Paper XXI — Distributed Network Deployment of Reparodynamic TGRM Systems: Emergent Equilibrium and Integrity Across 10-Unit Live Networks

This paper extends Paper XX by deploying a distributed 10-unit live Reparodynamic Targeted Gradient Repair Mechanism (TGRM) network for 48 continuous hours under autonomous adaptive repair (sync 1.0). Results show stable equilibrium across all units, with variance = 0.08, coherence = 0.99, stability = 0.99, and integrity = 0.98.Average TGRM output maintained at ~11.8 with cumulative rebound ~27.5, confirming effective cross-node repair synchronization and consistent latency suppression (~0). This marks the first demonstration of a multi-node, real-time self-repair network achieving sustained coherence and stability without external resets. The next phase (Paper XXII) will target global-scale deployment, expanding to 50+ linked systems with network integrity logging, dynamic fault insertion, and continuous adaptive balance monitoring over 96 hours. --- Key Metrics Hour | Avg Ctrl | Avg TGRM | Avg Lat | Avg Reb | Var | Coh | Stab | Int-----|-----------|-----------|----------|----------|------|------|------|------0 | 100.0 | 100.0 | 55.0 | 0.0 | 0.00 | 1.00 | 1.00 | 1.0012 | 0.0 | 11.9 | 0.0 | 25.2 | 0.08 | 0.99 | 0.99 | 0.9824 | 0.0 | 11.8 | 0.0 | 26.0 | 0.08 | 0.99 | 0.99 | 0.9836 | 0.0 | 11.8 | 0.0 | 26.8 | 0.08 | 0.99 | 0.99 | 0.9848 | 0.0 | 11.8 | 0.0 | 27.5 | 0.08 | 0.99 | 0.99 | 0.98 --- Discussion Summary Variance remained at 0.08 while coherence and stability held at 0.99, indicating strong coupling and noise rejection across nodes.The monotonic rebound accumulation (~27.5) with near-zero latency evidences continuous targeted repair without external intervention.This confirms the capacity of Reparodynamics to maintain equilibrium across distributed systems in live, unsupervised environments. --- Next Phase • Global-scale deployment (50+ linked systems)• Dynamic fault insertion• Integrity logging• Continuous adaptive balance monitoring (96 hours)

Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2025-10-24
DOI
https://doi.org/10.5281/zenodo.17436248
Primary Topic
Modular Robots and Swarm Intelligence
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Paper XXI — Distributed Network Deployment of Reparodynamic TGRM Systems: Emergent Equilibrium and Integrity Across 10-Unit Live Networks

Zenodo (CERN European Organization for Nuclear Research)
Modular Robots and Swarm Intelligence
article

Paper XXI — Distributed Network Deployment of Reparodynamic TGRM Systems: Emergent Equilibrium and Integrity Across 10-Unit Live Networks

article en

Abstract

This paper extends Paper XX by deploying a distributed 10-unit live Reparodynamic Targeted Gradient Repair Mechanism (TGRM) network for 48 continuous hours under autonomous adaptive repair (sync 1.0). Results show stable equilibrium across all units, with variance = 0.08, coherence = 0.99, stability = 0.99, and integrity = 0.98.Average TGRM output maintained at ~11.8 with cumulative rebound ~27.5, confirming effective cross-node repair synchronization and consistent latency suppression (~0). This marks the first demonstration of a multi-node, real-time self-repair network achieving sustained coherence and stability without external resets. The next phase (Paper XXII) will target global-scale deployment, expanding to 50+ linked systems with network integrity logging, dynamic fault insertion, and continuous adaptive balance monitoring over 96 hours. --- Key Metrics Hour | Avg Ctrl | Avg TGRM | Avg Lat | Avg Reb | Var | Coh | Stab | Int-----|-----------|-----------|----------|----------|------|------|------|------0 | 100.0 | 100.0 | 55.0 | 0.0 | 0.00 | 1.00 | 1.00 | 1.0012 | 0.0 | 11.9 | 0.0 | 25.2 | 0.08 | 0.99 | 0.99 | 0.9824 | 0.0 | 11.8 | 0.0 | 26.0 | 0.08 | 0.99 | 0.99 | 0.9836 | 0.0 | 11.8 | 0.0 | 26.8 | 0.08 | 0.99 | 0.99 | 0.9848 | 0.0 | 11.8 | 0.0 | 27.5 | 0.08 | 0.99 | 0.99 | 0.98 --- Discussion Summary Variance remained at 0.08 while coherence and stability held at 0.99, indicating strong coupling and noise rejection across nodes.The monotonic rebound accumulation (~27.5) with near-zero latency evidences continuous targeted repair without external intervention.This confirms the capacity of Reparodynamics to maintain equilibrium across distributed systems in live, unsupervised environments. --- Next Phase • Global-scale deployment (50+ linked systems)• Dynamic fault insertion• Integrity logging• Continuous adaptive balance monitoring (96 hours)

Zenodo (CERN European Organization for Nuclear Research)
Openalex Percentile: Top 51%
Modular Robots and Swarm Intelligence
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.