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edge computing

2,418 papers

#edge computing Review Open access Oct 2026

Open-Source 2D Vision-Based Dimensional and Strain Measurement of Mechanical Components: A Practical Review and Experimental Validation Using Python OpenCV and MATLAB NCORR

Accurate dimensional and deformation measurement of mechanical components is central to manufacturing quality control and experimental mechanics. Contact-based instruments such as Vernier calipers, micrometers, and coordinate measuring machines (CMMs) are widely used but introduce measurement loading and cannot simulta...

Rohan R. Ozarkar · 0 citations
#edge computing Book Open access Oct 2026

EL-RAKHAWI DOCTRINE OF HYBRID PHOTONIC COGNITIVE SOVEREIGNTY ENGINEERING TOPOLOGICAL PHOTONIC NEUROMORPHIC COMPUTING FROM NANOSCALE PHYSICS TO SYSTEM-LEVEL INTEGRATION

EL-RAKHAWI DOCTRINE OF HYBRID PHOTONIC COGNITIVE SOVEREIGNTY: EXECUTIVE SUMMARY This treatise establishes Hybrid Photonic Cognitive Sovereignty, providing the ultimate physical solution for AI hardware by transitioning computation from energy-intensive electrons to pure photons. We introduce Four Laws: Topological Phot...

mohamed kamal arafa el-rakhawi · 0 citations
#edge computing Book Open access Oct 2026

EL-RAKHAWI DOCTRINE OF HYBRID PHOTONIC COGNITIVE SOVEREIGNTY ENGINEERING TOPOLOGICAL PHOTONIC NEUROMORPHIC COMPUTING FROM NANOSCALE PHYSICS TO SYSTEM-LEVEL INTEGRATION

EL-RAKHAWI DOCTRINE OF HYBRID PHOTONIC COGNITIVE SOVEREIGNTY: EXECUTIVE SUMMARY This treatise establishes Hybrid Photonic Cognitive Sovereignty, providing the ultimate physical solution for AI hardware by transitioning computation from energy-intensive electrons to pure photons. We introduce Four Laws: Topological Phot...

mohamed kamal arafa el-rakhawi · 0 citations
#explainable ai Open access Oct 2026

Quality of Service Challenges and Solutions in Multi-Tenant Community Clouds: A Comprehensive Survey

Community cloud computing has emerged as an effective deployment model for organizations that share common security policies, governance frameworks, and regulatory requirements while benefiting from collaborative resource sharing. By enabling multiple organizations to utilize a common cloud infrastructure, community cl...

Anand Kumar H, Sunil Kumar, Mustafa Basthikodi · 0 citations
#federated learning Open access Oct 2026

An Adaptive and Interpretable Federated Deep Learning Architecture for Privacy-Aware Network Threat Classification

The increasing distribution of enterprise computing across cloud platforms, edge devices, branch networks, and Internet-of-Things environments has made the collection and centralized analysis of network telemetry increasingly difficult. Conventional deep-learning intrusion detection approaches commonly require the move...

Dr. M. Nagaraju Naik, M . Padmavathamma, Galla Narayana · 0 citations
#federated learning Review Open access Oct 2026

The Changing Landscape of Plant Disease Detection: The Role of Artificial Intelligence

Plant diseases constrain agricultural productivity and food security, while conventional diagnosis depends heavily on visible symptoms and specialist expertise, limiting rapid and scalable assessment across heterogeneous agricultural environments. Artificial intelligence (AI), particularly machine learning, deep learni...

Aksa Anna Shajan, Sumiya K. V., S. Kurian P et al. · 0 citations
#artificial intelligence Review Open access Oct 2026

INTELLIGENT CAD/CAM INTEGRATION FOR ADAPTIVE MANUFACTURING: A SYSTEMATIC REVIEW OF AI AND IOT FRAMEWORKS IN INDUSTRY 4.0

The union of Artificial Intelligence and the Internet of Things (IoT) is transforming the way Computer-Aided Design (CAD) and Computer-Aided Manufacturing (CAM) systems are used in the Industry 4.0 production process. Based on the PRISMA 2020 reporting framework (Page et al., 2021), this report is a systematic literatu...

Madiba Krista Kundai, Madzimure Tatenda, Mafukidze Liberty et al. · 0 citations
#large language models Open access Oct 2026

Leggett–Garg K₃ Values Above 1 in Fibonacci-Anyon Braiding: 99.998% of the Lüders Bound, and Exactly 1 for Ising Braiding

We numerically test the three-time Leggett–Garg inequality K₃ ≤ 1 for the standard B₃ Fibonacci-anyon braiding representation on the two-dimensional fusion space of three τ anyons. Exhaustive enumeration over all 4^L braid words up to length L=11 and random sampling to L=40 show that K₃ saturates the Lüders bound 3/2 t...

Berkay Yüksel Sayim · 0 citations
#large language models Open access Oct 2026

CHSH-Form Values Without Bell Nonlocality: Inapplicability of the Tsirelson Bound on a Non-Factorized Fibonacci Fusion Space

We construct a sequential measurement protocol on the n=8 Fibonacci-anyon fusion space of dimension D = F₇ = 13 whose CHSH-form expectation value attains |S| = 3.406, above the value 2√2≈ 2.828 that bounds CHSH correlations under the standard setting-locality precondition, which this construction does not satisfy. The...

Berkay Yüksel Sayim · 0 citations
#edge computing Open access Oct 2026

Edge-AI Vision Defense Architecture for Unmanned Commercial Facilities: Real-Time Anomaly Detection of Consecutive Currency Exchange Fraud, Physical Interlocks, and Deterministic Threat Severing 無人店舗・両替機における連続不正両替・枯渇攻撃に対するエッジAI防犯カメラ自律防衛アーキテクチャ:時系列骨格行動解析・滞在異常検知・確定性物理インターロック

Executive Abstract (English) Unmanned commercial facilities (e.g., 24-hour laundromats, automated storage units, and self-service currency exchange kiosks) suffer from an acute systemic vulnerability: conventional passive video surveillance (CCTV) records crime retroactively but fails to prevent active financial or phy...

Yoko Hasebe · 0 citations

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Microsoft Research Blog Oct 6, 2026

What AI gets wrong and what failure teaches us

Jennifer Neville did not want to go into computer science—but that’s exactly where she landed. Neville discusses the starts and stops that led to her professional sweet spot and her work identifying “surprising failures” making it hard for AI to handle complexity.  The post What AI gets wrong and what failure teaches us appeared first on Microsoft Research.

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