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Fractal Quasi-Equivalence Principle

Updated 14 July 2026
  • The fractal quasi-equivalence principle is a framework that asserts small, controlled perturbations in fractal systems leave key invariants, such as Hausdorff dimension and critical measures, essentially unchanged.
  • It employs modified Hausdorff metrics and quasi-unitary equivalences to compare shapes and energy forms, thereby extending classical results like Moran’s theorem to perturbed fractal structures.
  • Applications span geometrical fractals, operator theory on fractals, and symbolic expansions in number theory, with thresholds like δ < 1 marking the boundary for preserving fractal properties.

Searching arXiv for the cited works and closely related uses of “fractal quasi-equivalence principle.” The fractal quasi-equivalence principle denotes a class of preservation statements asserting that controlled perturbations or structured correspondences between fractal models leave central invariants essentially unchanged. In its geometric formulation, due to Junyang Yu, the principle states that small perturbations of the defining similitudes of a self-similar set produce a nearby invariant set in a Hausdorff-type shape metric while preserving the Moran dimension and the positivity and finiteness of the critical Hausdorff measure under the open set condition (Yu, 2009). Related formulations appear in operator theory, where quasi-unitary equivalence compares energy forms on fractals, graphs, metric graphs, and graph-like manifolds (Post et al., 2018), and in metric number theory, where digit-shifting maps or transference constructions preserve Hausdorff dimension for sets defined by Perron, Engel, Pierce, or continued-fraction expansions under explicit hypotheses (Moroz, 3 Oct 2025, Nakajima et al., 15 Feb 2025). This suggests that “quasi-equivalence” is best understood not as a single theorem but as a recurrent structural theme: perturb the presentation, preserve the fractal content.

1. Metric framework and shape comparison

Yu’s formulation begins with several modifications of the Hausdorff metric for nonempty compact subsets of a metric space, especially subsets of Rn\mathbb{R}^n. For compact sets A,BXA,B\subset X, the usual Hausdorff distance is

h(A,B)=max{supaAd(a,B),  supbBd(b,A)}.h(A,B)=\max\Big\{\sup_{a\in A}d(a,B),\;\sup_{b\in B}d(b,A)\Big\}.

To compare sets up to ambient symmetries rather than pointwise placement, Yu defines the absolute shape difference

h^(A,B)=inf{h(φ(A),ψ(B)):  φ,ψ are isometriesofRn}.\hat h(A,B)=\inf\bigl\{\,h(\varphi(A),\psi(B)):\;\varphi,\psi\ {\rm are\ isometries of }\mathbb{R}^n\}.

If A~\tilde A denotes the isometry class of AA, then h^\hat h is a complete metric on compact subsets of Rn\mathbb{R}^n modulo isometry. Restricting φ,ψ\varphi,\psi to orientation-preserving isometries yields the absolute rigid-shape difference h^rigid\hat h_{\rm rigid}. For bounded sets with positive radii

A,BXA,B\subset X0

Yu normalizes by scale and defines the relative shape difference

A,BXA,B\subset X1

which descends to a complete metric on compact sets up to similarity. Combining radius normalization with orientation-preserving similarities gives the relative rigid-shape difference A,BXA,B\subset X2; it is again complete (Yu, 2009).

These metrics shift attention from exact coincidence to equivalence of form. In Yu’s terminology, they provide a way to “gaze on fractals in an aspect of their ‘form’,” and they support the later definitions of A,BXA,B\subset X3-quasi-self-similarity, quasi-prototiles, and quasi-motifs.

2. A,BXA,B\subset X4-quasi-self-similar sets

Fix an iterated-function-system of similitudes A,BXA,B\subset X5, where each A,BXA,B\subset X6 has Lipschitz ratio A,BXA,B\subset X7. Its invariant self-similar set A,BXA,B\subset X8 satisfies

A,BXA,B\subset X9

For a multi-index h(A,B)=max{supaAd(a,B),  supbBd(b,A)}.h(A,B)=\max\Big\{\sup_{a\in A}d(a,B),\;\sup_{b\in B}d(b,A)\Big\}.0, Yu writes

h(A,B)=max{supaAd(a,B),  supbBd(b,A)}.h(A,B)=\max\Big\{\sup_{a\in A}d(a,B),\;\sup_{b\in B}d(b,A)\Big\}.1

