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Lecture handout by A.G. Kovalev for Analysis II (Michaelmas 2009, Cambridge), kept in the folder on interchanging limit operations. It states and proves theorems on integrating uniformly convergent series term by term and on term-by-term differentiation, with sequence corollaries. It explains why differentiation is less well behaved than integration, and has remarks on dropping continuity of derivatives and on weaker conditions via Lebesgue theory.
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Analysis II (Michaelmas 2009) A.G. [email protected]
Term by term integration and differentiation
Sometimes the calculus one needs to do involves functions which cannot be defined in a traditional
way by a formula, but only in terms of convergent series of ‘elementary’ functions. This then
poses a question:
When is the formal term by term integration or differentiation of a series of functions valid (i.e.
will give the same result as the integration or differentiation applied directly to the sum of the
series)?
Earlier we proved the following.
Theorem 1. Suppose that fn: [a, b]→R, for each k= 1,2, . . ., is integrable on [a, b]and that
fn(x)→f(x)uniformly on [a, b]asn→ ∞ .
Then the limit function f(x)is integrable on [a, b]and/integraltextb
af(x)dx= lim n→∞/integraltextb
afn(x)dx.
This can be easily converted into a version for the series.
Theorem 1/prime(Term by term integration) .Suppose that uk: [a, b]→R, for each k= 1,2, . . ., is
integrable on [a, b]and/summationtext∞
k=1uk(x)converges uniformly on [a, b].
Then the sum f(x) =/summationtext∞
k=1uk(x)is integrable on [a, b]and/integraltextb
af(x)dx=/summationtext∞
k=1/integraltextb
auk(x).
Proof. Putsn(x) =/summationtextn
k=1uk(x) and apply Theorem 1 to the sequence ( sn).
Thus uniformly convergent series can be integrated term by term.
What about term by term differentiation? Here the situation is somewhat less elegant than
with integration and there is a good reason for that.
Very informally , the integration is a ‘bounded’ operation whereas the differentiation is not.
Ifu(x) is ‘small’, say |u(x)|< εfor each x, then the integral |/integraltext1
0u(x)dx|< εis also ‘small’, but
the derivative |u/prime(x)|may be arbitrary ‘large’, consider e.g. u(x) =εsin(x/ε2) and let ε→0.
The next theorem is essentially a result for integration in disguise (as you will see from the
proof). We can assume very little on the initial series, but the term by term differentiated series
must satisfy a strong condition of being uniformly convergent.
Theorem 2 (Term by term differentiation) .Suppose that uk: [a, b]→R, for each k= 1,2, . . .,
has continuous derivative on [a, b](at the end-points aandbthis means one-sided derivative).
Suppose further that
(i) the series/summationtext∞
k=1uk(x0)converges at some point x0∈[a, b]and
(ii) the series of derivatives/summationtext∞
k=1u/prime
k(x)converges uniformly on [a, b], tof(x) =/summationtext∞
k=1u/prime
k(x)say.
Then
(1) the series/summationtext∞
k=1uk(x)converges at every x∈[a, b]and the sum F(x) =/summationtext∞
k=1uk(x)is
differentiable with F/prime(x) =f(x)for each x∈[a, b];
(2) moreover, the convergence of/summationtext∞
k=1uk(x)toF(x)is uniform on [a, b].
Proof. (1) As each u/prime
kis continuous and/summationtext∞
k=1u/prime
kis uniformly convergent, we have fcontinuous
on [a, b].1Therefore, each u/prime
kandfare integrable on [ a, b]. Let x∈[a, b]. Applying Theorem 1/prime
tou/prime
kandfon [x0, x] (or on [ x, x0] ifx < x 0) we obtain
∞/summationdisplay
k=1/integraldisplayx
x0u/prime
k(x)dx=/integraldisplayx
x0f(x)dx. (1)
1because we proved earlier that the limit of a uniformly convergent sequence of continuous functions is continuous
1
The left-hand side of (1) may be written as
∞/summationdisplay
k=1/integraldisplayx
x0u/prime
k(x)dx= lim
n→∞n/summationdisplay
k=1/integraldisplayx
x0u/prime
k(x)dx
= lim
n→∞n/summationdisplay
k=1/parenleftbig
uk(x)−uk(x0)/parenrightbig
= lim
n→∞/parenleftbiggn/summationdisplay
k=1uk(x)−n/summationdisplay
k=1uk(x0)/parenrightbigg
(2)
The lim n→∞/summationtextn
k=1uk(x0) exists by hypothesis (i), therefore the series F(x) = lim n→∞/summationtextn
k=1uk(x)
converges for each x∈[a, b]. Thus a function F: [a, b]→Ris well-defined and from (1) and (2)
we obtain
F(x)−F(x0) =/integraldisplayx
x0f(x)dx.
Differentiation in xgives F/prime(x) =f(x) for x∈[a, b] asfis continuous.
(2) Let ε >0. Then there is N1such that whenever n≥m≥N1we have
/vextendsingle/vextendsingle/vextendsingle/vextendsinglen/summationdisplay
k=muk(x0)/vextendsingle/vextendsingle/vextendsingle/vextendsingle<ε
2,
applying the Cauchy criterion to the convergent series/summationtext∞
k=1uk(x0). Also there is N2such that
whenever n≥m≥N2we have
/vextendsingle/vextendsingle/vextendsingle/vextendsinglen/summationdisplay
k=mu/prime
k(x)/vextendsingle/vextendsingle/vextendsingle/vextendsingle<ε
2(b−a),for each x∈[a, b],
applying the Cauchy criterion to the uniformly convergent series of functions/summationtext∞
k=1u/prime
k(x).
PutN= max {N1, N2}andg(x) =/summationtextn
k=muk(x). Then for x∈[a, b] we can write g(x)−
g(x0) =g/prime(ξ)(x−x0) with some ξ∈[x0, x]⊆[a, b] (or ξ∈[x, x0]⊆[a, b]), using the Mean Value
Theorem from Analysis I. We then obtain
|g(x)| ≤ |g(x0)|+|g(x)−g(x0)|=|g(x0)|+|g/prime(ξ)| · |x−x0|<ε
2+ε
2(b−a)(b−a) =ε.
Thus for n≥m≥Nand for each a≤x≤bwe have |/summationtextn
k=muk(x)| ≤εwhich is the Cauchy
criterion for uniform convergence of/summationtext∞
k=1uk(x) as we had to prove.
Once again, it is now easy to obtain a version of the result concerning differentiation for the
sequences of functions.
Corollary 1. Suppose that fn: [a, b]→R, for each n= 1,2, . . ., has continuous derivative on
[a, b]andfn(x)→f(x)point-wise for each x∈[a, b]. Iff/prime
n(x)→ϕ(x)uniformly on [a, b]then
the function fis differentiable with f/prime(x) =ϕ(x)for each x∈[a, b]. Moreover, f/prime
n→funiformly
on[a, b].
Proof. After putting u1=f1,un=fn−fn−1forn >1, the result follows from Theorem 2.
Remark 1.The condition that the derivatives u/prime
kin Theorem 2 (resp. f/prime
nin Corollary 1) are
continuous can be dropped. The result then is still true but the proof is longer. You can find
details in K¨ orner’s book (although he still assumes the continuity) or in Rudin’s book.
Remark 2.One more remark for interest is that the condition of uniform continuity in Theorem 1,
while certainly sufficient, is in fact too strong. It would suffice to assume e.g. that |fn(x)| ≤1
for all nandx∈[a, b]. The proof is not obvious and requires some more advanced theory of
Lebesgues integral and measure; you can learn it in Part II.
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