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Ultime pubblicazioni e brevetti sull'Edge Computing

Edge Computing

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Edge computing
L'edge computing migliora l'elaborazione e l'analisi dei dati in tempo reale decentralizzando l'elaborazione più vicino alle fonti dei dati.

L'Edge Computing decentralizza l'elaborazione dei dati trasferendo il calcolo e l'archiviazione più vicino alle fonti di dati, riducendo al minimo la latenza e l'utilizzo della larghezza di banda nelle reti distribuite. Integra nodi edge, micro data center e gateway per supportare l'analisi in tempo reale, IoT applicazioni e l'inferenza dell'intelligenza artificiale alla periferia della rete. Le considerazioni architetturali includono la gestione delle risorse, l'orchestrazione, la virtualizzazione e la sicurezza all'interno di ambienti edge eterogenei. La nostra raccolta di seguito presenta pubblicazioni e brevetti recenti che illustrano le innovazioni nella progettazione di infrastrutture edge, nello sviluppo di protocolli, nell'ottimizzazione dei carichi di lavoro e nelle strategie di implementazione scalabili che fanno progredire le capacità e l'adozione dei sistemi di edge computing.

Questa è la nostra ultima selezione di pubblicazioni e brevetti in inglese sull'Edge Computing, tra numerose riviste scientifiche online, classificate e incentrate su edge computing, fog computing, edge node, riduzione della latenza, calcolo distribuito, edge analytic, edge IoT, edge AI, edge data center, micro data center, edge orchestration, edge security, edge network, elaborazione in tempo reale, edge device, edge infrastructure, edge cloud, localizzazione dei dati, edge caching, edge gateway, edge resource management, edge virtualization e edge workload.

Probing a theoretical framework for a photonic extreme learning machine

Published on 2026-05-29 by Vicente Rocha, Duarte Silva, Felipe C Moreira, Catarina S Monteiro, Tiago D Ferreira and Nuno A Silva @IOP SCIENCE

Abstract: The development of computing paradigms alternative to von Neumann architectures has recently fueled significant progress in novel all-optical processing solutions. In this work, we investigate how the coherence properties can be exploited for computing by expanding information onto a higher-dimensional space in the photonic extreme learning machine framework. A theoretical framework is provided based on the transmission matrix formalism, mapping the input plane onto the output camera plane, resu[...]


Our summary: This work investigates a theoretical framework for photonic extreme learning machines using coherence properties for computing. It establishes connections with complex extreme learning machines and derives upper bounds for hidden space dimensionality. Experiments validate the model, suggesting potential advancements in all-optical hardware and edge computing solutions.

photonic computing, extreme learning machine, coherence properties, dimensionality estimation

Publication

Event detection system with adaptively changeable event detection conditions

Patent published on the 2026-05-28 in US under Ref US20260148554 by EDGEDX CO LTD [KR] (Park Dong Uk [kr])

Abstract: An event detection system with adaptively changeable event detection conditions according to an aspect of the present invention includes an edge device that analyzes a captured video in real time and detects a defined event on the basis of set detection conditions, and a control server that verifies an event detection result transmitted by the edge device, collects statistical information on a result of the verification, and then controls the edge device to adjust and change the detection condit[...]


Our summary: The system analyzes video in real time to detect events based on set conditions. It includes a control server that verifies detection results and collects statistical information. The edge device adjusts detection conditions adaptively based on the collected data.

event detection, edge device, real-time analysis, adaptive conditions

Patent

Clock synchronization between access networks through core network

Patent published on the 2026-05-28 in US under Ref US20260149521 by CISCO TECH INC [US] (Avikkal Sreejith [ca], Gopalan Geetharthi [ca], Rajamanickam Jaganbabu [ca], Sankaranarayanan Madhan [in])

Abstract: Devices, systems, methods, and processes that facilitate clock synchronization between access networks connected through a core network are described herein. Typically, clock synchronization over a core network is prone to jitters and wander. Therefore, the present disclosure provides clock synchronization using edge devices for stateless clock propagation from one access network to another via a core network. The core network acts as a transparent node where latency is calculated by a differenc[...]


Our summary: This content describes methods for clock synchronization between access networks via a core network. It highlights the role of edge devices in stateless clock propagation and the use of timing packets to calculate latency. The process involves capturing timestamps at ingress and egress edge devices to update and forward timing packets for accurate synchronization.

clock synchronization, core network, edge devices, timing packets

Patent

Methods, systems and computer program products for lossless data compression and storage optimization at payment network edge nodes

Patent published on the 2026-05-28 in WO under Ref WO2026107750 by MASTERCARD SHANGHAI BUSINESS CONSULTING LTD [CN] (Pan Zhongbin [cn], Shi Dongyuan [cn])

Abstract: The invention provides solutions for lossless data compression of payment transaction data messages, and for deletion of payment transaction data messages corresponding to completed or expired transactions, in a computationally fast and efficient manner. In an embodiment the invention comprises (i) retrieving a transaction identifier from a received payment transaction data message, (ii) responsive to the received payment transaction data message being a first payment transaction data message th[...]