A perturbation is described by a structure system h(A,B)=max{supaAd(a,B),  supbBd(b,A)}.h(A,B)=\max\Big\{\sup_{a\in A}d(a,B),\;\sup_{b\in B}d(b,A)\Big\}.2 for a compact set h(A,B)=max{supaAd(a,B),  supbBd(b,A)}.h(A,B)=\max\Big\{\sup_{a\in A}d(a,B),\;\sup_{b\in B}d(b,A)\Big\}.3, indexed by finite words, such that

h(A,B)=max{supaAd(a,B),  supbBd(b,A)}.h(A,B)=\max\Big\{\sup_{a\in A}d(a,B),\;\sup_{b\in B}d(b,A)\Big\}.4

Given nonnegative errors h(A,B)=max{supaAd(a,B),  supbBd(b,A)}.h(A,B)=\max\Big\{\sup_{a\in A}d(a,B),\;\sup_{b\in B}d(b,A)\Big\}.5 with h(A,B)=max{supaAd(a,B),  supbBd(b,A)}.h(A,B)=\max\Big\{\sup_{a\in A}d(a,B),\;\sup_{b\in B}d(b,A)\Big\}.6, Yu calls h(A,B)=max{supaAd(a,B),  supbBd(b,A)}.h(A,B)=\max\Big\{\sup_{a\in A}d(a,B),\;\sup_{b\in B}d(b,A)\Big\}.7 a h(A,B)=max{supaAd(a,B),  supbBd(b,A)}.h(A,B)=\max\Big\{\sup_{a\in A}d(a,B),\;\sup_{b\in B}d(b,A)\Big\}.8-perturbation of h(A,B)=max{supaAd(a,B),  supbBd(b,A)}.h(A,B)=\max\Big\{\sup_{a\in A}d(a,B),\;\sup_{b\in B}d(b,A)\Big\}.9, or h^(A,B)=inf{h(φ(A),ψ(B)):  φ,ψ are isometriesofRn}.\hat h(A,B)=\inf\bigl\{\,h(\varphi(A),\psi(B)):\;\varphi,\psi\ {\rm are\ isometries of }\mathbb{R}^n\}.0-quasi-self-similar, if

h^(A,B)=inf{h(φ(A),ψ(B)):  φ,ψ are isometriesofRn}.\hat h(A,B)=\inf\bigl\{\,h(\varphi(A),\psi(B)):\;\varphi,\psi\ {\rm are\ isometries of }\mathbb{R}^n\}.1

When h^(A,B)=inf{h(φ(A),ψ(B)):  φ,ψ are isometriesofRn}.\hat h(A,B)=\inf\bigl\{\,h(\varphi(A),\psi(B)):\;\varphi,\psi\ {\rm are\ isometries of }\mathbb{R}^n\}.2, one speaks of a h^(A,B)=inf{h(φ(A),ψ(B)):  φ,ψ are isometriesofRn}.\hat h(A,B)=\inf\bigl\{\,h(\varphi(A),\psi(B)):\;\varphi,\psi\ {\rm are\ isometries of }\mathbb{R}^n\}.3-quasi-self-similar set.

The dimensional theorem requires an Open Set Condition formulated directly for the perturbed structure system. There must exist disjoint open sets h^(A,B)=inf{h(φ(A),ψ(B)):  φ,ψ are isometriesofRn}.\hat h(A,B)=\inf\bigl\{\,h(\varphi(A),\psi(B)):\;\varphi,\psi\ {\rm are\ isometries of }\mathbb{R}^n\}.4 such that: (i) h^(A,B)=inf{h(φ(A),ψ(B)):  φ,ψ are isometriesofRn}.\hat h(A,B)=\inf\bigl\{\,h(\varphi(A),\psi(B)):\;\varphi,\psi\ {\rm are\ isometries of }\mathbb{R}^n\}.5; (ii) h^(A,B)=inf{h(φ(A),ψ(B)):  φ,ψ are isometriesofRn}.\hat h(A,B)=\inf\bigl\{\,h(\varphi(A),\psi(B)):\;\varphi,\psi\ {\rm are\ isometries of }\mathbb{R}^n\}.6 for h^(A,B)=inf{h(φ(A),ψ(B)):  φ,ψ are isometriesofRn}.\hat h(A,B)=\inf\bigl\{\,h(\varphi(A),\psi(B)):\;\varphi,\psi\ {\rm are\ isometries of }\mathbb{R}^n\}.7; (iii) each h^(A,B)=inf{h(φ(A),ψ(B)):  φ,ψ are isometriesofRn}.\hat h(A,B)=\inf\bigl\{\,h(\varphi(A),\psi(B)):\;\varphi,\psi\ {\rm are\ isometries of }\mathbb{R}^n\}.8 contains a ball of radius h^(A,B)=inf{h(φ(A),ψ(B)):  φ,ψ are isometriesofRn}.\hat h(A,B)=\inf\bigl\{\,h(\varphi(A),\psi(B)):\;\varphi,\psi\ {\rm are\ isometries of }\mathbb{R}^n\}.9 and lies in a ball of radius A~\tilde A0 (Yu, 2009).

