Math 2.0

Functional analysis Definition

Mollifier

Builds on Bump functionSmooth function

Definition

Let n≥1n \ge 1. A mollifier on ℝn\R^n is a function φ ⁣:ℝn→ℝ\varphi \colon \R^n \to \R such that:

  1. φ\varphi is a bump function, that is, smooth with compact support;
  2. the support of φ\varphi lies in the closed unit ball {x:∣x∣≤1}\set{x : \abs{x} \le 1};
  3. φ(x)≥0\varphi(x) \ge 0 for all xx;
  4. ∫ℝnφ(x) dx=1\int_{\R^n} \varphi(x) \, dx = 1.

For ε>0\varepsilon > 0 the rescaled function is φε(x)=ε−nφ(x/ε)\varphi_\varepsilon(x) = \varepsilon^{-n} \varphi(x / \varepsilon).

Remarks

Each φε\varphi_\varepsilon is again smooth and nonnegative, has integral 11 by the change of variables x=εyx = \varepsilon y, and has support in the ball of radius ε\varepsilon. Some authors drop the sign condition 3 or replace condition 2 by compact support anywhere; the approximation properties remain.

Example: the standard mollifier is φ(x)={c exp⁡(−11−∣x∣2),∣x∣<1,0,∣x∣≥1,\varphi(x) = \begin{cases} c \, \exp\left( \dfrac{-1}{1 - \abs{x}^2} \right), & \abs{x} < 1, \\ 0, & \abs{x} \ge 1, \end{cases} with c>0c > 0 chosen so that the integral is 11. It is positive inside the ball and vanishes outside, so conditions 2 and 3 hold. It is smooth because t↦e−1/tt \mapsto e^{-1/t} for t>0t > 0, extended by 00 for t≤0t \le 0, is smooth, and φ(x)=c e−1/t\varphi(x) = c \, e^{-1/t} with t=1−∣x∣2t = 1 - \abs{x}^2.

Non-example: the Gaussian φ(x)=π−n/2e−∣x∣2\varphi(x) = \pi^{-n/2} e^{-\abs{x}^2} is smooth, positive and has integral 11. Its support is all of ℝn\R^n, so it fails condition 1 and condition 2. It still gives an approximate identity, but convolution with it does not preserve compact support.

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  1. Bump function concept
  2. Smooth function concept
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Further reading

  1. Web https://en.wikipedia.org/wiki/Mollifier
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