PulseExploreJournal ClubDebatesTrendingResearchersJournals
Instagram
HomeExploreJournal ClubTrending
Synapse
⌘+K
Synapse
March 17, 20263 citationsOpen Access

Configured Observation Planes: Topological Emergence, Discrete Holonomy, and Wave Dynamics from Probabilistic Foundations

View Full Paper
TSThompson H.I. Spencer

Key Points

  • This research aims to unify geometric structure and wave dynamics emerging from a probabilistic foundation.
  • Developed the Configured Observation Planes (COP) framework based on a Markov model on a probability simplex.
  • Applied a projective blow-up technique to resolve singularities and establish geometric structures.
  • Derived wave dynamics from probe transition statistics and constructed discrete connections with curvature proxies.
  • Analyzed relationships between Markov chain measures and Shannon entropy, presenting explicit bounds.
  • Established that the seam-resolved triadic Markov kernel admits at least one stationary probability measure.
  • Demonstrated stability of holonomies under graph refinement and identified obstructions to flatness.
  • Showed each stationary measure satisfies lower bounds on Shannon entropy linked to seam parameters.
  • Connected the COP framework to Darwinian dynamics with specific mathematical structures.

Abstract

The relationship between geometry and probability is usually imposed from outside: one assumes a space, then studies processes on it. This paper develops the Configured Observation Planes (COP) framework, in which geometric and wavetheoretic structure emerges from a probabilistic foundation without being assumed. The starting point is a Markov model on the probability simplex Δ2, whose boundary—the seam—plays the role of a singularity. The central geometric construction is the projective blow-up, which replaces the seam with the real projective plane RP2,encoding the direction of approach as irreducible data. Four main results are established. (i) The seam-resolved triadic Markov kernel is Feller on a compact state space, admits at least one stationary probability measure, and any stationary measuresatisfies an explicit seam-mass upper bound; for the triadic map the seam-entry probability admits a closed-form estimate via Beta distribution tails (Theorem 29). (ii) Klein–Gordon and Schrödinger wave equation dynamics are derived from the overlap-mismatch structure of adjacent probe states under internal assumptions that are discharged from framework-first principles (Discharges A–D). (iii) From probe transition statistics alone, without prior geometric assumptions, we construct a discrete connection, define loop holonomies as curvature proxies, prove stability under graph refinement with explicit error budgets, and establish that persistent nontrivial holonomy constitutes an operational obstruction to flatness; the resulting curvature density proxy is gauge-invariant under arbitrary relabeling of probe vertices (Sections 14–22). (iv) Every stationary measure of the Track U chain satisfies an explicit lower bound on expected Shannon entropy, with the degree of entropic preference controlled quantitatively by the seam parameters of Theorem 29 (Corollary 30). As a structural consequence of the blow-up construction, the oriented lift q : S2 → RP2 carries Z2 holonomy identical in structure to the spinor phase acquired under a 2π rotation. The coupling of the geometry lane (Track G) and the Markov lane (Track U) into a single unified construction, and the full B-strong refinement robustness program, are designated as open problems. The COP framework additionally contains, as a provable special case, the core mathematical structure of Darwinian selection dynamics; this connection—including chirality lock-in theorems, a quantitative diversity floor, and the Z2 parity correspondence—is developed in Appendix G.

Ask AI
Helpful
Bookmark
Share
View Full Paper

Cite This Study

Thompson H.I. Spencer (2026) studied this question.

synapsesocial.com/papers/69b8f12fdeb47d591b8c623chttps://doi.org/10.5281/zenodo.19037486
Ask AI
Helpful
Bookmark
Share
View Full Paper