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Pervasive mobile AI applications primarily employ one of the two learning paradigms: cloud-based learning (with powerful large models) or on-device learning (with lightweight small models). Despite their own advantages, neither paradigm can…

机器学习 · 计算机科学 2023-11-21 Yan Zhuang , Zhenzhe Zheng , Yunfeng Shao , Bingshuai Li , Fan Wu , Guihai Chen

The vision of augmenting computing capabilities of mobile devices, especially smartphones with least cost is likely transforming to reality leveraging cloud computing. Cloud exploitation by mobile devices breeds a new research domain called…

分布式、并行与集群计算 · 计算机科学 2013-08-20 Saeid Abolfazli , Zohreh Sanaei , Abdullah Gani , Muhammad Shiraz

Grid and cloud computing systems have been extensively used to solve large and complex problems in science and engineering areas. These systems include powerful computing resources connected through high-speed networks. Due to recent…

分布式、并行与集群计算 · 计算机科学 2018-10-17 Sayed Chhattan Shah

Looking at the last decade, progress in technology has made a huge impact on our lifestyles. Enhanced use of mobile phones has provided a technological breakthrough, with the latest smartphones capturing the market. The word smartphone is…

密码学与安全 · 计算机科学 2016-02-19 Navdeep Kaur , Prabhsimran Singh

As cloud applications shift from monoliths to loosely coupled microservices, application developers must decide how many compute resources (e.g., number of replicated containers) to assign to each microservice within an application. This…

分布式、并行与集群计算 · 计算机科学 2022-08-09 Vighnesh Sachidananda , Anirudh Sivaraman

Nowadays, with the rapid growth of cloud computing, many industries are going to move their computing activities to clouds. Researchers of virtual learning are also looking for the ways to use clouds through mobile platforms. This paper…

计算机与社会 · 计算机科学 2013-04-16 Hossein Movafegh Ghadirli , Maryam Rastgarpour

Computing at the edge is increasingly important since a massive amount of data is generated. This poses challenges in transporting all that data to the remote data centers and cloud, where they can be processed and analyzed. On the other…

机器学习 · 计算机科学 2020-12-09 Christian Makaya , Amalendu Iyer , Jonathan Salfity , Madhu Athreya , M Anthony Lewis

Fog computing is essentially the expansion of cloud computing towards the network edge, reducing user access time to computing resources and services. Various advantages attribute to fog computing, including reduced latency, and improved…

网络与互联网体系结构 · 计算机科学 2024-08-29 Yasaman Seraj , Soheil Fadaei , Bardia Safaei , Ali Javadi , Amir Mahdi Hosseini Monazzah , Ali Mohammad Afshin Hemmatyar

We propose a game theoretic framework for task allocation in mobile cloud computing that corresponds to offloading of compute tasks to a group of nearby mobile devices. Specifically, in our framework, a distributor node holds a…

网络与互联网体系结构 · 计算机科学 2016-08-31 Mojgan Khaledi , Mehrdad khaledi , Sneha Kumar Kasera

The rise of mobile devices equipped with numerous sensors, such as LiDAR and cameras, has spurred the adoption of multi-modal deep intelligence for distributed sensing tasks, such as smart cabins and driving assistance. However, the arrival…

机器学习 · 计算机科学 2024-11-01 Fenmin Wu , Sicong Liu , Kehao Zhu , Xiaochen Li , Bin Guo , Zhiwen Yu , Hongkai Wen , Xiangrui Xu , Lehao Wang , Xiangyu Liu

Cloud computing has motivated renewed interest in resource allocation problems with new consumption models. A common goal is to share a resource, such as CPU or I/O bandwidth, among distinct users with different demand patterns as well as…

数据结构与算法 · 计算机科学 2021-01-27 Sebastian Perez-Salazar , Ishai Menache , Mohit Singh , Alejandro Toriello

To tackle increasingly complex tasks, recent research on mobile agents has shifted towards multi-agent collaboration. Current mobile multi-agent systems are primarily deployed in the cloud, leading to high latency and operational costs. A…

人工智能 · 计算机科学 2025-11-18 Biao Yi , Xavier Hu , Yurun Chen , Shengyu Zhang , Hongxia Yang , Fan Wu

Emerging applications such as autonomous driving pose the challenge of efficient cost-driven offloading in edge-cloud environments. This involves assigning tasks to edge and cloud servers for separate execution, with the goal of minimizing…

离散数学 · 计算机科学 2024-11-26 Longkun Guo , Jiawei Lin , Xuanming Xu , Peng Li

Both the Mobile edge computing (MEC)-based and fog computing (FC)-aided Internet of Vehicles (IoV) constitute promising paradigms of meeting the demands of low-latency pervasive computing. To this end, we construct a dynamic NOMA-based…

信息论 · 计算机科学 2023-05-03 Dongsheng Zheng , Yingyang Chen , Lai Wei , Bingli Jiao , Lajos Hanzo

Technological evolution of mobile user equipments (UEs), such as smartphones or laptops, goes hand-in-hand with evolution of new mobile applications. However, running computationally demanding applications at the UEs is constrained by…

信息论 · 计算机科学 2017-03-14 Pavel Mach , Zdenek Becvar

In this paper, we consider the mobile edge offloading scenario consisting of one mobile device (MD) with multiple independent tasks and various remote edge devices. In order to save energy, the user's device can offload the tasks to…

信号处理 · 电气工程与系统科学 2019-10-11 Minh Hoang Ly , Thinh Quang Dinh , Ha Hoang Kha

An ever increasing number of applications can employ aerial unmanned vehicles, or so-called drones, to perform different sensing and possibly also actuation tasks from the air. In some cases, the data that is captured at a given point has…

机器人学 · 计算机科学 2023-10-19 Giorgos Polychronis , Spyros Lalis

An increasing number of mobile applications share location-dependent information, from collaborative applications and social networks to location-based games. For such applications, peer-to-peer architectures where mobile devices share…

分布式、并行与集群计算 · 计算机科学 2022-05-04 Luís M. Silva , Frederico Aleixo , Albert van der Linde , João Leitão , Nuno Preguiça

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

Recently, mobile ad hoc clouds have emerged as a promising technology for mobile cyber-physical system applications, such as mobile intelligent video surveillance and smart homes. Resource management plays a key role in maximizing resource…

分布式、并行与集群计算 · 计算机科学 2019-03-22 Sayed Chhattan Shah