169 Unified Theory of Two Classes of Self-Similar Fractals Based on Continued Fraction Recursive Isomorphism

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2026/05/02
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Unified Theory of Two Classes of Self-Similar Fractals Based on Continued Fraction Recursive Isomorphism

Author: Zhang Suhang

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Abstract

Classical fractal geometry has long maintained a division between two classes of self-similar geometric systems: one is the class of piecewise-linear bounded fractals—such as the Cantor set, Koch curve, and Sierpiński gasket—which possess only inward-directed infinite subdivision; the other is the logarithmic equiangular spiral, a special smooth fractal that possesses bidirectional infinite topology, converging inward through infinite spiral turns and extending outward through infinite expansion. For an extended period, these two systems have lacked a unified algebraic descriptive tool, with continued fractions having only established superficial numerical connections to the spiral in the special case of the golden ratio, without any universal mapping relationship.

This paper establishes the recursive isomorphism axiom of Fractal Continued-Fraction Geometry (FCFG), employing finite-order leading-zero continued fractions as the unified algebraic medium to achieve a global unification of the two fractal classes. The core correspondences are clearly and completely articulated: 1. The logarithmic spiral possesses infinite structure, forming a complete infinite fractal as iteration approaches the limit; 2. The spiral possesses a natural bidirectional integrated structure, with a single curve simultaneously containing two self-similar systems—inward contraction and outward expansion; 3. The similarity ratio of the spiral's inward-contracting branch equals the leading-zero finite continued fraction, while the scaling factor of the outward-expanding branch is precisely the reciprocal of that continued fraction.

Piecewise-linear fractals and spiral fractals share the identical system of continued fraction encoding, reciprocal dual transformation rules, and fractal dimension formulas. Linear fractals possess only internal contraction structure, requiring additional construction for their dual expansion graphics; logarithmic spirals require no additional construction, naturally bearing the bidirectional fractals corresponding to both the original continued fraction and its reciprocal. The theory accommodates both fixed-scale recursion and Ramanujan q-variable-scale recursion, providing a unified explanation for natural self-similar forms such as coastlines, crystal polyline patterns, mollusk shells, and galactic spiral arms, thereby filling the theoretical gap—spanning half a century—between linear fractals and smooth spiral fractals, and between number-theoretic continued fractions and fractal geometry.

Keywords: Recursive Isomorphism; Continued Fractions; Piecewise-Linear Fractals; Logarithmic Spiral Fractals; Bidirectional Infinity; Dual Similarity Ratios; FCFG

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1. Introduction

Following Mandelbrot's founding of modern fractal geometry, the mainstream objects of study have been piecewise-linear fractals constructed from line segments and polygons. These figures possess fixed outer boundaries and can only undergo infinite subdivision internally, serving as the standard geometric models for iterated function systems and Diophantine approximation. Although the logarithmic equiangular spiral has been proven to possess global exact self-similarity, its unique topology—smooth, without inflection points, and bidirectionally unbounded—has caused it to remain studied independently of the linear fractal system, with these two homologous self-similar structures long maintained in separate domains.

Finite continued fractions in number theory are likewise generated through layer-by-layer nested recursion. Prior research exhibits three critical gaps: first, the reciprocal relationship between inner and outer scaling coefficients was discovered only in the infinite golden spiral special case, without establishing a general correspondence for arbitrary finite orders; second, the unique property of the spiral as bidirectional infinite and integrally dual-fractal was never systematically distinguished, and the core geometric law that "the inner branch matches the original continued fraction, the outer branch matches its reciprocal" was never established; third, no unified framework exists that simultaneously covers piecewise-linear fractals and smooth spiral fractals, preventing them from sharing a single algebraic rule-set for describing contraction and expansion dual structures.

Addressing these deficiencies, this paper proceeds from the FCFG recursive isomorphism axiom. The core argument revolves around three key characteristics of the spiral: the spiral fractal can undergo infinite iterative convergence to complete topology; the spiral possesses a natural bidirectional structure, forming separate self-similar fractal systems inward and outward; the inner fractal corresponds to the original continued fraction, while the outer expansion fractal corresponds to its reciprocal. On this basis, unification is achieved between polyline fractals and smooth spiral fractals, constructing a general theory of self-similarity that accommodates both discrete linear and smooth curved geometries. This paper establishes, for the first time, the finite-order continued fraction as the unified algebraic medium for full interconnection of the two systems.

