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Stochastic Field Modulation (SFM) – Core Framework

Andrew Ryan

Published Dec 9, 2025• 0 citations
OpenAlex

Abstract

This project hosts the core research documents defining the Stochastic Field Modulation (SFM) framework: a mechanism-neutral, empirically grounded method for analysing structured deviations in multi-device quantum randomness under modulated internal states. The SFM framework has evolved from over a year of continuous experimentation using high-rate QRNG devices, environmental controls, EEG monitoring, and multi-stage signal analysis. Purpose of This Project This OSF project serves as the canonical home for the formal, citable SFM documents: SFM–FS (Formal Specification) — the operational, linearised measurement model describing how deviations are quantified, standardised, segmented, and statistically validated. SFM–TFED (Theoretical Foundations & Extended Dynamics) — the conceptual layer interpreting empirical features such as asymmetric temporal profiles, anticipatory structure, spatial receptivity, multi-device synchrony, and nonlinear relaxation behaviour. (Future) SFM–PT (Philosophical Theory) — broad interpretive considerations consistent with FS and TFED. These documents supersede earlier drafts and working notes, which now exist only as archival material in legacy OSF projects. What This Project Contains DOI-assigned citable versions of the SFM documents Versioned LaTeX source and PDF outputs Component-level documentation and wikis Cross-references between FS, TFED, and future PT layers Links to legacy experimental projects without importing their data or metadata What This Project Does Not Contain Raw QRNG bitstreams Individual session analyses Experimental QS reports EEG datasets Environmental logs These remain in their original projects for now and may be cross-linked later. Intended Audience Researchers, theorists, statisticians, and interdisciplinary scholars interested in: non-classical coherence phenomena stochastic field modelling QRNG deviations consciousness modulation protocols nonlinear relaxation dynamics statistical signal analysis in complex systems Citation Each SFM document will have its own DOI and should be cited individually.

Related papers

Stochastic Field Modulation: Theoretical Foundations & Extended Dynamics (SFM-TFED)

Andrew Ryan

SFM-TFED builds upon the analytical structure defined in SFM-FS, providing the conceptual and dynamical framework used to interpret observed features in multi-device QRNG data. It examines spatial receptivity, relaxation asymmetry, temporal onset signatures, multi-device coherence, and configuration-sensitive deviations. The document remains mechanism-neutral while organising empirical regularities into a coherent interpretive model.

•Dec 11, 2025•0 citations

Stochastic Field Modulation Formal Structure (SFM-FS)

Andrew Ryan

The SFM-FS document defines the operational and analytical foundation of the Stochastic Field Modulation research programme. It provides the mathematical specification for analysing QRNG data, including baseline fingerprinting, deviation envelopes, amplitude budgets, lag-compensated synchrony metrics, noise modelling, and detection thresholds. SFM-FS establishes the standards and reproducible workflows used throughout the SFM-TFED and SFM-PT companion documents

•Dec 11, 2025•0 citations

Stochastic Field Modulation Philosophical & Theoretical Framework (SFM-PT)

Andrew Ryan

SFM-PT develops the philosophical and theoretical positioning of the SFM research architecture. It introduces configuration as the central organising concept for interpreting structured deviations in QRNG systems, incorporating operator-present, operator-free, contextual, and environmental configurations. SFM-PT proposes the domain of configuration-sensitive stochastic systems and analyses epistemic, methodological, and ontological implications of multi-device triangulated deviations.

•Dec 11, 2025•0 citations

Stochastic Field Modulation (SFM) Model

Ryan, Andrew, George, Adam, Jaspal Panesar (Software Developer)

Phenomenological framework (‘Stochastic Field Modulation’ model) and analysis pipeline for characterising structured deviations in multi-device QRNG output.

•Jan 1, 2025•0 citations

Quansistor Field Computing

101research.group, Enter Yourname, Karel Cápek +3 more

Quansistor Field Computing (QFC) is an ongoing research compendium proposing a novel operator- and field-based paradigm of computation. Rather than treating computation as a sequence of discrete logical steps, QFC models computation as the evolution of structured computational fields governed by spectral operators. At the core of QFC lies the concept of the Quansistor — a generalized computational entity whose state is defined by operator-valued relations within a field, rather than by binary logic or classical quantum gates. This framework aims to unify perspectives from mathematics, theoretical physics, distributed systems, and verifiable computation. The compendium introduces and develops several tightly connected layers, including: Quansistor Field Mathematics (QFM) — a mathematical framework describing operator-defined computational fields and their spectral properties. Quantum / Quansistor Virtual Machine (QVM) — a virtual execution environment for instantiating, simulating, and observing field-based computation. Transistor Field Computing (TFC) — a conceptual bridge between abstract field computation and realizable hardware or substrate-dependent implementations. SMRK Probe and SMRK Network — a verification and observation layer enabling deterministic replay, spectral verification, and audit-native computation across independent execution contexts. This work is not presented as a finalized system, but as a foundational research corpus intended to define a coherent conceptual and architectural space within which new forms of computation may be rigorously explored, implemented, and verified. The QFC Compendium is designed as a living document, with ongoing revisions and extensions. Zenodo’s versioning mechanism is used to ensure long-term citability, reproducibility, and archival integrity, while allowing the framework to evolve. Keywords Quansistor, Field Computing, Operator-Based Computation, Spectral Operators, Quantum Virtual Machine, QVM, QFM, TFC, Verifiable Computation, Deterministic Replay, Computational Fields Notes This record represents a versioned release of the QFC Compendium.For persistent referencing of the project as a whole, use the concept DOI associated with this record.For citation of a specific revision, use the version-specific DOI.

