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What extra assumption turns weak convergence into strong convergence?

The extra assumption required is that the norms of the sequence converge to the norm of the limit, i.e., ∥xn∥→∥l∥\|x_n\| \to \|l\|. When combined with weak convergence, this condition implies strong convergence.

Conditions

  • HH is a Hilbert space.
  • (xn)(x_n) is a sequence in HH converging weakly to ll.
  • ∥xn∥\|x_n\| converges to ∥l∥\|l\|.

Reasoning, step by step

  1. Assume (xn)(x_n) converges weakly to ll.
  2. Assume additionally that ∥xn∥→∥l∥\|x_n\| \to \|l\|.
  3. Use the polarization identity or expand ∥xn−l∥2=∥xn∥2−2⟨xn,l⟩+∥l∥2\|x_n - l\|^2 = \|x_n\|^2 - 2\langle x_n, l \rangle + \|l\|^2.
  4. Note that ⟨xn,l⟩→⟨l,l⟩=∥l∥2\langle x_n, l \rangle \to \langle l, l \rangle = \|l\|^2 by weak convergence (choosing v=lv=l).
  5. Conclude that ∥xn−l∥2→∥l∥2−2∥l∥2+∥l∥2=0\|x_n - l\|^2 \to \|l\|^2 - 2\|l\|^2 + \|l\|^2 = 0, so ∥xn−l∥→0\|x_n - l\| \to 0, which is strong convergence.

Example

The proposition slide states: 'Let (xnx_n) be a weakly converging sequence to l. Further assume that ||xnx_n|| converges to ||l||. Then (xnx_n) converges strongly to l.'

Common misconceptions

  • Thinking that any bounded sequence converging weakly also converges strongly.
  • Assuming that the extra assumption is about the convergence of inner products, which is already part of the definition of weak convergence.

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