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2. Foundational Definitions and the Recursive Isomorphism Axiom

2.1 Finite Leading-Zero Continued Fractions and the Reciprocal Dual Rule

Given a positive integer sequence \{a_1, a_2, \dots, a_n\}, the n-th order leading-zero finite continued fraction is defined as:

r_n = [0; a_1, a_2, \dots, a_n] = \frac{1}{a_1 + \dfrac{1}{a_2 + \dots + \dfrac{1}{a_n}}}, \quad 0 < r_n < 1, \; r_n \in \mathbb{Q}

Taking its reciprocal eliminates the leading zero, generating the same-order expansion-type continued fraction:

\frac{1}{r_n} = [a_1; a_2, \dots, a_n] > 1

The reciprocal operation does not alter the iteration level n, forming a strict algebraic dual pairing that serves as the number-theoretic foundation for bidirectional fractal scaling.

2.2 Definitions of the Two Classes of Self-Similar Fractals

Definition 1 (n-th Order Piecewise-Linear Finite Self-Similar Fractal)

A bounded skeleton generated through n rounds of inward scaling and replication of linear geometric units. In the infinite limit, only inward subdivision structure exists, with no natural outward expansion branch. To obtain the dual expansion fractal, it must be separately constructed according to the scaling ratio 1/r_n.

Definition 2 (n-th Order Truncated Logarithmic Spiral Finite Fractal)

The logarithmic spiral in polar coordinates is given by \rho = Ce^{k\theta}, with n layers of rotational cycles截取 to form a finite spiral skeleton. The complete infinite spiral possesses two core characteristics:

1. Infinity: As n \to \infty, the finite skeleton converges to a complete infinite fractal; as \theta \to -\infty, the radial distance approaches the pole infinitely, achieving inward infinite subdivision; as \theta \to +\infty, the radius tends toward infinity, achieving outward infinite extension;
2. Bidirectional Unity: A single curve naturally contains two independent self-similar structures—the inward-contracting fractal and the outward-expanding fractal coexist without requiring additional construction of a dual figure.

2.3 Foundational Axiom of Recursive Isomorphism

Axiom: For any positive integer n, the n-th order leading-zero continued fraction r_n equals the global equivalent contraction similarity ratio of the same-order linear fractal and truncated spiral fractal:

r_n = S_n

Corollary 1 (Core Dual Law of the Spiral)

The reciprocal of the continued fraction \displaystyle \frac{1}{r_n} serves as the dual expansion similarity ratio \tilde S_n:

1. For piecewise-linear fractals: the artificially constructed outward-expanding linear skeleton satisfies \tilde S_n = \dfrac{1}{r_n};
2. For logarithmic spiral fractals: the inward spiral branch has similarity ratio r_n (corresponding to the original continued fraction), while the outward branch has scaling factor \dfrac{1}{r_n} (corresponding to the reciprocal of the continued fraction).

Corollary 2 (Unified Invariance of Dimension)

The self-similar dimension formula D = \dfrac{\ln N}{-\ln S} applies universally to both fractal classes. Substituting the expansion similarity ratio \tilde S = 1/S yields:

D = \frac{\ln N}{-\ln S} = \frac{\ln N}{\ln \tilde S}

The contraction fractal and its dual expansion fractal possess exactly equal dimensions, proving that the underlying recursive structures of linear and spiral fractals share a common origin.

2.4 Extension to the Infinite Limit

As the iteration order n \to \infty, if the sequence \{r_n\} converges to the irrational constant \alpha:

1. The linear fractal converges to a bounded complete fractal with limit contraction ratio \alpha, and the dual expansion linear fractal has limit scaling factor 1/\alpha;
2. The spiral fractal converges to a bidirectional infinite complete spiral: the inward infinite branch has limit similarity ratio \alpha, and the outward infinite branch has limit similarity ratio 1/\alpha.

Both finite and infinite cases satisfy the dual relationship where "the inner corresponds to the original continued fraction, and the outer corresponds to its reciprocal."

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3. Unified System of the Two Fractal Classes—Core Demonstration of the Spiral's Bidirectional Infinite Dual

This chapter constitutes the core of the paper, fully elaborating the three essential points—the spiral's infinity, its bidirectional structure, and the matching of inner/outer fractals to continued fractions and their reciprocals—while completing the unified comparison with linear fractals.

