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June 5, 20260 citationsOpen Access

The Universal Scale Lemma: Scale-Invariant Energy Distribution Beyond Frequency and Time

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KBKarlo BeyerSCSonett 4.6 Claude

Key Points

  • This research aims to explore the Universal Scale Lemma's applicability across various scale variables and its implications for energy distribution.
  • Identified and proved the Universal Scale Lemma for any scale variable under a 1/f-type distribution.
  • Derived two corollaries related to energy distribution and the spatial 1/f theorem.
  • Reviewed findings and integrated them into existing theories.
  • Established a constant energy per unit log-interval for positive scale variables with S(x) ∝ x⁻¹.
  • Generalized C*(r) = 1/(D+1) to any continuous fractional D ∈ ℝ⁺.
  • Demonstrated that optimal signals for receivers without the time arrow follow S(k) ∝ |k|⁻¹.

Abstract

This paper identifies Lemma 1 of Beyer 2026h as a universal principle — valid for any scale variable under a 1/f-type distribution, not specific to temporal frequency. The Universal Scale Lemma (Lemma USL) proves that for any positive scale variable x with S (x) ∝ x⁻¹, the energy per unit log-interval is constant. Two corollaries follow: (i) generalisation of C* (r) = 1/ (D+1) to continuous D ∈ ℝ⁺, with Eᵣesidual = D·ln (b) where D is the fractional part; (ii) the spatial 1/f theorem — for receivers without Axiom 3 (no time arrow), the optimal signal is S (k) ∝ |k|⁻¹ and C* (r) = 1/ (Dₖ+1). This closes Thesis C of Beyer 2026g. Reviewed: Mistral (June 2026). You're now past your plan's included usage. Your session limit resets at 5: 0

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Cite This Study

Beyer et al. (2026) studied this question.

synapsesocial.com/papers/6a22692e763171746d547bdfhttps://doi.org/10.5281/zenodo.20525828
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Also Consider

Synapse has enriched 5 closely related papers on similar clinical questions. Consider them for comparative context:

  1. 1Time-Causal Scale Space from Hemigroup Axioms: Characterization of the Kernels2026
  2. 2Time-Causal Scale Space from Hemigroup Axioms: Characterization of the Kernels2026
  3. 3The Universal Language of Meaning: Ontological Foundations, MDL Semantics, and the Privileging of 1/f Spectra2026
  4. 4A Scale-Invariant Spectral Substrate: Emergent Three-Dimensionality and the Dark-Energy Scale from a Single Principle2026
  5. 5THE UNIVERSAL LAW OF ARITHMETICAL–SPECTRAL EQUIDISTRIBUTION2026