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相关论文: Improving IoT Analytics through Selective Edge Exe…

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With the development of Internet of Things (IoT) and communication technology, the number of next-generation IoT devices has increased explosively, and the delay requirement for content requests is becoming progressively higher.…

网络与互联网体系结构 · 计算机科学 2019-10-31 Yixue Hao , Miao Li , Di Wu , Min Chen , Mohammad Mehedi Hassan , Giancarlo Fortino

Pervasive applications over large-scale, distributed embedded devices and the Internet of Things (IoT) demand precise coordination with the network; for example, several such applications, like collaborative video streaming and live…

网络与互联网体系结构 · 计算机科学 2023-06-07 Argha Sen , Ayan Zunaid , Soumyajit Chatterjee , Basabdatta Palit , Sandip Chakraborty

To a large extent, the deployment of edge computing (EC) can reduce the burden of the explosive growth of the Internet of things. As a powerful hub between the Internet of things and cloud servers, edge devices make the transmission of…

网络与互联网体系结构 · 计算机科学 2022-02-10 Peiying Zhang , Chunxiao Jiang , Xue Pang , Yi Qian

Artificial intelligence (AI) technologies, and particularly deep learning systems, are traditionally the domain of large-scale cloud servers, which have access to high computational and energy resources. Nonetheless, in Internet-of-Things…

信号处理 · 电气工程与系统科学 2022-07-26 Nir Shlezinger , Ivan V. Bajic

Data stream processing is an increasingly important topic due to the prevalence of smart devices and the demand for real-time analytics. Geo-distributed streaming systems, where cloud-based queries utilize data streams from multiple…

分布式、并行与集群计算 · 计算机科学 2022-11-22 Joel Wolfrath , Abhishek Chandra

The Internet of Things (IoT) requires a new processing paradigm that inherits the scalability of the cloud while minimizing network latency using resources closer to the network edge. Building up such flexibility within the edge-to-cloud…

分布式、并行与集群计算 · 计算机科学 2021-04-26 Zeinab Nezami , Kamran Zamanifar , Karim Djemame , Evangelos Pournaras

The rapid proliferation of the Internet of Things (IoT) and smart applications has led to a surge in data generated by distributed sensing devices. Edge computing is a mainstream approach to managing this data by pushing computation closer…

分布式、并行与集群计算 · 计算机科学 2026-03-17 Daghash K. Alqahtani , Maria A. Rodriguez , Muhammad Aamir Cheema , Adel N. Toosi

The adoption of the Internet of Things (IoT) deployments has led to a sharp increase in network traffic as a vast number of IoT devices communicate with each other and IoT services through the IoT-edge-cloud continuum. This network traffic…

网络与互联网体系结构 · 计算机科学 2024-11-05 Dora Kreković , Petar Krivić , Ivana Podnar Žarko , Mario Kušek , Danh Le-Phuoc

The increased usage of Internet of Things devices at the network edge and the proliferation of microservice-based applications create new orchestration challenges in Edge computing. These include detecting overutilized resources and scaling…

分布式、并行与集群计算 · 计算机科学 2025-04-08 Narges Mehran , Nikolay Nikolov , Radu Prodan , Dumitru Roman , Dragi Kimovski , Frank Pallas , Peter Dorfinger

The rapid growth of end-user AI applications, such as computer vision and generative AI, has led to immense data and processing demands often exceeding user devices' capabilities. Edge AI addresses this by offloading computation to the…

机器学习 · 计算机科学 2024-11-05 Juan Marcelo Parra-Ullauri , Oscar Dilley , Hari Madhukumar , Dimitra Simeonidou

Internet-of-Things (IoT) devices are known to be the source of many security problems, and as such they would greatly benefit from automated management. This requires robustly identifying devices so that appropriate network security…

网络与互联网体系结构 · 计算机科学 2020-11-18 Roman Kolcun , Diana Andreea Popescu , Vadim Safronov , Poonam Yadav , Anna Maria Mandalari , Yiming Xie , Richard Mortier , Hamed Haddadi

With the advent of the Internet of Things (IoT) and 5G networks, edge computing is offering new opportunities for business model and use cases innovations. Service providers can now virtualize the cloud beyond the data center to meet the…

网络与互联网体系结构 · 计算机科学 2022-01-13 Boubakr Nour , Soumaya Cherkaoui

This paper proposes a novel simulator IoTSim-Edge, which captures the behavior of heterogeneous IoT and edge computing infrastructure and allows users to test their infrastructure and framework in an easy and configurable manner.…

Mobility analytics using data generated from the Internet of Mobile Things (IoMT) is facing many challenges which range from the ingestion of data streams coming from a vast number of fog nodes and IoMT devices to avoiding overflowing the…

分布式、并行与集群计算 · 计算机科学 2018-03-13 Ikechukwu Maduako , Hung Cao , Lilian Hernandez , Monica Wachowicz

This paper addresses the challenge of energy efficiency management faced by intelligent IoT devices in complex application environments. A novel optimization method is proposed, combining Deep Q-Network (DQN) with an edge collaboration…

网络与互联网体系结构 · 计算机科学 2025-04-23 Qingyuan He , Chang Liu , Juecen Zhan , Weiqiang Huang , Ran Hao

IoT applications usually rely on cloud computing services to perform data analysis such as filtering, aggregation, classification, pattern detection, and prediction. When applied to specific domains, the IoT needs to deal with unique…

信号处理 · 电气工程与系统科学 2022-05-09 Márcio Miguel Gomes , Rodrigo da Rosa Righi , Cristiano André da Costa , Dalvan Griebler

With the rapid advances in IoT, edge and cloud computing solutions, it is critical to educate and train students in computer science and engineering in various aspects of IoT-edge-cloud (IoT-E-C) system architecture implementations. We…

网络与互联网体系结构 · 计算机科学 2021-04-27 Jasenka Dizdarevic , Admela Jukan

By acquiring cloud-like capacities at the edge of a network, edge computing is expected to significantly improve user experience. In this paper, we formulate a hybrid edge-cloud computing system where an edge device with limited local…

信息论 · 计算机科学 2020-01-27 Thinh Quang Dinh , Ben Liang , Tony Q. S. Quek , Hyundong Shin

Recently, IoT technologies have been progressed, and many sensors and actuators are connected to networks. Previously, IoT services were developed by vertical integration style. But now Open IoT concept has attracted attentions which…

分布式、并行与集群计算 · 计算机科学 2018-09-17 Yoji Yamato , Naoto Hoshikawa , Hirofumi Noguchi , Tatsyua Demizu , Misao Kataoka

In recent years, edge computing has become a popular choice for latency-sensitive applications like facial recognition and augmented reality because it is closer to the end users compared to the cloud. Although infrastructure providers are…

分布式、并行与集群计算 · 计算机科学 2020-11-12 Shikhar Suryavansh , Chandan Bothra , Kwang Taik Kim , Mung Chiang , Chunyi Peng , Saurabh Bagchi