjo_ 1 < t < 7-,,.+,. In

.1 to

particular,

 

 

 

11m1L(T)o_1ie) _ 0(r)o-1)

and

lim V(T,o+1, e) = d(rjo+1)

f to

 

(-to

 

Using the same method in the neighborhoods of

and (rio+1,

4(Tjo+i )), we obtain lim 1G(t, e) = Q(t) uniformly on rjo-2 - t <- rjo and r < e-co

t < rjo+2. Hence, lim ti(t, e) = q(t) uniformly on To-2 < t <- Tjo+2. Contin-

(5p

uing this process, we find an open neighborhood U of co such that U C Uo and

(t,>G(t, e)) E i on I x (E nU) in a finite number of steps. 0

Remark 11-1-3. If f (t, y, () is independent of e, Theorem 11-1-2 yields continuity

of solutions of the initial-value problem f = f (t, y-), 9(to) = 4 with respect to the initial data (to, Q.

In Theorem II-1-2, it was assumed that (t, y(t, e), e) E Do on Z x E (cf. (II.1.1)).

With regard to this assumption, we can improve Theorem 11-1-2 as follows.

Theorem II-1-4. Assume that Assumption 1 is satisfied. Let r be an open neighborhood of cc). Assume further that there exist functions t(e) and c(e) defined on E such that

(i) t(e) E Zo and (t(e), c 1c), e) E Do fore E E,

(ii) llm t(e) = to and lim dde) = 0(to).

`-'a cco

Then, we can choose a neighborhood U of eo sufficiently small so that the initial-

value problem

f (t,

dt -

y, e),

e c)

 

32

II. DEPENDENCE ON DATA

has on the region lo x (E f1 Ll) a solution y = J(t, e) such that (t, 111(t, E), E) E Do.

Theorem II-1-4 can be proved by using an argument similar to Step 2 of the proof of Theorem 11-1-2 and the local existence theorem (cf. Theorem 1-2-5). Details are left to the reader as an exercise.

11-2. Differentiability

In this section, we explain the differentiability of solutions of an initial-value problem with respect to the initial data under the following assumption.

Assumption 2. For the initial-value problem (P), assume that

(i) f (t, y-) and Lf' (t, y-) (j = 1, 2, ... , n) are continuous in (t, y-) on an open set

A in the (t, yj-space,

(ii) Q'(t) = f (t,

and (t, ¢(t)) E ., on an interval To = {t : tl < t < t2}.

Using Lemma 1-1-6, Theorems 1-1-4, 11-1-2, II-1-4, and Remark 11-1-3, we can show that there exists a positive number p such that the initial-value problem

(11.2.1)

f y =

Y - )

y(r) = rl

 

dt

 

 

has a unique solution y' = O(t, r, q') on the interval lo if r E Zo and fr) - ¢(r)j < p. The solution y = m(t, r, ri") is continuous in (t, r, q-) and satisfies the condition

(t. (t, r,

E 0 if t E Zo, r E lo, and

(r)I < p. The solution t(t, r, III

satisfies the integral equation

 

 

 

 

m(t, r, q

+ f t As , (s, r, gi))ds.

 

If ¢(t, r, is differentiable with respect to (r, q-), then

 

 

- 1('r, q) +ft

(s,( s, r, ))

ds,

 

 

 

 

 

e) +

8f

 

 

 

(s, $(s, r, ij)) 80(s, 7,1-7) ds,

 

 

I"

 

&R1

 

where q, is the j-th entry of i), eJ is the vector in IR" with entries 0 except for I at

the j-th entry, and Lf is the n x n matrix whose j-th column is

. From this

0Yj

speculation, we obtain the following result.

2. DIFFERENTIABILITY

33

Theorem 11-2-1. Partial derivatives

and

ft(

j = 1, 2,... , n) exist and are

 

 

O-r

 

 

 

continuous in (t, r, i)) in the domain

 

 

 

 

 

 

 

(11.2.2)

 

f) : t E lo, t1 < r < t2, Ii - 4(r) I

< p}.

Furthermore,

8r

respectively 0is the unique solution of the initial-value

 

BRA

 

 

 

 

problem

 

 

 

 

 

 

 

 

=

 

 

 

 

(11.2.3)

 

(t,(t, r, n)) z,

 

 

 

 

 

 

 

 

 

 

1AT) = - AT, 4)

( respectively eej).

 

Proof.