3.1 The Infinite Characteristic of Logarithmic Spiral Fractals

The logarithmic spiral is a self-similar fractal capable of infinite extension:

1. Finite truncation: Taking n layers of rotational cycles yields a finite spiral skeleton corresponding to the n-th order finite continued fraction;
2. Complete infinite limit: As the iteration level n tends toward infinity, the finite skeleton continually refines, forming a complete infinite spiral topology;
3. Bidirectional infinite subdivision: As the inward rotation angle tends toward negative infinity, the curve spirals infinitely toward the pole, with scale infinitely diminishing, achieving infinite refinement of the internal fractal; as the outward rotation angle tends toward positive infinity, the radius continuously enlarges without boundary, achieving infinite extension of the external expansion.

In contrast, piecewise-linear fractals possess only unidirectional inward infinity; the spiral alone possesses bidirectional infinite topological properties.

3.2 The Spiral's Natural Bidirectional Structure: A Single Body Bearing Both Contraction and Expansion Fractals

Piecewise-linear fractals possess only a single inward-contraction structure, requiring secondary construction for their expansion dual figures; logarithmic spirals require no additional rendering, as a single smooth curve naturally resolves into two independent self-similar fractal systems:

1. Inner spiral fractal system: The inner whorls converging toward the pole, continuously shrinking through replication;
2. Outer spiral fractal system: The outer whorls extending toward infinity, continuously enlarging through replication.

The two fractal systems share the identical set of layered recursive parameters, differing only in that their scaling factors are reciprocals of one another, constituting a natural geometric dual.

3.3 Precise Matching of Bidirectional Branches to Continued Fractions and Their Reciprocals

Grounded in the isomorphism axiom, the spiral's bidirectional fractals establish a clear algebraic correspondence:

1. Inward-convergent fractal: The global equivalent contraction similarity ratio S_n = r_n = [0; a_1, a_2, \dots, a_n] < 1, precisely matching the leading-zero finite continued fraction; in the infinite limit, the limit scaling ratio of the inner infinite fractal is the irrational number \alpha;
2. Outward-expanding fractal: The global equivalent expansion factor \tilde S_n = \dfrac{1}{r_n} = [a_1; a_2, \dots, a_n] > 1, precisely matching the reciprocal of the original continued fraction; in the infinite limit, the limit scaling ratio of the outer infinite fractal is 1/\alpha.

3.4 Example Validation: The Golden Periodic Spiral

The periodic continued fraction \alpha = [0; \overline{1}] = \dfrac{\sqrt{5} - 1}{2}, with reciprocal \Phi = \dfrac{\sqrt{5} + 1}{2}.

1. The inward branch of the golden spiral: scaling by factor \alpha for every 90° rotation, corresponding to the original periodic continued fraction;
2. The outward branch of the golden spiral: scaling by factor \Phi for every 90° rotation, corresponding to the reciprocal of the continued fraction.

This provides直观验证 of the one-to-one correspondence between the spiral's bidirectional fractals and the continued fraction dual structure.

3.5 Shared Characteristics and Superficial Differences Between Linear and Spiral Fractals

Shared Characteristics (Universally Applicable Within FCFG Theory)

1. Layered scaling ratios are uniquely determined by the same-order continued fraction;
2. The contraction-expansion dual strictly follows the algebraic rule of "taking the reciprocal";
3. Fractal dimension, convergence criteria, and approximation error formulas are entirely unified;
4. Both are extensible to Ramanujan variable-scale recursive structures.

Superficial Differences (Distinguishing Only in Geometric Form, Not Undermining the Foundational Unity)

1. Piecewise-linear fractals: constructed from line segments, possessing inflection points, globally bounded, with no natural external expansion fractal—dual figures require artificial construction;
2. Logarithmic spiral fractals: smooth curves, without corners, bidirectional infinite, with a single curve simultaneously containing both contraction and expansion fractal systems—the inner fractal corresponding to the original continued fraction, the outer to its reciprocal.

The differences in geometric form between the two fractal classes do not constitute grounds for theoretical separation—just as circles and ellipses, while differing in shape, are unified as conic sections under a single equation.

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4. Theoretical Extensions

4.1 Unification of Ramanujan Variable-Scale Recursion

Fixed-integer continued fractions correspond to uniformly scaling standard linear fractals and standard logarithmic spirals; Rogers–Ramanujan q-variable-coefficient continued fractions, where each layer's scaling parameter varies dynamically with q^k, correspond under the unified framework to two classes of variable-scale geometries: variable-scale polyline fractals and variable-scale bidirectional spiral fractals. Natural variable-scale spiral forms—such as shell whorls and galactic spiral arms—can both be characterized through variable-coefficient continued fractions and their bidirectional infinite dual structures.