This formulation is stricter than a vague “small perturbation” heuristic. The perturbation is controlled at every cylinder level, scaled by the contraction factor A~\tilde A1, and measured against the radius A~\tilde A2 of the unperturbed attractor.

3. Moran-type preservation, examples, and failure modes

Yu’s main theorem is a perturbative extension of Moran’s classical theorem. Let A~\tilde A3 be the unique solution of

A~\tilde A4

If A~\tilde A5 is a A~\tilde A6-quasi-self-similar set satisfying the Open Set Condition, then

A~\tilde A7

(Yu, 2009).

The proof follows the classical Moran scheme but with perturbed cylinder sets. Because

A~\tilde A8

the upper bound comes from covering A~\tilde A9 by the AA0 sets AA1 at level AA2, while the lower bound is obtained by pushing forward the Moran probability measure and applying the mass-distribution principle. Balls of radius AA3 meet only finitely many AA4 of comparable size, giving a bound of the form AA5.

Yu then formulates the Fractal Quasi-Equivalence Principle explicitly: small perturbations of the defining similitudes, measured by AA6, induce only small changes in the invariant set in the shape metric and preserve its geometry. In particular, for every AA7 there is a one-to-one correspondence

AA8

with

AA9

and

h^\hat h0

Conversely, any two self-similar sets with small shape-difference are generated by IFSSs whose ratios and translations differ by at most h^\hat h1 (Yu, 2009).

Yu’s examples illustrate both robustness and limits. Perturbations of the middle-third Cantor system obtained by replacing the maps h^\hat h2 and h^\hat h3 by

h^\hat h4

produce a h^\hat h5-perturbation with h^\hat h6; all such perturbations still have Hausdorff dimension h^\hat h7 and positive finite h^\hat h8-measure. Analogous statements hold for rotated planar Cantor constructions, and for von Koch and Sierpiński-type examples with small shear, rotation, or twist at each scale. The principle fails when the perturbation is too large: if h^\hat h9, a Cantor set can be perturbed into an ordinary line segment, and the fractal dimension may be lost entirely (Yu, 2009).

A common misconception is that quasi-equivalence means exact geometric rigidity. Yu’s counterexample regime shows the opposite: the principle is perturbative and genuinely thresholded, with Rn\mathbb{R}^n0 essential.

4. Operator-theoretic analogue: quasi-unitary equivalence of energy forms

A distinct but structurally related notion appears in the approximation of fractals by graph-like spaces. Post and Simmer define Rn\mathbb{R}^n1-quasi-unitary equivalence for closed non-negative quadratic forms Rn\mathbb{R}^n2 and Rn\mathbb{R}^n3 with form domains Rn\mathbb{R}^n4 and resolvents Rn\mathbb{R}^n5. Bounded operators

Rn\mathbb{R}^n6

and their restrictions Rn\mathbb{R}^n7 exhibit Rn\mathbb{R}^n8-quasi-unitary equivalence if Rn\mathbb{R}^n9 is almost isometric, φ,ψ\varphi,\psi0 is almost its adjoint, φ,ψ\varphi,\psi1 and φ,ψ\varphi,\psi2 are almost identities in the form-domain norms, φ,ψ\varphi,\psi3 and φ,ψ\varphi,\psi4 differ by at most φ,ψ\varphi,\psi5 in the form norms, and the forms almost commute through φ,ψ\varphi,\psi6 and φ,ψ\varphi,\psi7. Equivalently,

φ,ψ\varphi,\psi8

for some explicit φ,ψ\varphi,\psi9. If h^rigid\hat h_{\rm rigid}0 and all spaces coincide, this is exact unitary equivalence; if moreover h^rigid\hat h_{\rm rigid}1, it reduces to h^rigid\hat h_{\rm rigid}2 (Post et al., 2018).

