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As the amount of data that needs to be processed in real-time due to recent application developments increase, the need for a new computing paradigm is required. Edge computing resolves this issue by offloading computing resources required…

密码学与安全 · 计算机科学 2020-12-22 Nikheel Soni , Reza Malekian , Arnav Thakur

Edge computing and artificial intelligence (AI), especially deep learning for nowadays, are gradually intersecting to build a novel system, called edge intelligence. However, the development of edge intelligence systems encounters some…

机器学习 · 计算机科学 2021-12-07 Di Liu , Hao Kong , Xiangzhong Luo , Weichen Liu , Ravi Subramaniam

Edge computing is seen as an enabler for upcoming applications requiring low latency offloading, such as augmented reality, and as a key building block for Internet of Things. Edge computing extends the centralized cloud computing model by…

网络与互联网体系结构 · 计算机科学 2018-05-07 Aleksandr Zavodovski , Nitinder Mohan , Jussi Kangasharju

Mobile Edge Computing (MEC) is a new computing paradigm that enables cloud computing and information technology (IT) services to be delivered at the network's edge. By shifting the load of cloud computing to individual local servers, MEC…

密码学与安全 · 计算机科学 2024-01-04 Cheng Wang , Zenghui Yuan , Pan Zhou , Zichuan Xu , Ruixuan Li , Dapeng Oliver Wu

This article proposes an edge content delivery framework (ECD) based on mobile edge computing in the era of Internet of Things (IOT), to alleviate the load of the core network and improve the quality of experience (QoE) of mobile users.…

网络与互联网体系结构 · 计算机科学 2018-05-29 Shangguang Wang , Chuntao Ding , Ning Zhang , Nan Cheng , Jie Huang , Ying Liu

Internet of Things and cloud computing are two technological paradigms that reached widespread adoption in recent years. These paradigms are complementary: IoT applications often rely on the computational resources of the cloud to process…

分布式、并行与集群计算 · 计算机科学 2023-09-12 Danylo Khalyeyev , Tomáš Bureš , Petr Hnětynka

Edge Artificial Intelligence (AI) incorporates a network of interconnected systems and devices that receive, cache, process, and analyze data in close communication with the location where the data is captured with AI technology. Recent…

Edge Computing is a promising technology to provide new capabilities in technological fields that require instantaneous data processing. Researchers in areas such as machine and deep learning use extensively edge and cloud computing for…

Extreme edge computing (EEC) refers to the endmost part of edge computing wherein computational tasks and edge services are deployed only on extreme edge devices (EEDs). EEDs are consumer or user-owned devices that offer computational…

网络与互联网体系结构 · 计算机科学 2022-08-12 Mhd Saria Allahham , Amr Mohamed , Aiman Erbad , Hossam Hassanein

Recently, along with the rapid development of mobile communication technology, edge computing theory and techniques have been attracting more and more attentions from global researchers and engineers, which can significantly bridge the…

网络与互联网体系结构 · 计算机科学 2019-12-23 Xiaofei Wang , Yiwen Han , Chenyang Wang , Qiyang Zhao , Xu Chen , Min Chen

The paper introduces confidential computing approaches focused on protecting hierarchical data within edge-cloud network. Edge-cloud network suggests splitting and sharing data between the main cloud and the range of networks near the…

密码学与安全 · 计算机科学 2023-06-21 Yeghisabet Alaverdyan , Suren Poghosyan , Vahagn Poghosyan

Internet of Things (IoT), the emerging computing infrastructure that refers to the networked interconnection of physical objects, incorporates a plethora of digital systems that are being developed by means of a large number of…

分布式、并行与集群计算 · 计算机科学 2020-01-24 Asad Javed , Keijo Heljanko , Andrea Buda , Kary Främling

Mobile devices supporting the "Internet of Things" (IoT), often have limited capabilities in computation, battery energy, and storage space, especially to support resource-intensive applications involving virtual reality (VR), augmented…

网络与互联网体系结构 · 计算机科学 2018-06-19 Jianyu Wang , Jianli Pan , Flavio Esposito , Prasad Calyam , Zhicheng Yang , Prasant Mohapatra

As the convergence of cloud computing and advanced networking continues to reshape modern software development, edge-cloud-native paradigms have become essential for enabling scalable, resilient, and agile digital services that depend on…

分布式、并行与集群计算 · 计算机科学 2026-03-05 Pawissanutt Lertpongrujikorn , Hai Duc Nguyen , Juahn Kwon , Mohsen Amini Salehi

Emerging in recent years, open edge computing platforms (OECPs) claim large-scale edge nodes, the extensive usage and adoption, as well as the openness to any third parties to join as edge nodes. For instance, OneThingCloud, a major OECP…

密码学与安全 · 计算机科学 2024-11-05 Yu Bi , Mingshuo Yang , Yong Fang , Xianghang Mi , Shanqing Guo , Shujun Tang , Haixin Duan

Motivated by the proliferation of Internet-of-Thing (IoT) devices and the rapid advances in the field of deep learning, there is a growing interest in pushing deep learning computations, conventionally handled by the cloud, to the edge of…

机器学习 · 计算机科学 2024-09-25 Marco Palena , Tania Cerquitelli , Carla Fabiana Chiasserini

Recent years have disclosed a remarkable proliferation of compute-intensive applications in smart cities. Such applications continuously generate enormous amounts of data which demand strict latency-aware computational processing…

网络与互联网体系结构 · 计算机科学 2020-10-13 Latif U. Khan , Ibrar Yaqoob , Nguyen H. Tran , S. M. Ahsan Kazmi , Tri Nguyen Dang , Choong Seon Hong

It is not an easy task to securely maintain all essential data where it has the need in many applications for clients in cloud. To maintain our data in cloud, it may not be fully trustworthy because client doesn't have copy of all stored…

分布式、并行与集群计算 · 计算机科学 2011-11-11 C. Dinesh

With the proliferation of the Internet of Things (IoT) and the wide penetration of wireless networks, the surging demand for data communications and computing calls for the emerging edge computing paradigm. By moving the services and…

网络与互联网体系结构 · 计算机科学 2021-08-19 Quyuan Luo , Shihong Hu , Changle Li , Guanghui Li , Weisong Shi

The rapid advancement of artificial intelligence (AI) technologies has led to an increasing deployment of AI models on edge and terminal devices, driven by the proliferation of the Internet of Things (IoT) and the need for real-time data…

人工智能 · 计算机科学 2025-03-18 Xubin Wang , Zhiqing Tang , Jianxiong Guo , Tianhui Meng , Chenhao Wang , Tian Wang , Weijia Jia