For example, why does the Hausdorff measure of a flat disc go to zero when the power that the diameter is raised to (in the definition of the Hausdorff measure) reaches 3?
Why does Hausdorff measure go to zero as diameter power increases?
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Definition: Let $(X,d)$ be a metric space, let $E\subseteq X$, fix $s,\delta > 0$, and let $$ \mathscr{H}^s_{\delta}(E) = \inf\left\{ \sum_{j} r_j^s : E \subseteq \bigcup_{j} A_j, \operatorname{diam}(A_j) = r_j \le \delta \right\}. $$ Then the $s$-dimensional Hausdorff measure of $E$ is defined to be $$ \mathscr{H}^s(E) = \inf_{\delta > 0} \mathscr{H}^s_{\delta}(E) = \lim_{\delta \to 0^+} \mathscr{H}^{s}_{\delta}(X). $$
Technically, $\mathscr{H}^s$ defines an outer measure on $X$, but the restriction of this outer measure to the measurable sets (in the sense of Carathéodory) is a Borel regular outer measure, so let's just assume that we live in a universe where the Hausdorff measure has been restricted to the Hausdorff measurable sets, which includes all of the Borel sets.
Now, the Hausdorff measure just defined has a really interesting property: the $s$-dimensional measure of a set is infinite for small values of $s$, and zero for large values of $s$. Indeed, if we define $$ \dim_{\mathrm{H}}(E) = \sup \{ s : \mathscr{H}^s(E) = \infty \}, $$ then we have $$ \mathscr{H}^s(E) = \begin{cases} \infty & \text{if $s < \dim_{\mathrm{H}}(E)$, and} \\ 0& \text{if $s > \dim_{\mathrm{H}}(E)$.} \\ \end{cases} $$ That is, the $s$-dimensional Hausdorff measure is either infinite or zero almost all of the time, and can only be finite and nonzero for a very special value of $s$, which we call the Hausdorff dimension. In the case proposed by the question, a disk is two-dimensional, which implies that if $s < 2$ then the $s$-dimensional measure of the of the disk is infinite, and if $s > 2$ then the measure is zero. Note that $s$ need not be an integer.
So, why does the Hausdorff measure have this property? It basically comes down to the following proposition:
Proposition: The following hold:
- If $\mathscr{H}^s(E) < \infty$ and $t > s$, then $\mathscr{H}^t(E) = 0$, and
- if $\mathscr{H}^s(E) > 0$ and $t < s$, then $\mathscr{H}^t(E) = \infty$.
Proof: We show only the first (which, to be fair, completely answers the original question), and leave the second as an exercise—the proof is nearly identical.
Observe that if $\operatorname{diam}(A) = r < \delta$, then $$ \operatorname{diam}(A)^t = r^t = r^{t-s}r^s < \delta^{t-s} r^s. $$ From this, it follows that \begin{align} \mathscr{H}^t_{\delta}(E) &= \inf\left\{ \sum_{j} r_j^t : E \subseteq \bigcup_j A_j, \operatorname{diam}(A_j) = r_j < \delta \right\} \\ &\le \inf\left\{ \delta^{t-s} \sum_{j} r_j^s : E \subseteq \bigcup_j A_j, \operatorname{diam}(A_j) = r_j < \delta \right\} \\ &= \delta^{t-s} \inf\left\{ \sum_{j} r_j^s : E \subseteq \bigcup_j A_j, \operatorname{diam}(A_j) = r_j < \delta \right\} \\ &= \delta^{t-s} \mathscr{H}^s_{\delta}(E). \end{align} But we have assumed that $\mathscr{H}^s(E) < \infty$ and we have $t-s > 0$, so, taking limits on both sides, we have $$ \mathscr{H}^t(E) = \lim_{\delta \to 0} \mathscr{H}^t_{\delta}(E) \le \lim_{\delta \to 0} r^{t-s} \mathscr{H}^s_{\delta}(E) = \left(\lim_{\delta\to 0} r^{t-s}\right) \mathscr{H}^s(E) = 0.\tag*{$\blacksquare$}$$
Basically, the point of this proof is that if the $s$-dimensional Hausdorff measure of a set is known to be finite, then the $t$-dimensional Hausdorff measure of that set must be zero for all $t$ that are larger than $s$, because we can factor out a $\delta^{t-s}$ when we look at the sums-of-diameters of a $\delta$-covering. If you are looking for an intuition about what is happening, this is likely about as good as it gets—just pay attention to where that $\delta^{t-s}$ is coming from, and what it means about the Hausdorff measure in dimension $t$.
With a bit of extra work, we get the following interesting facts:
- By definition, $\dim_{\mathrm{H}}(E) = \sup\{ s : \mathrm{H}^s(E) = \infty \}$. From this and the above proposition, it follows that $$ \mathscr{H}^{t}(E) = 0 \qquad\forall t > \dim_{\mathrm{H}}(E) $$ (apply the proposition with $s = \frac{1}{2}(\dim_{\mathrm{H}}(E) + t)$; observe that $\mathscr{H}^s(E) < \infty$).
- Therefore we could equivalently define $$ \dim_{\mathrm{H}}(E) = \inf\{ s : \mathscr{H}^s(E) = 0 \}, $$ which justifies the dichotomy stated above.
- If it is known that $0 < \mathscr{H}^s(E) < \infty$, then we immediately know that the Hausdorff dimension of $E$ is $s$. Since it is not too difficult to show that the Lebesgue measure on $\mathbb{R}^n$ and the $n$-dimensional Hausdorff measure on $\mathbb{R}^n$ agree (up to a constant), it follows that any set of finite, nonzero Lebesgue measure in $\mathbb{R}^n$ must be of Hausdorff dimension $n$. In particular, a disk in $\mathbb{R}^2$ is $2$-dimensional. This means that the $(2+\varepsilon)$-dimensional Hausdorff measure of such a disk must be zero for all $\varepsilon > 0$, and the $(2-\varepsilon)$-dimensional Hausdorff measure of such a disk must be infinite for all $\varepsilon \in [0,2)$.
A flat disc $D$ of radius $1$ has area $\pi.$ For $n\in \Bbb N$ let $S_n$ be a set of open discs, each of diameter $1/n$ or less, with $\cup S_n \supset D$ and $$\sum_{t\in S_n}A(t)<2\pi,$$ where $A(t)$ is the area of $t.$
For $t\in S_n$ let $d(t)$ be the diameter of $t.$ Then $A(t)=\pi d(t)^2/4.$
Let $r>0.$ Then $$\sum_{t\in S_n} \pi d(t)^{2+r}/4=\sum_{t\in S_n}A(t)d(t)^r\leq \sum_{t\in S_n}A(t)(1/n)^r<2\pi(1/n)^r.$$ As $n\to \infty$ we have $2\pi (1/n)^r\to 0.$