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Hosting diverse large language model workloads in a unified resource pool through co-location is cost-effective. For example, long-running chat services generally follow diurnal traffic patterns, which inspire co-location of batch jobs to…

分布式、并行与集群计算 · 计算机科学 2024-11-19 Ping Zhang , Lei Su , Jinjie Yang , Xin Chen

The concept of fog computing is centered around providing computation resources at the edge of network, thereby reducing the latency and improving the quality of service. However, it is still desirable to investigate how and where at the…

网络与互联网体系结构 · 计算机科学 2018-07-04 Abbas Kiani , Nirwan Ansari , Abdallah Khreishah

Industry 4.0 applications foster new business opportunities but they also pose new and challenging requirements, such as low latency communications and highly reliable systems. They enable to exploit novel wireless technologies (5G), but it…

网络与互联网体系结构 · 计算机科学 2020-01-23 Goiuri Peralta , Pablo Garrido , Josu Bilbao , Ramón Agüero , Pedro M. Crespo

Fog computing was designed to support the specific needs of latency-critical applications such as augmented reality, and IoT applications which produce massive volumes of data that are impractical to send to faraway cloud data centers for…

With the pervasiveness of IoT devices, smart-phones and improvement of location-tracking technologies huge volume of heterogeneous geo-tagged (location specific) data is generated which facilitates several location-aware services. The…

分布式、并行与集群计算 · 计算机科学 2021-12-20 Shreya Ghosh , Soumya Ghosh

The Internet of Things (IoT) has become the forefront of bridging different technologies together. It brings rise to online computational services that make mundane tasks convenient. However, the volume of devices connecting to the network…

网络与互联网体系结构 · 计算机科学 2019-10-18 Marc Jayson Baucas , Petros Spachos

Network slicing has been considered as one of the key enablers for 5G to support diversified services and application scenarios. This paper studies the distributed network slicing utilizing both the spectrum resource offered by…

网络与互联网体系结构 · 计算机科学 2020-02-05 Anqi Huang , Yingyu Li , Yong Xiao , Xiaohu Ge , Sumei Sun , Han-Chieh Chao

The Internet of Everything (IoE) solutions gradually bring every object online, and processing data in centralized cloud does not scale to requirements of such environment. This is because, there are applications such as health monitoring…

分布式、并行与集群计算 · 计算机科学 2016-01-29 Amir Vahid Dastjerdi , Harshit Gupta , Rodrigo N. Calheiros , Soumya K. Ghosh , Rajkumar Buyya

Edge/fog computing, as a distributed computing paradigm, satisfies the low-latency requirements of ever-increasing number of IoT applications and has become the mainstream computing paradigm behind IoT applications. However, because large…

分布式、并行与集群计算 · 计算机科学 2023-10-24 Zhiyu Wang , Mohammad Goudarzi , Mingming Gong , Rajkumar Buyya

Fog computing emerged as a promising paradigm to address the challenges of processing and managing data generated by the Internet of Things (IoT). Load balancing (LB) plays a crucial role in Fog computing environments to optimize the…

机器学习 · 计算机科学 2023-10-10 Maad Ebrahim , Abdelhakim Senhaji Hafid , Mohamed Riduan Abid

Internet of Things (IoT) is a system of interrelated devices that can be used to allow large-scale collection and analysis of data. However, as it grew, IoT networks were not capable of managing the data from these services. As a result,…

网络与互联网体系结构 · 计算机科学 2020-02-05 Marc Baucas , Petros Spachos

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

We present FLIC, a distributed software data caching framework for fogs that reduces network traffic and latency. FLICis targeted toward city-scale deployments of cooperative IoT devices in which each node gathers and shares data with…

分布式、并行与集群计算 · 计算机科学 2020-03-30 Jack West , Neil Kingensmith , George K. Thiruvathukal

Device-to-device (D2D) communication is an enabling technology for fog computing by allowing the sharing of computation resources between mobile devices. However, temperature variations in the device CPUs affect the computation resources…

信号处理 · 电气工程与系统科学 2022-01-10 Onur Karatalay , Ioannis Psaromiligkos , Benoit Champagne

With smart devices, particular smartphones, becoming our everyday companions, the ubiquitous mobile Internet and computing applications pervade people daily lives. With the surge demand on high-quality mobile services at anywhere, how to…

网络与互联网体系结构 · 计算机科学 2016-03-31 Tom H. Luan , Longxiang Gao , Zhi Li , Yang Xiang , Guiyi Wei , Limin Sun

Mobile users in an urban environment access content on the internet from different locations. It is challenging for the current service providers to cope with the increasing content demand from a large number of collocated mobile users.…

网络与互联网体系结构 · 计算机科学 2017-07-21 Junaid Ahmed Khan , Cedric Westphal , Yacine Ghamri-Doudane

Fog computing has emerged as a new paradigm in mobile network communications, aiming to equip the edge of the network with the computing and storing capabilities to deal with the huge amount of data and processing needs generated by the…

网络与互联网体系结构 · 计算机科学 2022-01-31 Amine Abouaomar , Abdellatif Kobbane , Soumaya Cherkaoui

Recent advances in the areas of Internet of Things (IoT), Big Data, and Machine Learning have contributed to the rise of a growing number of complex applications. These applications will be data-intensive, delay-sensitive, and real-time as…

网络与互联网体系结构 · 计算机科学 2019-01-29 Ashkan Yousefpour , Ashish Patil , Genya Ishigaki , Inwoong Kim , Xi Wang , Hakki C. Cankaya , Qiong Zhang , Weisheng Xie , Jason P. Jue

With the rapid proliferation of connected devices in the Internet of Things (IoT), the centralized cloud solution faces several challenges, out of which, there is an overwhelming consensus to put energy efficiency at the top of the research…

网络与互联网体系结构 · 计算机科学 2019-04-02 Barzan A. Yosuf , Mohamed. Musa , Taisir Elgorashi , J. M. H. Elmirghani

The evolution of smart cities demands scalable, secure, and energy-efficient architectures for real-time data processing. With the number of IoT devices expected to exceed 40 billion by 2030, traditional cloud-based systems are increasingly…

软件工程 · 计算机科学 2025-06-17 Debasish Jana , Pinakpani Pal , Pawan Kumar