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把极限与连续、积分、求导交换

一致收敛正是允许你一直想做的那些交换的假设:连续函数的一致极限连续,可逐项积分——但逐项求导需要额外小心。

连续性在一致极限下存活

回报来了。一致极限定理说:若每个 f_n 在点 a 处连续,且 f_n -> f 一致,则 f 在 a 处连续。证明是著名的 epsilon/3 论证——三个误差,各压到 epsilon/3 以下,用三角不等式粘合。一致性恰好使其中两个误差与点无关。

Uniform limit theorem (continuity at a).
Given: f_n -> f uniformly on E, each f_n continuous at a in E.
Claim: |f(x) - f(a)| < epsilon for x near a.

Fix epsilon > 0.
(1) UNIFORMITY: choose N with ||f_N - f|| < epsilon/3, so for ALL x
        |f(x) - f_N(x)| < epsilon/3.
(2) CONTINUITY of f_N at a: choose delta > 0 with
        |f_N(x) - f_N(a)| < epsilon/3   whenever |x - a| < delta.

Now for |x - a| < delta, split with the triangle inequality:
  |f(x) - f(a)|
     <= |f(x) - f_N(x)| + |f_N(x) - f_N(a)| + |f_N(a) - f(a)|
     <   epsilon/3      +   epsilon/3       +   epsilon/3
     =   epsilon.

Hence f is continuous at a.   QED
(Errors 1 and 3 used the SAME N for all x — that is uniformity.)
epsilon/3 论证:两个一致误差加一个连续性误差。

逐项积分

在有界闭区间 [a,b] 上,若Riemann 可积的 f_n 一致收敛到 f,则 f 可积,且积分与极限可交换。这就是逐项积分。证明只需一行放缩:两积分之差至多为区间长度乘上上确界范数误差。

Term-by-term integration on [a,b], f_n -> f uniformly.

| integral_a^b f_n - integral_a^b f |
   = | integral_a^b (f_n - f) |
   <= integral_a^b |f_n - f|
   <= integral_a^b ||f_n - f||           (constant bound)
   =  (b - a) * ||f_n - f||  ->  0.

So  lim_n integral_a^b f_n = integral_a^b lim_n f_n = integral_a^b f.

WARNING (needs uniform!): the spike g_n(x) = n x (1-x)^n on [0,1]
from Guide 2 converges pointwise to 0, yet
  integral_0^1 g_n -> a nonzero constant, NOT 0.
Without uniformity the swap is false.
一致误差乘区间长度控制积分之差。

求导更难伺候

f_n 的一致收敛给出 f_n' -> f'。导数感受斜率,振幅极小的抖动也可有巨大斜率。正确的逐项求导定理把假设翻转:假定导数 f_n' 一致收敛,且 (f_n) 在哪怕一点收敛。则 f_n -> f 一致,并且关键地 f' = lim f_n'。

Counterexample: amplitude small, slope not.
  f_n(x) = sin(n x) / sqrt(n)  on R.
  ||f_n|| = 1/sqrt(n) -> 0,  so f_n -> 0 UNIFORMLY.
  But f_n'(x) = sqrt(n) cos(n x),  and  f_n'(0) = sqrt(n) -> infinity.
  So f_n' does NOT converge to (0)' = 0; it diverges.
Moral: control the DERIVATIVES uniformly, not the functions, to
differentiate term by term.

Even scarier (Guide 5 preview): a uniform limit (a Weierstrass
series sum b^k cos(a^k pi x), 0<b<1, ab>1) can be continuous
yet NOWHERE differentiable.
f_n -> 0 一致,导数却爆炸。