Spectral Analysis and Low-Rank Structural Transitions Emergent from Dimensionless Causal Metric Networks under SRE Dynamics

This study investigates a coordinates-free relational matrix framework governed by Status-Relational Entropy (SRE) Dynamics. Operating under the protocol of SRE User Guide, we simulate a zero-dark-energy cosmological boundary coupled with an evolving variable speed of light parameterized by the global baud rate ceiling . We demonstrate that the discrete progression of a one-dimensional sequence breaks the low-rank degeneracy of the inner-product feature space. By implementing a mathematically rigorous double centering operator, we isolate authentic structural dimensions from macroscopic metric expansion artifacts. The computational model is evaluated via an empirical pipeline driven by un-scalized spectroscopic dataset slices from the Sloan Digital Sky Survey (SDSS DR19). The empirical results demonstrate that the effective rank exhibits a discrete jump from to near the epoch of , indicating a structural transition in the causal network. Concurrently, tracking the first-order discrete difference of the maximum eigenvalue reveals an isolated peak, mapping a localized network mutation rather than a continuous micro-derivative. The potential influences of statistical fluctuations, sample limitations, and survey selection effects are discussed to separate matrix algorithmic behavior from intrinsic cosmological invariants.

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Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2026-06-13
DOI
https://doi.org/10.5281/zenodo.20674486
Primary Topic
Cosmology and Gravitation Theories
Type
article
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article

Spectral Analysis and Low-Rank Structural Transitions Emergent from Dimensionless Causal Metric Networks under SRE Dynamics

Yue Lu
Zenodo (CERN European Organization for Nuclear Research)
Cosmology and Gravitation Theories
article

Spectral Analysis and Low-Rank Structural Transitions Emergent from Dimensionless Causal Metric Networks under SRE Dynamics

Yue Lu
article en

Abstract

This study investigates a coordinates-free relational matrix framework governed by Status-Relational Entropy (SRE) Dynamics. Operating under the protocol of SRE User Guide, we simulate a zero-dark-energy cosmological boundary coupled with an evolving variable speed of light parameterized by the global baud rate ceiling . We demonstrate that the discrete progression of a one-dimensional sequence breaks the low-rank degeneracy of the inner-product feature space. By implementing a mathematically rigorous double centering operator, we isolate authentic structural dimensions from macroscopic metric expansion artifacts. The computational model is evaluated via an empirical pipeline driven by un-scalized spectroscopic dataset slices from the Sloan Digital Sky Survey (SDSS DR19). The empirical results demonstrate that the effective rank exhibits a discrete jump from to near the epoch of , indicating a structural transition in the causal network. Concurrently, tracking the first-order discrete difference of the maximum eigenvalue reveals an isolated peak, mapping a localized network mutation rather than a continuous micro-derivative. The potential influences of statistical fluctuations, sample limitations, and survey selection effects are discussed to separate matrix algorithmic behavior from intrinsic cosmological invariants.

Zenodo (CERN European Organization for Nuclear Research)
Openalex Percentile: Top 5%
Cosmology and Gravitation Theories
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Spectral Analysis and Low-Rank Structural Transitions Emergent from Dimensionless Causal Metric Networks under SRE Dynamics — Yue Lu · Zenodo (CERN European Organization for Nuclear Research) (2026) | TGRS Research Map | TGRS