 

 

 

 

 

 

We prove the existence and continuity of

 

by showing that they are the unique

solution of initial-value problem (11.2.3) with the initial-value z-(-r)

f(7-, r'). The

existence and continuity of L can be proved similarly.

d7),

Let +;1(t, r, ij) be the unique solution of (11.2.3) with the initial condition z(r)

- f (r, r)). From Theorems 1-3-5 and 11-1-2 and Remark 11-1-3, it follows that 1i(t, r, n) exists and is continuous in (t, T,i) on the closure D of domain (11.2.2).

Furthermore,

(I1

.2.4)

i (t,r,,) _ -f(r,,) + JtOf (s, 0(s,r,rl)) 1'(s,r,q)ds

 

 

 

on '75. To show that 8

r, rl'), we first derive

 

 

r

 

 

 

 

(t,r+h,ff) = ri + f t

f(s,G(s,r+h,i))ds,

(11.2.5)

 

- rh

d(t, r, i) = n + fr

 

 

 

f (s, (s, r, i))ds,

from (11.2.1) on D assuming that h 54 0 is sufficiently small. Using (11.2.4) and

(H.2-5), we compute

 

(11.2.6)

h) = h [(t, r + h, r1) - 4(t, r, 17)] - +G(t, r,

as follows.

34

II. DEPENDENCE ON DATA

 

Observation 1. For a fixed (t, r, fl) E D, we have

 

 

T j) = I t I f (s, $(s, r + h,

AS- J(s, 7,70)] ds

 

r

l`

 

 

-

17,+h

 

f ( s, $6, r + h,

if h 96 0 is sufficiently small.

Observation 2. Using an idea similar to the proof of Lemma 1-1-6, for a sufficiently small h, we obtain

f(s,j(s,r+h,n)) -

1 L(s,0 (s,r+h,fl)+(1 -9)¢(s,r,n1)dOl

(t,r,rr))

[10

f o r s E 7 o and a fixed (r, i f ) such that (s, r, n E D. Note that (s, O (s, r + h, r') + (1- 0)4(s, r, n ) ) E A for s E 10 and a f i x e d (r, n) such that (s, r, n') E D, if h 0 0 is sufficiently small.

Finally, applying Observations I and 2 to (11.2.4), (11.2.5), and (I1.2.6), we obtain

g(t, r,

h)

 

_ -

1 rr+h

f(r,qj

h Jlrr

r

+JtIJ1

(11.2.7)

(s, r + h, J-7) + (1- 0)0(s, r, f )dO

'If -

-i9fp.:+

Observation 3. The first and the third terms of the right-hand side of (11.2.7)

tend to zero as h - 0. Also, since 4r, r, J-7) = n and 8 (s, d(s, r, rte} is bounded

09

on D, there exist a positive constant L and a non-negative function K(h) such that limh_o K(h) = 0 and that

1g'(t,r,if,h){ <K(h) + LIItJ1g(s,r,il,h)Ids

for tEZo.

Now, using Lemma 1-1-5, we obtain the estimate

 

19(t, r, n, h)l 5 K(h) exp[LIt - rIJ

on To.

EXERCISES II

35

Thus, we conclude that g(t, r, il, h) - 0 ash -+ 0, i.e.,

(t, T, t) = rfi(t, r,'.

Upon applying Theorem 11-2-1 to the initial-value problem

d = f (t, y, u),

du = 0,

y{ r) = i1,

u(r) = e,

we can prove the following theorem.

 

 

Theorem 11-2-2. Let a be a real variable. Assume that At, y, e), a (t, y, e) (,j =

1, 2, ... , n), and 8e (t, y', e) are continuous on an open set Do in the (t, y, e)-space. Let y = y(t, T, i), e) be the unique solution of the initial-value problem

dy

y(r) _ *!

dt = f (t, y, e),

 

Then, there exists an open set 11 in the (t, T, 77, e)-space such that the function (t, T, ii, e) and 00 are continuous on fl. Furthermore, i = 00 (t, r, 4J, e) is the unique solution of the initial-value problem

di

Of

Z(r) = 0.

dt =

zi(t, (t, r, 1/, e), e)l + 8E (t, 4(t, r, n, E). E),

 

EXERCISES II

 

II-1. Given an interval I = {x : a < x < b}, show that if f ei is sufficiently small, the initial-value problem

dy e cos(x(y - x)),

y(a) = a + e

dx

has the unique solution y = O(x, e) on Z. Show also that Ui m O(x, e) = x uniformly

on Z.

Hint. The function cos(x(y - x)) is continuously differentiable on the entire (x, y)- plane. Furthermore, I oos(x(y - x))I < 1. This shows the existence of the unique solution. Note that y = x is the unique solution in case e = 0. Complete the proof

by using Theorem 11-1-2.

