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Convergence in the Space of Test Functions 📂Distribution Theory

Convergence in the Space of Test Functions

In the test function space, ‘convergence’ is defined in a special way. Normally, when a space XX is given, convergence is defined using the norm or distance defined in XX. However, in the test function space, convergence is defined under stronger conditions to properly define and handle distributions.

Definition

Let ΩRn\Omega \subset \mathbb{R}^n be an open set, and {ϕj}\left\{ \phi _{j} \right\} be a sequence of test functions. We say that {ϕj}\left\{ \phi_{j} \right\} converges to 00 in the sense of D(Ω)\mathcal{D}(\Omega) if the following two conditions are satisfied, denoted as:

ϕjD0 \phi_{j} \overset{\mathcal{D}}{\to} 0

(a) There exists a KΩK \Subset \Omega that satisfies supp(ϕj)K j\mathrm{supp} (\phi_{j}) \subset K\quad \forall\ j.

(b) For each multi-index α\alpha, DαϕjD^{\alpha}\phi_{j} converges uniformly to 00.

Dαϕj0 D^{\alpha}\phi_{j} \rightrightarrows 0

Here, supp\mathrm{supp} refers to the support.

Explanation

The terminology may vary slightly depending on the author, but the term itself is not important.

  • Converges in the sense of the space D\mathcal{D}: converge in the sense of the space D\mathcal{D}1

  • Converges in D\mathcal{D}: converge in D\mathcal{D}2

Of course, if there’s no confusion in the context of a specific textbook or lecture, it can be simply denoted as ϕj0\phi_{j} \to 0. According to definition (b), if it converges in D\mathcal{D}, it also satisfies the usual meaning of convergence. The above definition can be generally written for all ϕ\phi as follows, not just for 00.


Let ΩRn\Omega \subset \mathbb{R}^n be an open set, and {ϕj}\left\{ \phi _{j} \right\} be a sequence of test functions. We say that {ϕj}\left\{ \phi_{j} \right\} converges to ϕ\phi in the sense of D(Ω)\mathcal{D}(\Omega) if the following two conditions are satisfied, denoted as ϕjϕ in D(Ω)\phi_{j} \to \phi \text{ in } D(\Omega):

(a) There exists a KΩK \Subset \Omega that satisfies supp(ϕjϕ)K j\mathrm{supp} (\phi_{j}-\phi) \subset K\quad \forall\ j.

(b) For each multi-index α\alpha, DαϕjD^{\alpha}\phi_{j} converges uniformly to DαϕD^{\alpha} \phi. DαϕjDαϕ D^{\alpha}\phi_{j} \rightrightarrows D^{\alpha}\phi


  1. Robert A. Adams and John J. F. Foutnier, Sobolev Space (2nd Edition, 2003), p19-20 ↩︎

  2. Daniel Eceizabarrena perez, Distribution Theory and Fundamental Solutions of Differential Operators (2015), p3 ↩︎