•Jan 7, 2026•0 citations

Operational Manual and Guideline

Iker Ibarrola Echeverría

This document provides a complete operational guide for the correct use of the correlational physical framework developed across the foundational volumes and canonical papers of this project. The purpose of this manual is strictly methodological and technical. No new ontological assumptions are introduced. No new physical postulates are added. No empirical claims or speculative interpretations are proposed. Instead, the manual serves to: Explicitly separate ontology, formalism, realization, and interpretation. Define the admissible use of correlational configuration spaces, consistency functionals, flows, operators, and projections. Specify the precise conditions under which effective physical regimes (quantum, classical, geometric, decoherent) may be identified. Provide a complete step-by-step operational pipeline from abstract correlational configurations to quantitative physical outputs. Clarify limits, failure modes, and non-physical configurations to prevent category errors and overinterpretation. The document is intended for researchers who wish to apply the correlational framework in concrete physical contexts, construct toy models, perform numerical analysis, or compare effective predictions with known experimental data—without modifying the foundational structure of the theory. This manual should be read as a user-level technical companion to the foundational and canonical papers. It does not replace them, but ensures their correct and consistent application.

•Jan 26, 2026•0 citations
This project hosts the core research documents defining the Stochastic Field Modulation (SFM) framework: a mechanism-neutral, empirically grounded method for analysing structured deviations in multi-device quantum randomness under modulated internal states. The SFM framework has evolved from over a year of continuous experimentation using high-rate QRNG devices, environmental controls, EEG monitoring, and multi-stage signal analysis. Purpose of This Project This OSF project serves as the canonical home for the formal, citable SFM documents: SFM–FS (Formal Specification) — the operational, linearised measurement model describing how deviations are quantified, standardised, segmented, and statistically validated. SFM–TFED (Theoretical Foundations & Extended Dynamics) — the conceptual layer interpreting empirical features such as asymmetric temporal profiles, anticipatory structure, spatial receptivity, multi-device synchrony, and nonlinear relaxation behaviour. (Future) SFM–PT (Philosophical Theory) — broad interpretive considerations consistent with FS and TFED. These documents supersede earlier drafts and working notes, which now exist only as archival material in legacy OSF projects. What This Project Contains DOI-assigned citable versions of the SFM documents Versioned LaTeX source and PDF outputs Component-level documentation and wikis Cross-references between FS, TFED, and future PT layers Links to legacy experimental projects without importing their data or metadata What This Project Does Not Contain Raw QRNG bitstreams Individual session analyses Experimental QS reports EEG datasets Environmental logs These remain in their original projects for now and may be cross-linked later. Intended Audience Researchers, theorists, statisticians, and interdisciplinary scholars interested in: non-classical coherence phenomena stochastic field modelling QRNG deviations consciousness modulation protocols nonlinear relaxation dynamics statistical signal analysis in complex systems Citation Each SFM document will have its own DOI and should be cited individually.
Quansistor Field Computing (QFC) is an ongoing research compendium proposing a novel operator- and field-based paradigm of computation. Rather than treating computation as a sequence of discrete logical steps, QFC models computation as the evolution of structured computational fields governed by spectral operators. At the core of QFC lies the concept of the Quansistor — a generalized computational entity whose state is defined by operator-valued relations within a field, rather than by binary logic or classical quantum gates. This framework aims to unify perspectives from mathematics, theoretical physics, distributed systems, and verifiable computation. The compendium introduces and develops several tightly connected layers, including: Quansistor Field Mathematics (QFM) — a mathematical framework describing operator-defined computational fields and their spectral properties. Quantum / Quansistor Virtual Machine (QVM) — a virtual execution environment for instantiating, simulating, and observing field-based computation. Transistor Field Computing (TFC) — a conceptual bridge between abstract field computation and realizable hardware or substrate-dependent implementations. SMRK Probe and SMRK Network — a verification and observation layer enabling deterministic replay, spectral verification, and audit-native computation across independent execution contexts. This work is not presented as a finalized system, but as a foundational research corpus intended to define a coherent conceptual and architectural space within which new forms of computation may be rigorously explored, implemented, and verified. The QFC Compendium is designed as a living document, with ongoing revisions and extensions. Zenodo’s versioning mechanism is used to ensure long-term citability, reproducibility, and archival integrity, while allowing the framework to evolve. Keywords Quansistor, Field Computing, Operator-Based Computation, Spectral Operators, Quantum Virtual Machine, QVM, QFM, TFC, Verifiable Computation, Deterministic Replay, Computational Fields Notes This record represents a versioned release of the QFC Compendium.For persistent referencing of the project as a whole, use the concept DOI associated with this record.For citation of a specific revision, use the version-specific DOI.
This document provides a complete operational guide for the correct use of the correlational physical framework developed across the foundational volumes and canonical papers of this project. The purpose of this manual is strictly methodological and technical. No new ontological assumptions are introduced. No new physical postulates are added. No empirical claims or speculative interpretations are proposed. Instead, the manual serves to: Explicitly separate ontology, formalism, realization, and interpretation. Define the admissible use of correlational configuration spaces, consistency functionals, flows, operators, and projections. Specify the precise conditions under which effective physical regimes (quantum, classical, geometric, decoherent) may be identified. Provide a complete step-by-step operational pipeline from abstract correlational configurations to quantitative physical outputs. Clarify limits, failure modes, and non-physical configurations to prevent category errors and overinterpretation. The document is intended for researchers who wish to apply the correlational framework in concrete physical contexts, construct toy models, perform numerical analysis, or compare effective predictions with known experimental data—without modifying the foundational structure of the theory. This manual should be read as a user-level technical companion to the foundational and canonical papers. It does not replace them, but ensures their correct and consistent application.