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Cloud computing, despite its inherent advantages (e.g., resource efficiency) still faces several challenges. the wide are network used to connect the cloud to end-users could cause high latency, which may not be tolerable for some…

分布式、并行与集群计算 · 计算机科学 2020-01-22 Carla Mouradian , Fereshteh Ebrahimnezhad , Yassine Jebbar , Jasmeen Kaur Ahluwalia , Seyedeh Negar Afrasiabi , Roch H. Glitho , Ashok Moghe

Fog computing integrates cloud and edge resources. According to an intelligent and decentralized method, this technology processes data generated by IoT sensors to seamlessly integrate physical and cyber environments. Internet of Things…

网络与互联网体系结构 · 计算机科学 2025-10-07 Mohammad Reza Akbari , Hamid Barati , Ali Barati

The rapid growth of time-sensitive applications and services has driven enhancements to computing infrastructures. The main challenge that needs addressing for these applications is the optimal placement of the end-users demands to reduce…

网络与互联网体系结构 · 计算机科学 2021-05-24 Abdullah M. Alqahtani , Barzan Yosuf , Sanaa H. Mohamed , Taisir E. H. El-Gorashi , Jaafar M. H. Elmirghani

The fast increment in the number of IoT (Internet of Things) devices is accelerating the research on new solutions to make cloud services scalable. In this context, the novel concept of fog computing as well as the combined fog-to-cloud…

网络与互联网体系结构 · 计算机科学 2019-02-28 Jasenka Dizdarevic , Francisco Carpio , Admela Jukan , Xavi Masip-Bruin

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

Fog computing enables use cases where data produced in end devices are stored, processed, and acted on directly at the edges of the network, yet computation can be offloaded to more powerful instances through the edge to cloud continuum.…

网络与互联网体系结构 · 计算机科学 2018-10-29 Román Sosa , Csaba Kiraly , Juan D. Parra Rodriguez

The Internet of Things (IoT) has recently proliferated in both size and complexity. Using multi-source and heterogeneous IoT data aids in providing efficient data analytics for a variety of prevalent and crucial applications. To address the…

密码学与安全 · 计算机科学 2025-10-27 Safa Ben Atitallah , Maha Driss , Henda Ben Ghezela

Fog computing is an emerging computing paradigm that has come into consideration for the deployment of IoT applications amongst researchers and technology industries over the last few years. Fog is highly distributed and consists of a wide…

Tactile Internet is an emerging concept that focuses on supporting high-fidelity, ultra-responsive, and widely available human-to-machine interactions. To reduce the transmission latency and alleviate Internet congestion, fog computing has…

网络与互联网体系结构 · 计算机科学 2020-01-29 Yong Xiao , Marwan Krunz

Internet of Things (IoT) have widely penetrated in different aspects of modern life and many intelligent IoT services and applications are emerging. Recently, federated learning is proposed to train a globally shared model by exploiting a…

网络与互联网体系结构 · 计算机科学 2020-05-05 Qiong Wu , Kaiwen He , Xu Chen

Cloud computing with its three key facets (i.e., IaaS, PaaS, and SaaS) and its inherent advantages (e.g., elasticity and scalability) still faces several challenges. The distance between the cloud and the end devices might be an issue for…

分布式、并行与集群计算 · 计算机科学 2017-11-03 Carla Mouradian , Diala Naboulsi , Sami Yangui , Roch H. Glitho , Monique J. Morrow , Paul A. Polakos

This paper investigates a three-layer IoT-fog-cloud computing system to determine the optimum workload and power allocation at each layer. The objective is to minimize maximum per-layer latency (including both data processing and…

信号处理 · 电气工程与系统科学 2020-02-03 Saman Atapattu , Chathuranga Weeraddana , Minhua Ding , Hazer Inaltekin , Jamie Evans

In the era when the market segment of Internet of Things (IoT) tops the chart in various business reports, it is apparently envisioned that the field of medicine expects to gain a large benefit from the explosion of wearables and…

As edge and fog computing become central to modern distributed systems, there's growing interest in combining serverless architectures with privacy-preserving machine learning techniques like federated learning (FL). However, current…

分布式、并行与集群计算 · 计算机科学 2025-07-08 Somayeh Sobati-M

Many future innovative computing services will use Fog Computing Systems (FCS), integrated with Internet of Things (IoT) resources. These new services, built on the convergence of several distinct technologies, need to fulfil time-sensitive…

密码学与安全 · 计算机科学 2020-07-20 Jose Moura , David Hutchison

Due to the pervasive diffusion of personal mobile and IoT devices, many "smart environments" (e.g., smart cities and smart factories) will be, generators of huge amounts of data. Currently, analysis of this data is typically achieved…

分布式、并行与集群计算 · 计算机科学 2021-09-24 Lorenzo Valerio , Marco Conti , Andrea Passarella

Machine learning (ML) tasks are becoming ubiquitous in today's network applications. Federated learning has emerged recently as a technique for training ML models at the network edge by leveraging processing capabilities across the nodes…

分布式、并行与集群计算 · 计算机科学 2020-10-26 Seyyedali Hosseinalipour , Christopher G. Brinton , Vaneet Aggarwal , Huaiyu Dai , Mung Chiang

The Internet of Things (IoT) requires a new processing paradigm that inherits the scalability of the cloud while minimizing network latency using resources closer to the network edge. Building up such flexibility within the edge-to-cloud…

分布式、并行与集群计算 · 计算机科学 2021-04-26 Zeinab Nezami , Kamran Zamanifar , Karim Djemame , Evangelos Pournaras

Fog computing is an emerging paradigm that aims to meet the increasing computation demands arising from the billions of devices connected to the Internet. Offloading services of an application from the Cloud to the edge of the network can…

分布式、并行与集群计算 · 计算机科学 2020-01-28 Nan Wang , Blesson Varghese

By bringing computing capacity from a remote cloud environment closer to the user, fog computing is introduced. As a result, users can access the services from more nearby computing environments, resulting in better quality of service and…

分布式、并行与集群计算 · 计算机科学 2023-03-22 Chinmaya Kumar Dehury , Bharadwaj Veeravalli , Satish Narayana Srirama