edge computing

Closure by Exhaustion for Same-Scope Operators under Admissibility

Operator Saturation, Grounded Authority, and Conservative Construction This paper establishes the operator-level closure theorem for same-scope admissibility-bearing construction. Its central question is whether a proposed operation can acquire new authority over an unchanged original object, question, occurrence, admi...

SYNTRA: An Entropy-Optimized, Mathematically Formalized Interlinguistic Protocol for M2M, LLM, and Human-Cognitive Architecture

SYNTRA: An Entropy-Optimized, Mathematically Formalized Interlinguistic Protocol for M2M, LLM, and Human-Cognitive Architecture Author: Yildiray Yildirim (Born: 15.02.1985, Independent Systems Architect) Date: September 20, 2026 Repository Identifier: Zenodo Technical Report / DOI-Pending Abstract Modern generative art...

Physical Limits of Hyperscale Data Centers and a Theoretical Framework for Sustainable Computing via Edge Decentralization, Photonic Convergence, and Neuromorphic Co-Design

概要 (Description / Abstract) 人工知能(AI)の大規模基盤モデル化に伴い、ハイパースケール・データセンターに依存する集中型計算基盤は、電力網への過負荷、冷却インフラの熱力学的限界(デナード・スケーリング崩壊)、および送電網接続容量の枯渇という深刻な物理的ボトルネックに直面しています。これに対し、一部で提唱される「データセンタ...

The Flag Universe: A Closed Regge Double over the Icosahedral Flag Complex, its String Matter, and the Conjugation Tower (INDYNA Research Note 24)

The common refinement of the icosahedral edge shell and its Galois shadow (the great-icosahedron chords) on the sphere is computed exactly: each visible edge crosses exactly one shadow edge, the shadow edges cross each other twenty times, and the refined sphere is the barycentric subdivision of the icosahedron — $V=62$...

Real-Time Aerodynamic Flow Reconstruction from Ultra-Sparse Sensors via Deep Permutation Networks (DPN) and Idempotent Physical Projections

Real-time estimation of full unsteady aerodynamic flow fields $\mathbf{u}(\mathbf{x}, t) = (u, v)$ from ultra-sparse discrete sensor observations (e.g., $M \le 10$ point velocity probes across thousands of grid cells) is a foundational challenge in active flow control, wind tunnel telemetry, and unmanned aerial vehicle...

Adding One Chord Destroys Only the Property That Has a Local Certificate ── Add one chord to a hexagon and 2 vertices acquire odd degree, so the Euler circuit vanishes ── yet the number of Hamiltonian cycles stays at 2 ── [Paper 508]

Tracing every edge and visiting every vertex are taken to be two forms of one problem. This paper shows that adding one and the same edge destroys only one of them──one has a certificate at each vertex and the other has none. No new theorem or law is claimed. Scope of this paper (scope note): No new theorem or law is c...

9) Tactical Edge-to-Military Data Center Workload Migration for Resilient C5I Operations Under D-DIL Conditions

This study develops a defense-oriented framework for tactical edge-to-military data center workload migration for resilient c5i operations under d-dil conditions within an integrated military C5I environment. The research addresses the engineering problem of maintaining mission information advantage when physical infra...

KI - Quo vadis? Von ChatGPT über neuronale Netze zu neuromorpher KI

Praktisch nutzbare Künstliche Intelligenz entstand aus dem Bündnis kluger Köpfe mit den rechentechnischen Fähigkeiten Boolescher Automaten – natürliche Intelligenz dagegen aus Selbstorganisation und Evolution. Dieser zweite Weg rückt mit dem neuromorphen Rechnen zunehmend wieder in das Blickfeld von Wissenschaft und Pr...

THEORETICAL FOUNDATIONS AND IMPLEMENTATION OPPORTUNITIES OF ARTIFICIAL INTELLIGENCE AND COMPUTER VISION TECHNOLOGIES IN AUTOMATING METROPOLITAN ESCALATORS.

This study examines real-time monitoring and automatic management of passenger flow on metropolitan escalators using artificial intelligence and computer vision technologies. The aim is to develop the conceptual foundations of an automatic hazard detection system based on deep learning algorithms (CNN, YOLO, transforme...

Quantum fractional-order swarm intelligence for resource orchestration in edge computing-enabled 6G NOMA-IIoT networks

Hybrid Edge AI Node: A Fractal Governance Architecture for Sovereignty-Aware Distributed AI Processing

Centralized cloud architectures increasingly struggle to meet the latency, data-sovereignty, and bandwidth demands of industrial AI workloads. This paper presents Hybrid Edge AI Node, a distributed processing architecture that unifies six previously separate research threads — hierarchical edge orchestration, hierarchi...

Deep Permutation Networks: Layerwise Invariant Manifolds, Closed-Form Attractor Splicing, and Zero-Backpropagation Topological Learning

For four decades, deep artificial neural networks have relied on continuous vector spaces, dense floating-point General Matrix Multiplications (GEMM: hl+1 = σ(Wlhl + bl)), and gradient-based backpropagation. While effective in data centers, this paradigm incurs severe thermodynamic, memory bandwidth, and numerical stab...