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The rapid integration of the Internet of Things (IoT) and Internet of Medical (IoM) devices in the healthcare industry has markedly improved patient care and hospital operations but has concurrently brought substantial risks. Distributed…

密码学与安全 · 计算机科学 2025-01-31 Zag ElSayed , Ahmed Abdelgawad , Nelly Elsayed

Edge deployment of LLM agents on IoT hardware introduces attack surfaces absent from cloud-hosted orchestration. We present an empirical security analysis of three architectures (cloud-hosted, edge-local swarm, and hybrid) using a…

密码学与安全 · 计算机科学 2026-04-23 Zhonghao Zhan , Krinos Li , Yefan Zhang , Hamed Haddadi

Executing deep neural networks for inference on the server-class or cloud backend based on data generated at the edge of Internet of Things is desirable due primarily to the limited compute power of edge devices and the need to protect the…

机器学习 · 计算机科学 2020-03-26 Dixing Xu , Mengyao Zheng , Linshan Jiang , Chaojie Gu , Rui Tan , Peng Cheng

The number of mobile and IoT devices connected to home and enterprise networks is growing fast. These devices offer new services and experiences for the users; however, they also present new classes of security threats pertaining to data…

密码学与安全 · 计算机科学 2017-12-22 Ibbad Hafeez , Aaron Yi Ding , Sasu Tarkoma

In this paper, we examine cloud-edge-terminal IoT networks, where edges undertake a range of typical dynamic scheduling tasks. In these IoT networks, a central policy for each task can be constructed at a cloud server. The central policy…

机器学习 · 计算机科学 2023-07-04 Do-Yup Kim , Da-Eun Lee , Ji-Wan Kim , Hyun-Suk Lee

Mobile and Internet of Things devices are generating enormous amounts of multi-modal data due to their exponential growth and accessibility. As a result, these data sources must be directly analyzed in real time at the network edge rather…

密码学与安全 · 计算机科学 2022-12-12 Harsiddh Kalariya , Kavish Shah , Vini Patel

Edge computing is deemed a promising technique to execute latency-sensitive applications by offloading computation-intensive tasks to edge servers. Extensive research has been conducted in the field of end-device to edge server task…

网络与互联网体系结构 · 计算机科学 2024-09-18 Xiang Li , Mustafa Abdallah , Yuan-Yao Lou , Mung Chiang , Kwang Taik Kim , Saurabh Bagchi

Edge computing is the practice of placing computing resources at the edges of the Internet in close proximity to devices and information sources. This, much like a cache on a CPU, increases bandwidth and reduces latency for applications but…

分布式、并行与集群计算 · 计算机科学 2017-11-01 Paul Wood , Heng Zhang , Muhammad-Bilal Siddiqui , Saurabh Bagchi

With the rapid development of low-cost consumer electronics and cloud computing, Internet-of-Things (IoT) devices are widely adopted for supporting next-generation distributed systems such as smart cities and industrial control systems. IoT…

密码学与安全 · 计算机科学 2024-01-23 Jiyuan Shen , Wenzhuo Yang , Zhaowei Chu , Jiani Fan , Dusit Niyato , Kwok-Yan Lam

The rapid technological advances in the Internet of Things (IoT) allows the blueprint of Smart Cities to become feasible by integrating heterogeneous cloud/fog/edge computing paradigms to collaboratively provide variant smart services in…

分布式、并行与集群计算 · 计算机科学 2020-04-07 Qian Qu , Ronghua Xu , Seyed Yahya Nikouei , Yu Chen

The growing number of Internet of Things (IoT) devices makes it imperative to be aware of the real-world threats they face in terms of cybersecurity. While honeypots have been historically used as decoy devices to help…

密码学与安全 · 计算机科学 2021-12-22 Armin Ziaie Tabari , Xinming Ou , Anoop Singhal

The ubiquitous use of IoT and machine learning applications is creating large amounts of data that require accurate and real-time processing. Although edge-based smart data processing can be enabled by deploying pretrained models, the…

机器学习 · 计算机科学 2021-09-15 Yinghan Long , Indranil Chakraborty , Gopalakrishnan Srinivasan , Kaushik Roy

This article explores how to drive intelligent iot monitoring and control through cloud computing and machine learning. As iot and the cloud continue to generate large and diverse amounts of data as sensor devices in the network, the…

人工智能 · 计算机科学 2024-03-28 Hanzhe Li , Xiangxiang Wang , Yuan Feng , Yaqian Qi , Jingxiao Tian

While deep neural networks have achieved state-of-the-art performance across a large number of complex tasks, it remains a big challenge to deploy such networks for practical, on-device edge scenarios such as on mobile devices, consumer…

计算机视觉与模式识别 · 计算机科学 2019-04-16 Alexander Wong , Zhong Qiu Lin , Brendan Chwyl

Mobile edge cloud is emerging as a promising technology to the internet of things and cyber-physical system applications such as smart home and intelligent video surveillance. In a smart home, various sensors are deployed to monitor the…

分布式、并行与集群计算 · 计算机科学 2018-11-07 Sayed Chhattan Shah

The acceptance of Internet of Things (IoT) applications and services has seen an enormous rise of interest in IoT. Organizations have begun to create various IoT based gadgets ranging from small personal devices such as a smart watch to a…

机器学习 · 计算机科学 2021-04-07 Satish Pokhrel , Robert Abbas , Bhulok Aryal

Emerging Internet of Things (IoT) and mobile computing applications are expected to support latency-sensitive deep neural network (DNN) workloads. To realize this vision, the Internet is evolving towards an edge-computing architecture,…

计算机视觉与模式识别 · 计算机科学 2022-10-05 Anurag Ghosh , Srinivasan Iyengar , Stephen Lee , Anuj Rathore , Venkat N Padmanabhan

Fast and accurate video object recognition, which relies on frame-by-frame video analytics, remains a challenge for resource-constrained devices such as traffic cameras. Recent advances in mobile edge computing have made it possible to…

计算机视觉与模式识别 · 计算机科学 2025-11-27 Kun Guo , Yun Shen , Xijun Wang , Chaoqun You , Yun Rui , Tony Q. S. Quek

The requirement of supporting both latency sensitive and computing intensive Internet of Things (IoT) applications is consistently boosting the necessity for integrating Edge, Fog and Cloud infrastructure. Although there are a number of…

分布式、并行与集群计算 · 计算机科学 2018-11-30 Shreshth Tuli , Redowan Mahmud , Shikhar Tuli , Rajkumar Buyya

Edge computing is an emerging paradigm to enable low-latency applications, like mobile augmented reality, because it takes the computation on processing devices that are closer to the users. On the other hand, the need for highly scalable…

分布式、并行与集群计算 · 计算机科学 2021-09-21 Claudio Cicconetti , Marco Conti , Andrea Passarella
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