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Due to the recent wide use of computational resources in cloud computing, new resource provisioning challenges have been emerged. Resource provisioning techniques must keep total costs to a minimum while meeting the requirements of the…

分布式、并行与集群计算 · 计算机科学 2023-09-21 Safiye Ghasemi , Mohammad Reza Meybodi , Mehdi Dehghan Takht Fooladi , Amir Masoud Rahmani

With the rapid advancement of devices requiring intensive computation, such as Internet of Things (IoT) devices, smart sensors, and wearable technology, the computational demands on individual platforms with limited resources have…

分布式、并行与集群计算 · 计算机科学 2024-11-26 Reza Zakerian , Hadi Gholami

A smart city improves operational efficiency and comfort of living by harnessing techniques such as the Internet of Things (IoT) to collect and process data for decision making. To better support smart cities, data collected by IoT should…

网络与互联网体系结构 · 计算机科学 2021-06-10 Laha Ale , Ning Zhang , Scott A. King , Jose Guardiola

In many embedded systems, such as imaging sys- tems, the system has a single designated purpose, and same threads are executed repeatedly. Profiling thread behavior, allows the system to allocate each thread its resources in a way that…

机器学习 · 计算机科学 2016-02-02 Yonatan Glassner , Koby Crammer

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 explosive growth of user devices and emerging applications is driving unprecedented traffic demands, accompanied by stringent Quality of Service (QoS) requirements. Addressing these challenges necessitates innovative service…

网络与互联网体系结构 · 计算机科学 2025-04-16 Mohammad Farhoudi , Masoud Shokrnezhad , Somayeh Kianpisheh , Tarik Taleb

While the concept of Artificial Intelligent Internet of Things\ (AIoT) is booming, computation and/or communication-intensive tasks accompanied by several sub-tasks are slowly moving from centralized deployment to edge-side deployment. The…

性能 · 计算机科学 2021-12-06 Liang Chen , Jianpeng Qi , Xiao Su , Rui Wang

The last mile connection is dominated by wireless links where heterogeneous nodes share the limited and already crowded electromagnetic spectrum. Current contention based decentralized wireless access system is reactive in nature to…

网络与互联网体系结构 · 计算机科学 2020-02-03 Shuvam Chakraborty , Hesham Mohammed , Dola Saha

Mobile edge computing provides users with a cloud environment close to the edge of the wireless network, supporting the computing intensive applications that have low latency requirements. The combination of offloading with the wireless…

系统与控制 · 电气工程与系统科学 2021-03-08 Ruoyun Chen , Hancheng Lu , Pengfei Ma

With edge intelligence, AI models are increasingly pushed to the edge to serve ubiquitous users. However, due to the drift of model, data, and task, AI model deployed at the edge suffers from degraded accuracy in the inference serving…

机器学习 · 计算机科学 2024-05-28 Huaiguang Cai , Zhi Zhou , Qianyi Huang

With increasingly more computation being shifted to the edge of the network, monitoring of critical infrastructures, such as intermediate processing nodes in autonomous driving, is further complicated due to the typically…

分布式、并行与集群计算 · 计算机科学 2023-01-31 Dominik Scheinert , Babak Sistani Zadeh Aghdam , Soeren Becker , Odej Kao , Lauritz Thamsen

Facing the trend of merging wireless communications and multi-access edge computing (MEC), this article studies computation offloading in the beyond fifth-generation networks. To address the technical challenges originating from the…

分布式、并行与集群计算 · 计算机科学 2020-07-17 Xianfu Chen , Celimuge Wu , Zhi Liu , Ning Zhang , Yusheng Ji

Artificial intelligence is one of the important technologies for industrial applications, but it requires a lot of computing resources and sensor data to support it. With the development of edge computing and the Internet of Things,…

分布式、并行与集群计算 · 计算机科学 2021-07-28 Yujie Wamg , Xin Du , Xuzhao Chen , Zhihui Lu

The Metaverse promises immersive, real-time experiences; however, meeting its stringent latency and resource demands remains a major challenge. Conventional optimization techniques struggle to respond effectively under dynamic edge…

分布式、并行与集群计算 · 计算机科学 2026-02-03 Sulaiman Muhammad Rashid , Ibrahim Aliyu , Jaehyung Park , Jinsul Kim

Mobile edge computing (MEC) is emerging to support delay-sensitive 5G applications at the edge of mobile networks. When a user moves erratically among multiple MEC nodes, the challenge of how to dynamically migrate its service to maintain…

网络与互联网体系结构 · 计算机科学 2020-06-18 Huirong Ma , Zhi Zhou , Xu Chen

A basic combinatorial online resource allocation problem is considered, where multiple servers have individual capacity constraints, and at each time slot, a set of jobs arrives, that have potentially different weights to different servers.…

数据结构与算法 · 计算机科学 2015-12-02 Ajil Jalal , Rahul Vaze , Umang Bhaskar

Mobile edge computing (MEC) pushes computing resources to the edge of the network and distributes them at the edge of the mobile network. Offloading computing tasks to the edge instead of the cloud can reduce computing latency and backhaul…

网络与互联网体系结构 · 计算机科学 2024-02-22 Run Yang , Hui He , Weizhe Zhang

We study exploration in stochastic multi-armed bandits when we have access to a divisible resource that can be allocated in varying amounts to arm pulls. We focus in particular on the allocation of distributed computing resources, where we…

Edge computing hosts applications close to the end users and enables low-latency real-time applications. Modern applications inturn have adopted the microservices architecture which composes applications as loosely coupled smaller…

网络与互联网体系结构 · 计算机科学 2021-11-02 Dhruv Garg , Nanjangud C. Narendra , Selome Tesfatsion

As mobile devices have become the preferred tool for communication, work, and entertainment, traffic at the edge of the network is growing more rapidly than ever. To improve user experience, commodity servers are deployed in the edge to…

分布式、并行与集群计算 · 计算机科学 2018-07-17 Duc A. Tran , Quynh Vo