miranker well posed
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Journal article from Proceedings of the American Mathematical Society, vol. 12 (1961), pp. 243-247, kept in a folder of supporting material for Stakgold chapter 7. Miranker restricts to L2 functions whose Fourier transforms have compact support. He proves existence, uniqueness and stability by a convergent iteration, with a maximum-norm corollary. The scan also includes the first page of an unrelated Wilf paper on Perron-Frobenius theory.
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A Well Posed Problem for the Backward Heat Equation
Author(s): W. L. Miranker
Source: Proceedings of the American Mathematical Society, Vol. 12, No. 2 (Apr., 1961), pp.
243-247
Published by: American Mathematical Society
Stable URL: http://www.jstor.org/stable/2034314 .
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A WELL POSED PROBLEM FOR THE BACKWARD
HEAT EQUATION
W. L. MIRANKER
1. Introduction. A boundary value problem is well posed in the
sense of Hadamard if three conditions are met. These are existence,
uniqueness, and continuous dependence of the solution on the bound-
ary data. In recent years some attention has been given to improperly
posed problems [1; 2; 3 ]. The point of view in these matters is directed
at approximating in some stable way the solution of a problem which
violates the last condition of well-posedness just described.
In this paper we will consider the backward heat equation, which
leads to a classical improperly posed problem. To see that this is the
case, consider the forward heat equation
(1.1) ut = u, t > 0,
with the initial condition
(1.2) u(x, 0) = f(x) = n sin nx.
The solution is
(1.3) u(x, t) = ne-2n sin nx.
Thus the forward heat equation has a sequence of solutions which
tend to zero while their corresponding initial values tend to infinity.
Thus the backward heat equation which consists of solving (1.1) for
t < T say, with data given for t = T has solutions which do not depend
continuously on their initial data.
The question of existence of a solution to the backward heat equa-
tion is also a delicate matter. To see this we observe that the solution
of (1.1) and (1.2) may be written as
rX
(1.4) u(x,t) = f(fa)K(x-aT,t)do- KTf
Goo
where
1 (1 .5s) K(x, t) =(g) 1K2 exp (-x2/4t).
2(7rt)'/2
Therefore when a solution of the forward heat equation exists it is
analytic for all t >0. Therefore one can only prescribe certain analytic
Presented to the Society, August 30, 1960; received by the editors April 1, 1960.
243
244 W. L. MIRANKER [April
data for the starting values of the backward heat equation. Moreover,
since f(a) need not be analytic, the time over which the solution to
the backward heat equation exists depends on the initial values.
In this paper we will consider the backward heat equation in L2.
We will show that in a subspace of L2 consisting of functions whose
Fourier Transforms have compact support, the backward heat equa-
tion leads to a well posed problem in the sense of Hadamard. We also
provide a stable and convergent iteration scheme by means of which
the solution may be computed.
2. Statement of results. Letf(x) C L2(- oo, oo), i.e., 11fl 2=flf(X) J 2dx
< 00 ,1 and let the Fourier Transform of f(x) be denoted by
(2.1) F(co) = Sf(x) = j e-Xf(x)dx. (2)/2J
Let Q be a fixed positive number and denote by B the following sub-
space of L2:
B = {f(x) E L2l F(w)=-O, I l I> Q4.2
For convenience we introduce the following:
DEFINITION. A function u(x) is said to have diffused from f(x) in
time T if
u(x) = u(x, T)
with u(x, T) given by (1.4).
Our result is given in the following:
THEOREM. Let u(x) -B. Then to each T> 0 there exists one and only
one f(x) CB such that u(x) has diffused from f(x) in time T. f(x) is
given by
(2.2) lim llfn -fl - 0
where
(2 . 3) fnIfl (x) = ul(x) + (I - KT)fn(X)X
(2.3) ~~~fo (x) = 0.
Moreover, if u(x) is changed to u(x) +Au(x) then the change Af in f
satisfies the relation
1 All integrals are taken from (- oo, oo) unless otherwise specified.
2 The linearity of S implies that B is a linear manifold. That it is closed follows
from the Plancherel theorem since fJfn -f 2dx=f - -FJ 2dco assures us that Fn- +F
whenever fn- f.
i96i] WELL POSED PROBLEM FOR THE BACKWARD HEAT EQUATION 245
(2.4) lI ? CjjAU
where C is a constant.
