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In this paper, we propose a load balancing algorithm based on Reinforcement Learning (RL) to optimize the performance of Fog Computing for real-time IoT applications. The algorithm aims to minimize the waiting delay of IoT workloads in…

分布式、并行与集群计算 · 计算机科学 2023-11-14 Maad Ebrahim , Abdelhakim Hafid

With the Internet of Things (IoT) becoming a major component of our daily life, understanding how to improve the quality of service (QoS) for IoT applications through fog computing is becoming an important problem. In this paper, we…

网络与互联网体系结构 · 计算机科学 2018-04-23 Ashkan Yousefpour , Genya Ishigaki , Riti Gour , Jason P. Jue

Fog computing, as a distributed paradigm, offers cloud-like services at the edge of the network with low latency and high-access bandwidth to support a diverse range of IoT application scenarios. To fully utilize the potential of this…

分布式、并行与集群计算 · 计算机科学 2022-04-28 Mohammad Goudarzi , Marimuthu Palaniswami , Rajkumar Buyya

Comparing to cloud computing, fog computing performs computation and services at the edge of networks, thus relieving the computation burden of the data center and reducing the task latency of end devices. Computation latency is a crucial…

信号处理 · 电气工程与系统科学 2021-04-08 Miao Yang , Hongbin Zhu , Hua Qian , Yevgeni Koucheryavy , Konstantin Samouylov , Haifeng Wang

The increasing use of Internet of Things (IoT) devices generates a greater demand for data transfers and puts increased pressure on networks. Additionally, connectivity to cloud services can be costly and inefficient. Fog computing provides…

网络与互联网体系结构 · 计算机科学 2020-12-24 Faten Alenizi , Omer Rana

Cloud computing is an emerging technology in distributed computing which facilitates pay per model as per user demand and requirement.Cloud consist of a collection of virtual machine which includes both computational and storage facility.…

分布式、并行与集群计算 · 计算机科学 2014-04-09 Dr. Amit Agarwal , Saloni Jain

Fog computing is an emerging technology in the field of network services where data transfer from one device to another to perform some kind of activity. Fog computing is an extended concept of cloud computing. It works in-between the…

网络与互联网体系结构 · 计算机科学 2024-09-02 Harshit Gupta , Ajay Kumar Bharti

Offloading computation to nearby edge/fog computing nodes, including the ones carried by moving vehicles, e.g., vehicular fog nodes (VFN), has proved to be a promising approach for enabling low-latency and compute-intensive mobility…

多智能体系统 · 计算机科学 2023-05-23 Byungjin Cho , Yu Xiao

The recent advances aiming to enable in-network service provisioning are empowering a plethora of smart infrastructure developments, including smart cities, and intelligent transportation systems. Although edge computing in conjunction with…

网络与互联网体系结构 · 计算机科学 2023-04-21 Muhammad Atif Ur Rehman , Muhammad Salahuddin , Spyridon Mastorakis , Byung-Seo Kim

Novel utility computing paradigms rely upon the deployment of multi-service applications to pervasive and highly distributed cloud-edge infrastructure resources. Deciding onto which computational nodes to place services in cloud-edge…

计算机科学中的逻辑 · 计算机科学 2026-01-14 Damiano Azzolini , Marco Duca , Stefano Forti , Francesco Gallo , Antonio Ielo

The powerful paradigm of Fog computing is currently receiving major interest, as it provides the possibility to integrate virtualized servers into networks and brings cloud service closer to end devices. To support this distributed…

分布式、并行与集群计算 · 计算机科学 2019-01-30 Jung-yeon Baek , Georges Kaddoum , Sahil Garg , Kuljeet Kaur , Vivianne Gravel

In the context of fog computing, we consider a simple case when data centers are installed at the edge of the network and assume that if a request arrives at an overloaded data center, then it is forwarded to a neighboring data center with…

网络与互联网体系结构 · 计算机科学 2016-06-03 Christine Fricker , Fabrice Guillemin , Philippe Robert , Guilherme Thompson

Mobile clients that consume and produce data are abundant in fog environments and low latency access to this data can only be achieved by storing it in their close physical proximity. To adapt data replication in fog data stores in an…

分布式、并行与集群计算 · 计算机科学 2021-11-08 Malte Bellmann , Tobias Pfandzelter , David Bermbach

Meeting the requirements of future services with time sensitivity and handling sudden load spikes of the services in Fog computing environments are challenging tasks due to the lack of publicly available Fog nodes and their characteristics.…

分布式、并行与集群计算 · 计算机科学 2024-03-05 Sudheer Kumar Battula , Saurabh Garg , James Montgomery , Ranesh Naha

The Internet of Things is transforming our society by monitoring users and infrastructures' behavior to enable new services that will improve life quality and resource management. These applications require a vast amount of localized…

分布式、并行与集群计算 · 计算机科学 2023-12-06 Román Cárdenas , Patricia Arroba , Roberto Blanco , Pedro Malagón , José L. Risco-Martín , José M. Moya

The present manuscript concentrates on the application of Fog computing to a Smart Grid Network that comprises of a Distribution Generation System known as a Microgrid. It addresses features and advantages of a smart grid. Two computational…

分布式、并行与集群计算 · 计算机科学 2017-12-29 Rabindra K. Barik , Satish Kumar Gudey , Gujji Giridhar Reddy , Meenakshi Pant , Harishchandra Dubey , Kunal Mankodiya , Vinay Kumar

To deal with the rapid growth of high-speed and/or ultra-low latency data traffic for massive mobile users, fog radio access networks (Fog-RANs) have emerged as a promising architecture for next-generation wireless networks. In Fog-RANs,…

信号处理 · 电气工程与系统科学 2017-10-03 Juan Liu , Bo Bai , Jun Zhang , Khaled B. Letaief

Fog computing offers increased performance and efficiency for Industrial Internet of Things (IIoT) applications through distributed data processing in nearby proximity to sensors. Given resource constraints and their contentious use in IoT…

分布式、并行与集群计算 · 计算机科学 2024-07-17 Babar Shahzaad , Alistair Barros , Colin Fidge

Fog computing can support IoT services with fast response time and low bandwidth usage by moving computation from the cloud to edge devices. However, existing fog computing frameworks have limited flexibility to support dynamic service…

分布式、并行与集群计算 · 计算机科学 2019-07-22 Bin Cheng , Jonathan Fürst , Gurkan Solmaz , Takuya Sanada

The smart grid utilizes many Internet of Things (IoT) applications to support its intelligent grid monitoring and control. The requirements of the IoT applications vary due to different tasks in the smart grid. In this paper, we propose a…

网络与互联网体系结构 · 计算机科学 2018-04-05 Pan Wang , Shidong Liu , Feng Ye , Xuejiao Chen