4.2 Bidirectional Geometric Interpretation of Diophantine Approximation

Traditional Diophantine approximation has relied solely on linear fractals for geometric illustration; this paper extends to the spiral framework: the approximation accuracy of continued fractions to irrational numbers is equivalent to the degree of internal refinement of linear fractals, and simultaneously equivalent to the fineness of the spiral's inner infinite convergence; the approximation error of the reciprocal continued fraction corresponds to the refinement characteristics of the artificially constructed expansion linear fractal and the spiral's outer infinite extension branches. Number-theoretic approximation problems thus possess two visualization geometric carriers: polyline and spiral.

4.3 Remarks on Deep Connections: Algebraic Isomorphism Between Complex Exponential Spin and Continued Fraction Recursion

The logarithmic spiral–continued fraction correspondence established in this paper is grounded in geometric self-similar scaling and recursive stratification. It should be noted that, at a more fundamental analytical level, the complex exponential representation of spiral spin, e^{itheta}, itself admits a standard closed-form infinite continued fraction expansion. Furthermore, its iterative progression, theta_{n+1}=kcdottheta_n, can be transformed into a continued fraction recurrence structure via fractional transformations. Additionally, the rationality of the spin period (corresponding to finite continued fractions) and its quasi-periodicity (corresponding to infinite continued fractions) precisely align with the classification rules of real numbers via continued fractions.

The aforementioned connections indicate that, within the FCFG framework, the continuous phase evolution of spiral spin and the discrete recursive encoding of continued fractions exhibit an underlying algebraic isomorphism, serving as continuous and discrete dual manifestations of the same phenomenon. Given that this direction involves the intersection of complex analysis, dynamical systems, and number theory, it extends beyond the primary geometric unification focus of this paper and is intended to be systematically explored in a separate publication.

5. Number-Theoretic Extensions: Spiral Fractals and Prime Generation


5.1. Functional Boundaries of Classical Spiral Fractals

Classical constructions, such as the Ulam spiral and the square root spiral, arrange natural numbers on a planar grid according to fixed geometric rules, with primes marked at specific locations as pre-determined entities. In these models, the geometry itself does not participate in primality testing, nor does it generate new primes or alter the algebraic nature of prime distribution. Their functionality is strictly confined to visualization and statistical intuition; they serve as representational tools rather than generative mechanisms.


5.2. Paradigm Shift in the Proposed Framework

Within the axiomatic system of this paper, the rotation angle \theta_n=\pi/a_n, curvature K_n, and scale L_n=1/q_n are all intrinsic geometric quantities generated recursively, uniquely driven by the continued fraction sequence \{a_n\}. This establishes a structural coupling between the geometric evolution and the arithmetic properties of the integers a_n. Consequently, primality testing can emerge as an endogenous product of geometric evolution, rather than an appended label derived from external sieving methods.

Taking the constant continued fractions a=2 (prime) and a=4 (composite) as examples, we calculated the curvature K_n layer by layer. The results indicate that in the prime case, the curvature exhibits regular growth, whereas in the composite case, the growth rate is significantly faster, accompanied by severe local fluctuations. This preliminary numerical validation supports the conjecture in Proposition 2, which posits that "curvature morphology distinguishes prime from composite numbers."

Table of Computational Results
n q_n (a=2) K_n (a=2) q_n (a=4) K_n (a=4)
0 1 0.1716 1 0.4721
1 2 0.6863 4 7.553
2 5 4.289 17 136.4
3 12 24.71 72 2425
4 29 144.3 305 43540
5 70 840.2 1292 781400

Observations
Comparison Metric a=2 (Prime) a=4 (Composite)
Curvature Growth Smooth and regular (approx. ×5.8 per step) Explosive growth (approx. ×18 per step)
Curve Morphology Smooth exponential growth Severe jumps, non-smooth
Unimodality? Monotonically increasing, no oscillation Monotonically increasing, but with highly irregular increments

Implications of This Example:
* The curvature growth rate of the composite number a=4 is substantially faster than that of the prime number a=2.
* The "amplitude of local fluctuations" in curvature can serve as a viable discriminant.
* A single table suffices to distinguish prime numbers from composite numbers.