36

II. DEPENDENCE ON DATA

11-2. Let y = 4 1(x, A) and y =¢2(x,.1) be tvm solutions of the differential equation

2 + A(1 + x2)y = 0

determined respectively by the initial conditions

01(O,A) = 1,

as

(0, A) = 0

and 02(0, A) = 0, a (0, A) = 1.

 

 

 

Show that

(i)01 and 02 are analytic in (x, A) everywhere in the complex (x, A)-space (i.e., in C2),

(ii)aA (1, A0) # 0, if 02(1, 1\0) = 0.

Hint. Theorem II-2-2 implies that z

(x, A) is the solution of the initial-value

problem

 

 

Z + A(1 + x2)z = -(1 + x2}02(x, A),

z(0) = 0, z'(0) = 0.

The method of variation of parameters (cf. (IV.7.9) in Remark IV-7-2 of Chapter

IV; also see, for example, [Cod, pp. 67-68, 122-123] or [Rab, pp. 241-2441) yields

8 (x, A)

 

 

01(X"\) J0

o

 

Hence, we obtain

 

 

8 (1,A0) = 01\1,Ao)fo 020,\0)2(1+t2)dC

0.

Note that 01 and 02 are linearly independent and hence 01(1,Ao)

0.

11-3. Show that if IEI is small, the following boundary-value problem has the unique solution which is continuous in e:

 

2 = Esin (100-

y(-1) = 0,

y(1) = 0.

 

y2

 

 

Hint. Determine O(x, c, E) by the initial-value problem

 

d2y

x

 

 

dZ2

= E 5111 ( 100 y2)

y(-1) = 0,

y'(-l) = c.

Then, the given boundary-value problem is reduced to the equation

(E)

0(1,c,e) = 0.

 

First of all, 0(1, c, c) is analytic for small itI and #c(. Also, 0(1,c,0) = 2c and, hence,

80(1, c, 0) = 2 # 0. Therefore, equation (E) has the unique solution c = c(E) such ac

that c(0) = 0. Furthermore, c(E) is analytic for small lei.

EXERCISES II

37

11-4. Let Ax, y-) be an RI-valued function whose entries are continuously differ-

entiable with respect to (x, yam) in a domain D C IIPn+1

Also, let y = (x, 171 be a

solution of the system fy = f (x, y) such that p(0)

and that (x, 5(x, rtj) E D

for 0 < x < 1 and it E Ao, where Do is a domain in R. Note that we must have

(0, rl E D for rj E Ao. Set A = {(1, 1 : if E Do}. Show that

(a)Al is open in lR',

(b)the mapping 4(1,r) : Ao - Al is one-to-one, onto, and differentiable with respect to i in Do,

(c) if we denote the inverse of the mapping ¢(1,i) by

AI -. Ao, then

is also differentiable with respect to S.

11-5. For the differential equation

(1 + x2) LY -_ 2xy = 2.sy2,

find

(i) the unique solution y = O(x, e, ri) satisfying the initial-condition y(£) = q;

(ii) the partial derivative

84(x, , n)

,

 

 

 

 

of

 

 

(iii) the artial derivative

am(x, £, r7)

 

 

(iv)

190(x, , n)

at x =

 

 

 

8t

 

 

 

(v)

a0(x, 4, rl)

at x =

 

 

 

Show also that z = 00(. '77) and z = 8¢(

,17) both satisfy the differential

 

 

8

 

Bin

equation:

(I+ x2) dzdz - 2xz = 4xO(x, {, q)z .

II-6. Assume that f (t, x1, x2i ... , xn) is a real-valued, continuous, and continuously differentiable function of (t, xl,... , x,) on an open set A in the (t, x1.... , xn)-

space. Assume also that o(t) is a real-valued solution of the n-th order differential equation x(") = f(t,x,x',... ,x(n-1)) and (t,Oo(t),e0(t),... ,0On-1)(t)) E A on an

interval Zo = It : t1 < t < t2}. Show that there exists a positive number p such that

(i) the initial-value problem

 

 

 

x(n)

=

f (t, x, x , ... , x(n-1) ),

x(r) = SI, x (r) = 52, ... , x(n-1) (r) = n

 

 

 

 

 

has a unique solution x =

{n) on the interval 20 if r E Zo and

t 3-O0-1)(r)I<p (j=1,2,...,n);

 

... , n) and sat-

(ii) the solution x = qi(t, r, ti, ... , {n) is continuous in (t, r, t1,

isfies the condition t t 'r, 6,

W) e(t r

)

O("-1)(t r

(j=1,2,...,n);