The relation is transitive: if h^rigid\hat h_{\rm rigid}3 and h^rigid\hat h_{\rm rigid}4, then h^rigid\hat h_{\rm rigid}5 with

h^rigid\hat h_{\rm rigid}6

A corollary gives norm-resolvent control,

h^rigid\hat h_{\rm rigid}7

In the principal application, a symmetric post-critically finite fractal h^rigid\hat h_{\rm rigid}8 with self-similar Dirichlet form h^rigid\hat h_{\rm rigid}9 is approximated first by finite weighted graphs A,BXA,B\subset X00, then by metric graphs A,BXA,B\subset X01, and finally by graph-like manifolds A,BXA,B\subset X02. There is an explicit

A,BXA,B\subset X03

such that the discrete graph form A,BXA,B\subset X04 is A,BXA,B\subset X05-quasi-unitarily equivalent to A,BXA,B\subset X06. Under compatibility conditions

A,BXA,B\subset X07

the rescaled metric-graph energy A,BXA,B\subset X08 is A,BXA,B\subset X09-quasi-unitarily equivalent to A,BXA,B\subset X10. For graph-like manifolds, under uniform compatibility and shrinking cross-section,

A,BXA,B\subset X11

By transitivity, both A,BXA,B\subset X12 and A,BXA,B\subset X13 converge to A,BXA,B\subset X14 (Post et al., 2018).

The consequences are spectral as well as geometric. Norm-resolvent control yields convergence of heat semigroups in operator norm, convergence of spectral projectors for spectral windows disjoint from A,BXA,B\subset X15, Hausdorff convergence of spectra, and convergence of eigenvalues and eigenfunctions in energy norm and in A,BXA,B\subset X16. This extends the language of quasi-equivalence from attractor geometry to Laplacians and energy forms.

5. Symbolic quasi-equivalence in Perron, Engel, and Pierce expansions

Moroz develops another formulation in the setting of number expansions. For a rule A,BXA,B\subset X17, the positive and alternating Perron expansions define cylinders

A,BXA,B\subset X18

and both cylinder types have the same length

A,BXA,B\subset X19

Using refined covering families A,BXA,B\subset X20 and A,BXA,B\subset X21 consisting of finite unions of consecutive cylinders of a given rank, Moroz proves faithfulness: A,BXA,B\subset X22 for all relevant subsets A,BXA,B\subset X23 (Moroz, 3 Oct 2025).

The fractal equivalence principle for Perron expansions is exact. The bijection

A,BXA,B\subset X24

is measure-preserving on cylinders and hence preserves Hausdorff dimension: A,BXA,B\subset X25

The fractal quasi-equivalence principle arises when the expansions differ. For classical versus modified Engel expansions, the natural map is the digit shift

A,BXA,B\subset X26

This map is Lipschitz but not bi-Lipschitz on all of A,BXA,B\subset X27, so in general only

A,BXA,B\subset X28

holds. Under the growth hypothesis

A,BXA,B\subset X29

and on the restricted set

A,BXA,B\subset X30

one recovers equality: A,BXA,B\subset X31

For Pierce expansions in Perron and traditional notation, the shift is

A,BXA,B\subset X32

and the relevant growth condition is weaker: A,BXA,B\subset X33 If

A,BXA,B\subset X34

then for every A,BXA,B\subset X35 with the extra condition “all A,BXA,B\subset X36,”

A,BXA,B\subset X37

The proofs combine faithful coverings with cylinder-length estimates. The upper bound comes from Lipschitz control on cylinders, while the lower bound uses the fact that on the restricted sets the ratio A,BXA,B\subset X38 or its Pierce analogue stays uniformly away from A,BXA,B\subset X39 at sufficiently deep ranks (Moroz, 3 Oct 2025).

These results clarify that quasi-equivalence need not mean a global metric equivalence of codings. Dimension preservation may survive even when the underlying map fails to be bi-Lipschitz, provided the admissible digit growth compensates for the symbolic distortion.