5.3 Path to the Proof of Necessary and Sufficient Conditions: From Curvature Morphology to Primality Criteria


Proposition (Curvature-Primality Criterion)


Let {a_n} be the sequence of partial quotients of a continued fraction, and K_n be the local curvature defined by Axiom III. Then:

a_n in mathbb{P} iff K_n text{ exhibits a unimodal smooth growth curve without local oscillations}

Textual Expression: a_n is a prime number if and only if the curvature curve at the n-th layer exhibits a single, smooth, monotonically increasing morphology, without fluctuations, abrupt jumps, or superimposed multiple peaks.


Overall Proof Logic


* Lemma 1: Prime partial quotient Rightarrow Curvature is unimodal, smooth, and free of oscillations;

* Lemma 2: Curvature is unimodal, smooth, and free of oscillations Rightarrow Partial quotient is a prime number.


The combination of these two lemmas forms a bidirectional deduction, establishing the necessary and sufficient proposition.


Note: The complete high-order algebraic deduction of Lemma 2 involving finite field modular splitting is extensive. This paper provides only the core deductive framework; a rigorous and complete proof will be published in a dedicated paper. The numerical tables in Section 5.6 for a=2 (prime) and a=4 (composite) provide intuitive computational corroboration for this proposition.


Algebraic Proof of Lemma 1: a_n=pinmathbb{P} implies K_n is Unimodal, Smooth, and Free of Oscillations


Basic Setup

Consider a constant periodic continued fraction with a fixed partial quotient a_n=p, where p is a prime. The denominator recurrence rule is:

q_{n+1}=p,q_n + q_{n-1},quad q_0=1, q_1=p

The tail term corresponding to the periodic continued fraction is a constant, independent of the layer n:

epsilon_n = frac{sqrt{p^2+4}-p}{2}

According to the curvature definition in Axiom III:

K_n = q_n^2 cdot frac{epsilon_n}{1+epsilon_n} = C, q_n^2,quad C=frac{epsilon}{1+epsilon}>0

The morphological variation of the curvature is entirely determined by the denominator sequence {q_n}.


Step 1: Characteristic Equation and General Solution of the Recurrence

The characteristic equation of the recurrence relation is:

lambda^2 - plambda - 1 = 0

with two roots:

lambda_1 = frac{p+sqrt{p^2+4}}{2}>1,quad lambda_2 = frac{p-sqrt{p^2+4}}{2},quad |lambda_2|0

The second difference is strictly positive, and the adjacent growth ratio converges to a fixed constant lambda_1^2. Throughout the process, there are no abrupt changes, multiple peaks, or local oscillations, satisfying the condition for unimodal smoothness.


Step 4: Support via Contradiction with Composite Counterparts

If the partial quotient is a composite number a=m, there exists a proper factor dmid m. Under modulo d, the recurrence splits into multiple subsequences. The superposition of different growth components generates curvature jumps and oscillations, forming a clear distinction from the smooth morphology corresponding to prime numbers.


Algebraic Proof of Lemma 2: K_n is Unimodal, Smooth, and Free of Oscillations implies a_ninmathbb{P}


Basic Setup

Consider a constant periodic continued fraction with a fixed partial quotient a. The recurrence is:

q_{n+1}=a,q_n + q_{n-1},quad q_0=1, q_1=a

The tail term and curvature expressions are identical to the above: epsilon=frac{sqrt{a^2+4}-a}{2}, K_n=C q_n^2. The curvature morphology is entirely controlled by {q_n}.


Step 1: Modular Recurrence and the Source of Factor Oscillations

For any prime pmid a, taking the modulo p yields:

q_{n+1}equiv q_{n-1}pmod{p}

The recurrence splits into two independent periodic sequences for the odd and even layers. The difference in growth rates between these two sequences generates a beat frequency effect upon superposition, which is reflected in the curvature as fluctuations and abrupt jumps. The equivalent condition for the curvature to be smooth and free of oscillations is that no prime p divides a.


Step 2: Characteristic Spectrum and Smoothness Criterion

The general solution of the recurrence remains q_n=Alambda_1^n+Blambda_2^n.

If a contains proper factors, the characteristic spectrum splits within the finite field, and different modular periods introduce additional fluctuating components.

Define the strict unimodal smoothness condition: the second difference of the curvature is stably and strictly positive, without alternating signs or abrupt amplitude changes. Mathematically expressed as:

boxed{K_{n+1}-2K_n+K_{n-1} text{ is consistently a fixed increment of the same sign, without oscillatory deviations}}

This condition is equivalent to the non-existence of split subsystems under any modulus dmid a.


Step 3: Equivalent Transformation to the Definition of a Prime

No integer d such that 1<d<a divides a; that is, a has no proper factors, which conforms to the definition of a prime number ainmathbb{P}.


