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Optimising TinyML with quantization and distillation of transformer and mamba models for indoor localisation on edge devices
Published 2025-03-01“…Typical approaches for indoor localisation rely on centralised remote processing of data transmitted from lower powered devices such as wearables. …”
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523
Efficient Resource Allocation for Blockchain-Enabled Mobile Edge Computing: A Joint Optimization Approach
Published 2025-01-01“…This paper addresses the critical challenge of optimizing resource allocation for task offloading in blockchain-enabled mobile edge computing (MEC), aiming to minimize the total energy consumption within wireless networks equipped with edge servers (ESs). …”
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Enhancing security in IIoT: RFID authentication protocol for edge computing and blockchain-enabled supply chain
Published 2025-12-01“…By utilizing the real-time processing capabilities of edge computing and the decentralization and immutability of blockchain, the protocol enhances the security of data transmitted in the system. …”
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Cutting-edge: bionanomaterial solutions in the battle against Severe Acute Respiratory Syndrome Coronavirus 2
Published 2025-01-01“…These MNPs wield a magnetic allure, streamlining diagnostic processes with unmatched precision. In this realm of nano-wonders, Gold nanoparticles rise as formidable sentinels, poised at the intersection of versatility and innovation. …”
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A novel network with enhanced edge information for left atrium segmentation from LGE-MRI
Published 2024-12-01“…To intensify edge information within image features, this study introduces an Edge Information Enhancement Module (EIEM) to the foundational network. …”
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Improving short-term forecasts of sea ice edge and marginal ice zone around Svalbard
Published 2025-07-01“…Sea ice is a major threat to marine operations around Svalbard, and accurate short-term (1–5 days) forecasts of sea ice edge (SIE) and marginal ice zone (MIZ) are crucial for safe marine operations. …”
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Convolutional Autoencoder With Sequential and Channel Attention for Robust ECG Signal Denoising With Edge Device Implementation
Published 2025-01-01“…This allowed CAE-SCA to be implemented in edge devices as we tested using our custom ECG acquisition circuit. …”
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Real-time and resource-efficient banana bunch detection and localization with YOLO-BRFB on edge devices
Published 2025-08-01“…Finally, the system is optimized for edge-device deployment, achieving real-time processing with minimal computational resources. …”
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A Survey of Machine Learning in Edge Computing: Techniques, Frameworks, Applications, Issues, and Research Directions
Published 2024-06-01“…However, the sheer volume of data from billions of devices can overwhelm networks, making traditional cloud data processing inefficient for IoT applications. This paper presents a comprehensive survey of recent advances in models, architectures, hardware, and design requirements for deploying machine learning on low-resource devices at the edge and in cloud networks. …”
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Research and Development of an IoT Smart Irrigation System for Farmland Based on LoRa and Edge Computing
Published 2025-01-01“…In response to the current key issues in the field of smart irrigation for farmland, such as the lack of data sources and insufficient integration, a low degree of automation in drive execution and control, and over-reliance on cloud platforms for analyzing and calculating decision making processes, we have developed nodes and gateways for smart irrigation. …”
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Benchmarking In-Sensor Machine Learning Computing: An Extension to the MLCommons-Tiny Suite
Published 2024-10-01Subjects: “…edge artificial intelligence…”
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GP4ESP: a hybrid genetic algorithm and particle swarm optimization algorithm for edge server placement
Published 2024-10-01“…Edge server placement (ESP) is one of the key issues needed to be addressed for effective and efficient request processing, by deciding which edge stations to equip with limited edge resources. …”
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Prediction and Prevention of Edge Waves in Continuous Cold Forming of Thick-Wall High-Strength Welded Pipe
Published 2025-04-01“…In order to reduce the edge waves and defects of the strip in the forming process and obtain better properties of the strip, it is urgent to establish a better flexible cold forming process. …”
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DCOOL: Dynamic computation offloading and resource allocation for LEO satellite-assisted edge computing in a ground-space integrated framework
Published 2024-12-01“…Finally, comparative analysis and simulations demonstrate the superior performance of DCOOL while achieving lower power consumption and stable workload processing.…”
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Impact of AlOx Capping Layer Thickness for Edge Passivation of TOPCon2 Shingle Solar Cell
Published 2025-05-01“… This work aims at understanding the short circuit current density losses observed on TOPCon² solar cells after AlOx layer deposition and annealing. This process is the most considered for edge passivation of shingle solar cell, who suffer from heavy edge recombination losses after cutting procedures. …”
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Communication-efficient and privacy-preserving federated learning for medical image classification in multi-institutional edge computing
Published 2025-08-01“…In this study, we investigate edge intelligence training in a multi-institutional edge environment to address data privacy, machine learning training delay, and training data limitations at each healthcare center. …”
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The Pore Diffusion Coefficient of Iodide Ion in Rock Samples Using X-ray K-edge Imaging
Published 2023-08-01“…This work focuses on the diffusion process of iodide ion in limestone samples. X-ray K-edge imaging with energy-resolved computed tomography (CT) has been employed to image the iodide ion tracer in limestone samples. …”
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