6. Fractal transference in continued fractions

Nakajima and Takahasi formulate a related principle for continued fractions. Let

A,BXA,B\subset X40

so that A,BXA,B\subset X41 is an injection A,BXA,B\subset X42. Good and Ramharter showed that A,BXA,B\subset X43. The main transference theorem states that if A,BXA,B\subset X44 has positive upper density, then there exists A,BXA,B\subset X45 with

A,BXA,B\subset X46

such that for every A,BXA,B\subset X47,

A,BXA,B\subset X48

If A,BXA,B\subset X49, there is similarly A,BXA,B\subset X50 with A,BXA,B\subset X51 and

A,BXA,B\subset X52

Thus density-combinatorics properties of subsets of A,BXA,B\subset X53 transfer to digit-value patterns of continued fractions on a set of Hausdorff dimension A,BXA,B\subset X54 (Nakajima et al., 15 Feb 2025).

A relative version applies to sets of polynomial density exponent A,BXA,B\subset X55. If

A,BXA,B\subset X56

for large A,BXA,B\subset X57, then for every A,BXA,B\subset X58 with positive relative upper density there is a compact set

A,BXA,B\subset X59

with

A,BXA,B\subset X60

such that

A,BXA,B\subset X61

for all A,BXA,B\subset X62.

The proof uses Moran-type seed sets A,BXA,B\subset X63, a sparse insertion scheme, and an elimination map

A,BXA,B\subset X64

that deletes the inserted digits. The critical step is dimension preservation: the elimination map is shown to be “almost Lipschitz,” meaning Hölder of exponent A,BXA,B\subset X65 on sufficiently deep Cantor levels for every A,BXA,B\subset X66. Combined with standard Hölder-dimension estimates, this prevents the insertion process from lowering the dimension below that of the seed set (Nakajima et al., 15 Feb 2025).

The transference theorem recovers arithmetic progressions from Szemerédi’s theorem, polynomial progressions from Bergelson–Leibman, and relative analogues over the primes, primes of the form A,BXA,B\subset X67, and Piatetski–Shapiro sequences. It also has a declared limitation: the monotonic-digit subspace

A,BXA,B\subset X68

has the opposite behavior, and positive-density constraints on A,BXA,B\subset X69 force a strict dimension drop. This makes the non-monotonicity and large-gap structure of the injective-digit set essential (Nakajima et al., 15 Feb 2025).

7. Limits, misconceptions, and open directions

Across these settings, quasi-equivalence is a stability principle, not an identity principle. In Yu’s geometric theory, the threshold A,BXA,B\subset X70 is essential; beyond it, a self-similar fractal can degenerate into a non-fractal object such as a line segment (Yu, 2009). In the operator-theoretic theory, A,BXA,B\subset X71-quasi-unitary equivalence is weaker than exact unitary equivalence and is designed to control resolvents, semigroups, spectral projectors, and eigenfunctions rather than to identify spaces literally (Post et al., 2018). In the symbolic theory of expansions, the relevant maps may be Lipschitz but not bi-Lipschitz globally, so equality of Hausdorff dimension may require explicit growth hypotheses on the digits (Moroz, 3 Oct 2025).

Yu also proposes a broader analogy with non-crystalline solids and regular patterns. The questions include: given a diffraction-regular crystal model, how large a A,BXA,B\subset X72-perturbation still produces an essentially discrete diffraction pattern; what is the supremal A,BXA,B\subset X73 beyond which long-range order is lost, called the collapse value; whether different substances admit the same collapse threshold; how elastic, electric, and optical properties change quantitatively with A,BXA,B\subset X74; whether there exist bodies in A,BXA,B\subset X75 whose maximal packing density jumps discontinuously under arbitrarily small shape perturbations, the collapse property; and, in tilings and patterns, when A,BXA,B\subset X76-quasi-prototiles remain quasi-isohedral or when tile-transitivity is lost (Yu, 2009).

Taken together, these formulations show that the fractal quasi-equivalence principle has evolved into a unifying idiom for perturbative invariance. In Euclidean self-similarity it concerns attractors and Hausdorff measure; in analysis on fractals it concerns Dirichlet forms and spectral convergence; in number expansions it concerns faithful coverings and digit-shift maps; and in continued fractions it becomes a transference mechanism from density combinatorics to Hausdorff dimension. The common thread is precise control of distortion sufficient to preserve a chosen fractal invariant, together with explicit conditions under which that control breaks down.

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