PROOF. Since
(2.5) SKTf = (27r)-1/2 e-T'F(w),
and Fo(w) = 0, it follows from (2.3) that fnGB for all n. Now making
use of the fact that S is of an isometry of L2 onto itself, we have from
(2.3),
If+ -hfnil = 11 (I -KT)(fn -fn-1)1I
=-|| (1 - (2r)12 ~e-T ) (Fn - Fn-1)|
(2.6) = [f0 1(1 _ )(Fn - Fnj1) do]
_ ( e-TQ2) - Fn_.|J
-1 |fn -fn-11 I J
Since 0 < 1, the sequence f.(x) is a Cauchy sequence of functions in B.
Since B is closed, this sequence has a limit fGEB. (2.6) shows that
(I-KT) is a continuous operator in B. Thus taking the limit as n- o> o
in (2.3) we obtain
(2.7) u(x) = KTf(x).
If u(x) is replaced by u(x) +Au, it follows from
N
f = lim E (fn+l -fn)
N- o n-0
N
= lim a (I- KT)(fJ -f - ) +fi
(2.8)
N
= lim a (I-KT)n(fl--fo) +fl
N-c n-1
N
- lim E (I - KT)nU
N- c n-O
that
246 W. L. MIRANKER [April
N
(2.9) Af = lim , (I-KT)nAU.
N-*oo n =O
Thus
1, (2 .10) 114fjj ? jj_M- tjj.l
This also proves the uniqueness of f. Q.E.D.
REMARK. The theorem assures both the convergence of fn to f and
the boundedness of Af in the L2 sense. To satisfy ourselves that the
instabilities of the backward diffusion process have not been masked
by an integral mollifying process, we remark that the convergence of
fn to f and the boundedness of Af are assured also in the maximum
norm. This we state as the following:
COROLLARY. (a) The sequencef. produced in the previous theorem con-
verges in the maximum norm, i.e.,
(2 . 11) lim max fn(x) -f(x) O -
(b) The error Af defined in the previous theorem is bounded in the maxi-
mum norm, i.e.,
(2.12) max I Af I ; C| jAuj I.
x
PROOF. The proof consists of the observation that in B, L2-con-
vergence implies Lo-convergence. Viz., if f(x) CB then
max = max 1I2 e%@0F(w)dco (2ir)'1
I aK \1/2/ r \1/2 (2.13) X (2mr)a/x ( f d )( fF2d- )
-'
(Q)iI21f.
REMARK. (2.12) shows that the iteration scheme is stable even if
arbitrarily large errors in the maximum sense are made in u, provided
only that the corresponding L2 norm of these errors is small.
REMARK. If the iteration scheme is implemented, numerically say,
there is always the danger that a specific iterate will not be in B be-
cause of errors in the actual means of implementation. However, it is
clear that even though the successive functions so obtained do not
I96I] PERRON-FROBENIUS THEORY AND THE ZEROS OF POLYNOMIALS 247
appear to converge, the projections of the Fourier Transforms of this
divergent series onto I w I are converging both in the L2 norm
and the maximum norm.
BIBLIOGRAPHY
1. J. Douglas, Jr. and T. M. Gallie, An approximate solution of an improper
boundary value problem, Duke Math. J. vol. 26 (1959) pp. 339-347.
2. F. John, Numerical solution of the equation of heat conduction for preceding times,
Ann. Mat. Pura Appl. ser. IV vol. 40 (1955) pp. 129-142.
3. C. Pucci, Sui problemi di Cauchy non "ben posti," Atti Accad. Naz. Lincei.
Rend. Cl. Sci. Fis. Mat. Nat. vol. 18 (1955) pp. 473-477.
INTERNATIONAL BUSINESS MACHINES CORPORATION
PERRON-FROBENIUS THEORY AND THE ZEROS
OF POLYNOMIALS
HERBERT S. WILF1
1. Introduction. Our purpose here is to show that many of the
classical root location theorems for. polynomial equations, normally
derived by the methods of complex analysis, can be obtained easily,
and in a purely algebraic manner, from the Perron-Frobenius theo-
rems on matrices with nonnegative elements. An important result of
this approach is a "minimax" principle which gives precisely the
largest root of an equation which dominates the given one. It will be
seen that from this principle the above-mentioned location theorems
follow, and can be sharpened almost at will. Finally some applica-
tions to the theory of orthogonal polynomials will be made, the result
again being a minimax principle for the largest zero from which two-
sided bounds can be deduced by specialization.
2. Cauchy's Theorem. Let C be an nXn complex matrix, and let
C+ be given by
(1) (C+) ij c= | 0l ij=1,**, n).
A lemma of Wielandt [1] asserts that if C+ is irreducible, y is any
eigenvalue of C, and r is the largest real eigenvalue of C+, then
y I <_r.
Let
Presented to the Society, January 24, 1961; received by the editors May 13, 1960.
'This work was supported in part by the National Science Foundation.