Our summary: The invention focuses on lossless data compression for payment transaction messages. It efficiently manages storage by deleting data for completed transactions. The method involves generating datasets and compressed messages based on transaction identifiers.

data compression, payment transactions, storage optimization, edge nodes

Patent

Edge-computed eye descriptor unit connectable to computer application devices

Patent published on the 2026-05-28 in WO under Ref WO2026109147 by VIEWPOINTSYSTEM GMBH [AT] (Orts Javier [at], Linsenmaier Frank [de], Berger Nils [li])

Abstract: The present invention relates to an eye descriptor unit, also called eye/gaze-tracking unit, connectable to a general computer application device like AR/VR/XR or smartglasses in general. The invention describes a computationally efficient edge computing hardware architecture with extremely low energy consumption.[...]


Our summary: The invention presents an eye descriptor unit for gaze tracking. It connects to general computer devices like AR/VR/XR and smartglasses. The hardware architecture is designed for low energy consumption and computational efficiency.

Eye tracking, Edge computing, AR/VR/XR, Energy efficiency

Patent

A distributed computing system

Patent published on the 2026-05-27 in EP under Ref EP4749459 by VODAFONE GROUP SERVICES LTD [GB] (Young Gavin [gb])

Abstract: [0001] A distributed computing system, comprising a control node and a plurality of provider nodes. One or more of the provider nodes are a customer premises equipment (CPE), each CPE comprising one of: a broadband router, a modem, a residential gateway. The control node and the plurality of provider nodes are arranged in a grid computing network to provide a distributed computational resource by aggregating surplus computational resources at the plurality of provider nodes.[...]


Our summary: A distributed computing system includes a control node and multiple provider nodes. Provider nodes may consist of customer premises equipment like routers or modems. The system aggregates surplus computational resources to create a distributed computational resource.

distributed computing, control node, provider nodes, grid computing

Patent

Adaptive hyperdimensional computing for noise-resilient on-device time series forecasting

Patent published on the 2026-05-21 in US under Ref US20260141286 by UNIV CALIFORNIA [US] (Moreno Ivannia Gomez [us], Yu Xiaofan [us], Rosing Tajana Simunic [us])

Abstract: [0000] Some inventive concepts described herein relate to an Adaptive Hyperdimensional Forecasting System that provides a robust and lightweight solution for on-device time series forecasting by integrating Hyperdimensional Computing with a Kalman Filter. The system can combine the resilience of the Kalman Filter to sensor noise with the computational efficiency of HDC, making it highly suitable for edge deployment. The system can encode historical data into high-dimensional hypervectors and app[...]


Our summary: The Adaptive Hyperdimensional Forecasting System integrates Hyperdimensional Computing with a Kalman Filter for noise-resilient time series forecasting. It encodes historical data into high-dimensional hypervectors and uses an iterative Kalman process for weight estimation. This lightweight solution is optimized for edge devices, ensuring efficient and accurate real-time forecasts in resource-constrained environments.

Adaptive Hyperdimensional Computing, Time Series Forecasting, Kalman Filter, Edge Deployment

Patent

Adaptive Multi-Camera Fusion and Calibration for Large-Scale Multi-Vehicle Cooperative Simulation Scenarios

Published on 2026-02-03 by Hui Zhang, Chenyu Xia, Huantao Zeng @MDPI

Abstract: In the development of multi-vehicle cooperative hardware-in-the-loop (HIL) simulation platforms based on machine vision, accurate vehicle pose estimation is crucial for achieving efficient cooperative control. However, monocular vision systems inevitably suffer from limited fields of view and insufficient image resolution during target detection, making it difficult to meet the requirements of large-scale, multi-target real-time perception. To address these challenges, this paper proposes an eng[...]


Our summary: This paper presents a multi-camera cooperative vision detection method for large-scale vehicle simulations. It enhances vehicle pose estimation by projecting images onto a unified plane and optimizing image stitching. Experimental results show high accuracy and real-time performance, achieving a 93.41% identification rate and 30 frames per second output.

Multi-Camera Fusion, Vehicle Pose Estimation, Real-Time Processing, Image Mosaicking

Publication

Argomenti trattati: Edge Computing, elaborazione dei dati in tempo reale, analisi, calcolo decentralizzato, fonti di dati, latenza, utilizzo della larghezza di banda, reti distribuite, nodi edge, micro data center, applicazioni IoT, inferenza AI, gestione delle risorse, orchestrazione, virtualizzazione, sicurezza, strategie di implementazione scalabili, progettazione di infrastrutture, sviluppo di protocolli ISO/IEC 30141, IEEE 1934, ETSI GS MEC 003, NIST SP 800-183 e ITU-T Y3502....

Glossario dei termini utilizzati

Internet of Things (IoT): una rete di dispositivi interconnessi dotati di sensori, software e altre tecnologie che consentono loro di raccogliere e scambiare dati tramite Internet, facilitando l'automazione, il monitoraggio e il controllo di vari processi e sistemi.

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