Fiveable

๐ŸงFunctional Analysis Unit 9 Review

QR code for Functional Analysis practice questions

9.1 Weak topology on normed spaces

9.1 Weak topology on normed spaces

Written by the Fiveable Content Team โ€ข Last updated August 2025
Written by the Fiveable Content Team โ€ข Last updated August 2025
๐ŸงFunctional Analysis
Unit & Topic Study Guides

The weak topology in normed spaces is a crucial concept in functional analysis. It's a less restrictive topology than the norm topology, allowing for more convergent sequences and compact sets. This makes it a powerful tool for studying linear functionals and operators.

Understanding the weak topology helps in analyzing convergence of sequences and series in infinite-dimensional spaces. It's particularly useful in applications to differential equations, optimization, and quantum mechanics, where weak convergence often occurs naturally.

Weak Topology on Normed Spaces

Weak topology in normed spaces

  • Defines the coarsest topology on a normed space XX that ensures continuity of all continuous linear functionals on XX
  • A subset UโŠ‚XU \subset X is weakly open if for every xโˆˆUx \in U, there exist continuous linear functionals f1,โ€ฆ,fnโˆˆXโˆ—f_1, \ldots, f_n \in X^* and ฯต>0\epsilon > 0 such that the set {yโˆˆX:โˆฃfi(y)โˆ’fi(x)โˆฃ<ฯต,i=1,โ€ฆ,n}\{y \in X : |f_i(y) - f_i(x)| < \epsilon, i = 1, \ldots, n\} is contained in UU
  • The basis for the weak topology on XX consists of sets of the form {xโˆˆX:โˆฃfi(x)โˆ’aiโˆฃ<ฯต,i=1,โ€ฆ,n}\{x \in X : |f_i(x) - a_i| < \epsilon, i = 1, \ldots, n\}, where f1,โ€ฆ,fnโˆˆXโˆ—f_1, \ldots, f_n \in X^*, a1,โ€ฆ,anโˆˆRa_1, \ldots, a_n \in \mathbb{R}, and ฯต>0\epsilon > 0
    • These basis sets are called weak neighborhoods (โ„“p\ell^p spaces, LpL^p spaces)

Comparison of weak vs norm topologies

  • To prove the weak topology is coarser than the norm topology, show every weakly open set is open in the norm topology
  • Let UU be a weakly open set in XX and xโˆˆUx \in U
    • There exist continuous linear functionals f1,โ€ฆ,fnโˆˆXโˆ—f_1, \ldots, f_n \in X^* and ฯต>0\epsilon > 0 such that {yโˆˆX:โˆฃfi(y)โˆ’fi(x)โˆฃ<ฯต,i=1,โ€ฆ,n}โŠ‚U\{y \in X : |f_i(y) - f_i(x)| < \epsilon, i = 1, \ldots, n\} \subset U
  • By continuity of linear functionals in the norm topology, there exists ฮด>0\delta > 0 such that โˆฅyโˆ’xโˆฅ<ฮด\|y - x\| < \delta implies โˆฃfi(y)โˆ’fi(x)โˆฃ<ฯต|f_i(y) - f_i(x)| < \epsilon for all i=1,โ€ฆ,ni = 1, \ldots, n
    • This means the open ball B(x,ฮด)={yโˆˆX:โˆฅyโˆ’xโˆฅ<ฮด}B(x, \delta) = \{y \in X : \|y - x\| < \delta\} is contained in UU (C[0,1]C[0,1], โ„“1\ell^1)
  • Thus, every weakly open set is open in the norm topology, proving the weak topology is coarser than the norm topology
Weak topology in normed spaces, An Introduction to Fuzzy Topological Spaces

Hausdorff property of weak topology

  • To show the weak topology is Hausdorff, prove for any two distinct points x,yโˆˆXx, y \in X, there exist disjoint weakly open sets UU and VV such that xโˆˆUx \in U and yโˆˆVy \in V
  • By the Hahn-Banach theorem, there exists a continuous linear functional fโˆˆXโˆ—f \in X^* such that f(x)โ‰ f(y)f(x) \neq f(y)
    • Let a=f(x)a = f(x) and b=f(y)b = f(y), and choose ฯต>0\epsilon > 0 such that (aโˆ’ฯต,a+ฯต)โˆฉ(bโˆ’ฯต,b+ฯต)=โˆ…(a - \epsilon, a + \epsilon) \cap (b - \epsilon, b + \epsilon) = \emptyset
  • Define weakly open sets U={zโˆˆX:โˆฃf(z)โˆ’aโˆฃ<ฯต}U = \{z \in X : |f(z) - a| < \epsilon\} and V={zโˆˆX:โˆฃf(z)โˆ’bโˆฃ<ฯต}V = \{z \in X : |f(z) - b| < \epsilon\}
    • xโˆˆUx \in U, yโˆˆVy \in V, and UโˆฉV=โˆ…U \cap V = \emptyset (โ„“2\ell^2, L2L^2)
  • Therefore, the weak topology is Hausdorff

Characteristics of weakly closed sets

  • A subset CโŠ‚XC \subset X is weakly closed if and only if for every sequence (xn)(x_n) in CC that converges weakly to xโˆˆXx \in X, we have xโˆˆCx \in C
    • Equivalently, CC is weakly closed if and only if it is closed in the weak topology (c0c_0, โ„“โˆž\ell^\infty)
  • A subset KโŠ‚XK \subset X is weakly compact if and only if every sequence in KK has a subsequence that converges weakly to a point in KK
    • By the Eberlein-ล mulian theorem, KK is weakly compact if and only if it is weakly sequentially compact
  • In a reflexive Banach space, a subset is weakly compact if and only if it is bounded and weakly closed
    • This follows from the Banach-Alaoglu theorem and the fact that the weak topology on a reflexive space coincides with the weak* topology on its dual (LpL^p spaces with 1<p<โˆž1 < p < \infty)