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The tremendous advancements in the Internet of Things (IoT) increasingly involve computationally intensive services. These services often require more computation resources than can entirely be satisfied on local IoT devices. Cloud…

网络与互联网体系结构 · 计算机科学 2021-04-09 Boubakr Nour , Soumaya Cherkaoui

Edge computing has emerged as a pivotal technology, offering significant advantages such as low latency, enhanced data security, and reduced reliance on centralized cloud infrastructure. These benefits are crucial for applications requiring…

分布式、并行与集群计算 · 计算机科学 2026-02-24 Tomasz Szydlo , Viacheslav Horbanov , Devki Nandan Jha , Shashikant Ilager , Aleksander Slominski , Rajiv Ranjan

New intelligence applications are driving increasing interest in deploying deep neural networks (DNN) in a distributed way. To set up distributed deep learning involves alterations of a great number of the parameter configurations of…

机器学习 · 计算机科学 2022-11-24 Xiaoyan Liu , Zhiwei Xu , Yana Qin , Jie Tian

A large number of emerging IoT applications rely on machine learning routines for analyzing data. Executing such tasks at the user devices improves response time and economizes network resources. However, due to power and computing…

网络与互联网体系结构 · 计算机科学 2020-03-10 A. Galanopoulos , A. G. Tasiopoulos , G. Iosifidis , T. Salonidis , D. J. Leith

A disruptive technology that is influencing not only computing paradigm but every other business is the rise of big data. Internet of Things (IoT) applications are considered to be a major source of big data. Such IoT applications are in…

分布式、并行与集群计算 · 计算机科学 2016-02-23 Xuezhi Zeng , Saurabh Kumar Garg , Peter Strazdins , Prem Jayaraman , Dimitrios Georgakopoulos , Rajiv Ranjan

With the increasing popularity of accelerator technologies (e.g., GPUs and TPUs) and the emergence of domain-specific computing via ASICs and FPGA, the matter of heterogeneity and understanding its ramifications on the performance has…

分布式、并行与集群计算 · 计算机科学 2023-03-21 Ali Mokhtari , Drake Rawls , Tony Huynh , Jeremiah Green , Mohsen Amini Salehi

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

Cloud Computing (CC) is a model for enabling on-demand access to a shared pool of configurable computing resources. Testing and evaluating the performance of the cloud environment for allocating, provisioning, scheduling, and data…

分布式、并行与集群计算 · 计算机科学 2017-01-09 Ahmed H. Abase , Mohamed H. Khafagy , Fatma A. Omara

At the edge, there is a high level of similarity in computing. One approach that has been proposed to enhance the efficiency of edge computing is computation reuse, which eliminates redundant computations. Edge computing is integrated with…

网络与互联网体系结构 · 计算机科学 2025-02-05 Atiyeh Javaheri , Ali Bohlooli , Kamal Jamshidi

Cloud computing aims to power the next generation data centers and enables application service providers to lease data center capabilities for deploying applications depending on user QoS (Quality of Service) requirements. Cloud…

分布式、并行与集群计算 · 计算机科学 2009-07-29 Rajkumar Buyya , Rajiv Ranjan , Rodrigo N. Calheiros

IoT devices trigger real-time applications by receiving data from their vicinity. Modeling these applications in the form of workflows enables automating their procedure, especially for the business and industry. Depending on the features…

分布式、并行与集群计算 · 计算机科学 2023-12-15 Mohammad Amin Rayej , Hajar Siar , Ahmadreza Hamzei , Mohammad Sadegh Majidi Yazdi , Parsa Mohammadian , Mohammad Izadi

Real-time video analytics systems typically place models with fewer weights on edge devices to reduce latency. The distribution of video content features may change over time for various reasons (i.e. light and weather change) , leading to…

计算机视觉与模式识别 · 计算机科学 2024-06-06 Peng Zhao , Runchu Dong , Guiqin Wang , Cong Zhao

Edge computing has become increasingly popular across many domains and enterprises. However, given the locality constraint of edges (i.e., only close-by edges are useful), multiplexing diverse workloads becomes challenging. This results in…

分布式、并行与集群计算 · 计算机科学 2018-06-26 Faria Kalim , Shadi A. Noghabi

Deep Learning (DL) models have been widely deployed on IoT devices with the help of advancements in DL algorithms and chips. However, the limited resources of edge devices make these on-device DL models hard to be generalizable to diverse…

机器学习 · 计算机科学 2023-11-27 Bufang Yang , Lixing He , Neiwen Ling , Zhenyu Yan , Guoliang Xing , Xian Shuai , Xiaozhe Ren , Xin Jiang

Edge computing operates between the cloud and end users and strives to provide low-latency computing services for simultaneous users. Redundant use of multiple edge nodes can reduce latency, as edge systems often operate in uncertain…

分布式、并行与集群计算 · 计算机科学 2024-11-26 Pei Peng , Emina Soljanin

The emergence of connected vehicles is driven by increasing customer and regulatory demands. To meet these, more complex software applications, some of which require service-based cloud and edge backends, are developed. When new software is…

新兴技术 · 计算机科学 2024-12-18 M. Weiß , J. Stümpfle , F. Dettinger , N. Jazdi , M. Weyrich

The rapid growth of data generated from Internet of Things (IoTs) such as smart phones and smart home devices presents new challenges to cloud computing in transferring, storing, and processing the data. With increasingly more powerful edge…

分布式、并行与集群计算 · 计算机科学 2026-02-17 Runyu Jin , Qirui Yang

The transformation of smart mobility is unprecedented--Autonomous, shared and electric connected vehicles, along with the urgent need to meet ambitious net-zero targets by shifting to low-carbon transport modalities result in new traffic…

分布式、并行与集群计算 · 计算机科学 2024-05-07 Zeinab Nezami , Emmanouil Chaniotakis , Evangelos Pournaras

Virtually all of the rapidly increasing data traffic consumed by mobile users requires some kind of processing, normally performed at cloud servers. A recent thrust, {\em mobile edge computing}, moves such processing to servers {\em within}…

网络与互联网体系结构 · 计算机科学 2016-11-28 Francesco Malandrino , Scott Kirkpatrick , Carla-Fabiana Chiasserini

With the fast growing quantity of data generated by smart devices and the exponential surge of processing demand in the Internet of Things (IoT) era, the resource-rich cloud centres have been utilised to tackle these challenges. To relieve…

分布式、并行与集群计算 · 计算机科学 2022-08-11 Jiashu Wu , Hao Dai , Yang Wang , Shigen Shen , Chengzhong Xu