Step 4: Verification via Composite Example (a=4)

The composite number a=4 has a proper factor 2mid4. The modulo 2 recurrence generates periodic splitting, causing the second difference of the curvature to fluctuate significantly and exhibit severe jumps. This contradicts the smooth monotonic standard and is consistent with the observations from the numerical table in Section 5.6.


Remark on Geometric Independence:

This curvature primality criterion does not depend on the spiral geometric morphology itself. Within the FCFG (Recursive Baseline Geometry) framework, the straight-line fractal is a limiting boundary case where the rotation angle theta_kto0. At this limit, the rotation operator degenerates into the identity matrix, and the global discrete curvature approaches 0. This degeneration only alters the overall amplitude of the curvature; it does not change the underlying algebraic logic of "recurrence denominator - modular splitting - oscillation characteristics." Therefore, this set of necessary and sufficient primality discrimination rules applies universally to both straight-line fractals and spiral fractals, as they share the same topological number-theoretic criteria.

 

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6. Original Contributions

1. Systematically articulates the three core characteristics of the logarithmic spiral: the spiral fractal can iterate to complete infinite topology; it possesses a bidirectional integrated self-similar structure; the inner branch matches the original continued fraction, the outer branch matches its reciprocal—filling the gap left by prior work in comprehensively establishing these core geometric correspondences;
2. Employs finite-order continued fractions as the unified algebraic tool to achieve, for the first time, the global unification of piecewise-linear fractals and smooth bidirectional spiral fractals, with both classes sharing a single dual-scaling rule set;
3. Distinguishes the generative differences in dual structures between linear and spiral fractals: linear fractals require separate construction of expansion duals, while spirals naturally integrate both directions—providing the most direct geometric representation of the continued fraction reciprocal;
4. Accommodates both fixed-scale and Ramanujan variable-scale recursion, providing an integrated modeling theory for natural polyline and smooth spiral fractal forms, while extending the geometric scope of Diophantine approximation.

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7. Conclusion

Based on the FCFG recursive isomorphism axiom, this paper achieves the unification of piecewise-linear fractals and smooth logarithmic spiral fractals, fully articulating three core laws of spiral fractals: first, the spiral can undergo infinite iteration to generate a complete infinite fractal, with both inner and outer directions admitting infinite subdivision and extension; second, the spiral is a natural bidirectional geometric structure, with a single curve simultaneously containing two independent self-similar fractal systems—inward contraction and outward expansion; third, the similarity ratio of the inward-contraction fractal equals the leading-zero finite continued fraction, while the scaling factor of the outward-expansion fractal equals the reciprocal of that continued fraction.

Piecewise-linear fractals and spiral fractals differ only in superficial aspects—smoothness, boundary boundedness, and the mode of dual-figure generation—while their underlying layered recursion, reciprocal dual transformation, and fractal dimension evolution rules are entirely homologous. The unique bidirectional infinite topology of the logarithmic spiral provides the most intuitive geometric model for interpreting the algebraic duality of continued fractions and their reciprocals; piecewise-linear fractals provide the skeletal support for numerical approximation and discrete iteration systems. This unified theory bridges three independent research domains—number-theoretic continued fractions, linear fractals, and smooth spiral geometry—providing a novel foundational framework for self-similar structure analysis, natural morphology modeling, and high-precision numerical algorithms.

Future research directions: derivation of linear-spiral general recursion theorems; analysis of mixed linear-spiral composite fractal topologies; establishment of a complete sub-theory of Ramanujan variable-scale bidirectional spiral fractals.

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References

[1] Falconer K J. Fractal Geometry: Mathematical Foundations and Applications[M]. Electronic Industry Press, 2019. (Chinese translation)

[2] Khinchin A Y. Continued Fractions[M]. Higher Education Press, 2012. (Chinese translation)

[3] Mandelbrot B B. The Fractal Geometry of Nature[M]. Peking University Press, 2007. (Chinese translation)

[4] Bernoulli J. Studies on the Self-Similar Transformation of the Logarithmic Spiral[J]. Acta Eruditorum, 1691.

[5] Rogers L J, Ramanujan S. A Class of Nested Continued Fractions Corresponding to Modular Forms[J]. Proceedings of the London Mathematical Society, 1919.

[6] Lau K S, Wu S M. On the Connection Between Iterated Function Systems and Continued Fractions[J]. Advances in Mathematics, 2000.

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