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   Articles with "edge collaboration" as a keyword



A rolling bearing fault diagnosis method based on cloud-edge collaboration federated transfer learning

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recommendations! Published in 2025 at "Measurement Science and Technology"

DOI: 10.1088/1361-6501/adb76e

Abstract: To address the high cost of cloud communication in federated learning (FL) and the low diagnosis accuracy caused by the limited number of labeled rolling bearing samples with certain specifications, a new method is proposed.… read more here.

Keywords: edge collaboration; diagnosis; cloud edge; fault diagnosis ... See more keywords

Sdn+K8s Routing Optimization Strategy in 5G Cloud Edge Collaboration Scenario

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recommendations! Published in 2023 at "IEEE Access"

DOI: 10.1109/access.2023.3237201

Abstract: The cloud-edge-collaboration framework in the 5G scenario emerged as the times developing. The horizontal and vertical disassembly of computing power is particularly important, relying on the full life cycle resource allocation and flexible configuration of… read more here.

Keywords: scenario; edge collaboration; cloud edge;

Parallel Scheduling of Large-Scale Tasks for Industrial Cloud–Edge Collaboration

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recommendations! Published in 2023 at "IEEE Internet of Things Journal"

DOI: 10.1109/jiot.2021.3139689

Abstract: Industrial Internet of Things is moving toward an intelligent level with large-scale collaborative cloud and edge resources, making it possible for online supervision, fast analysis, and precise control for many manufacturing job shops. However, online… read more here.

Keywords: edge collaboration; large scale; cloud edge; edge ... See more keywords

Blockchain-Secured Online Edge Collaboration in IoT: Integrating Convex Optimization and Learning Approach

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recommendations! Published in 2025 at "IEEE Internet of Things Journal"

DOI: 10.1109/jiot.2025.3600299

Abstract: Edge collaboration has emerged as a promising paradigm for Internet of Things (IoT) applications. However, achieving efficient cooperation among these server nodes still faces several critical challenges, including: 1) secure node interaction; 2) online task… read more here.

Keywords: edge; edge collaboration; convex optimization; management ... See more keywords

Lightweight Group Authentication for Decentralized Edge Collaboration

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recommendations! Published in 2022 at "IEEE Communications Magazine"

DOI: 10.1109/mcom.004.2200264

Abstract: Due to tedious interactions and intensive computations, existing group authentication methods suffer from long latency and high overhead for simultaneously identifying multiple devices associated with one common task. Considering the growing importance of decentralized edge… read more here.

Keywords: authentication; decentralized edge; edge collaboration; group authentication ... See more keywords

A Cloud-Edge Collaboration Framework for Generating Process Digital Twin

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recommendations! Published in 2024 at "IEEE Transactions on Cloud Computing"

DOI: 10.1109/tcc.2024.3362989

Abstract: Tracking the process of remote task execution is critical to timely process analysis by collecting the evidence of correct execution or failure, which generates a process digital twin (DT) for remote supervision. Generally, it will… read more here.

Keywords: process; cloud edge; edge collaboration; collaboration framework ... See more keywords

Cloud-Edge Collaboration-Based Local Voltage Control for DGs With Privacy Preservation

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recommendations! Published in 2023 at "IEEE Transactions on Industrial Informatics"

DOI: 10.1109/tii.2022.3172901

Abstract: The increased distributed generators (DGs) have exacerbated voltage violations in active distribution networks (ADNs). Local reactive power control of DG inverters can realize a fast response to frequent voltage fluctuations. However, commonly used model-based voltage… read more here.

Keywords: edge collaboration; cloud edge; control; voltage ... See more keywords

Digital Twin Driven End-Face Defect Control Method for Hot-Rolled Coil With Cloud-Edge Collaboration

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recommendations! Published in 2023 at "IEEE Transactions on Industrial Informatics"

DOI: 10.1109/tii.2022.3188508

Abstract: End-face defect control (EF-DC) of the hot-rolled coil is crucial to the quality management. The core of EF-DC is to identify defects accurately, predict defects in advance, and improve production in time to prevent similar… read more here.

Keywords: edge collaboration; cloud edge; control; rolled coil ... See more keywords

Dynamic Scheduling for Security Protection Re-2 Sources in Cloud–Edge Collaboration Scenarios Using Deep Reinforcement Learning

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recommendations! Published in 2025 at "Mathematics"

DOI: 10.3390/math13193055

Abstract: Current cloud–edge collaboration collaboration architectures face challenges in security resource scheduling due to their mostly static nature, which cannot keep up with real-time attack patterns and dynamic security needs. To address this, this paper proposes… read more here.

Keywords: edge; cloud edge; edge collaboration; dynamic scheduling ... See more keywords