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Novel applications such as the Metaverse have highlighted the potential of beyond 5G networks, which necessitate ultra-low latency communications and massive broadband connections. Moreover, the burgeoning demand for such services with…

Networking and Internet Architecture · Computer Science 2023-09-20 Mohammad Farhoudi , Masoud Shokrnezhad , Tarik Taleb

With the rapid growth of the Internet of Things (IoT) and a wide range of mobile devices, the conventional cloud computing paradigm faces significant challenges (high latency, bandwidth cost, etc.). Motivated by those constraints and…

Distributed, Parallel, and Cluster Computing · Computer Science 2022-11-04 Thong Vo , Pranjal Dave , Gaurav Bajpai , Rasha Kashef

Driven by the vision of edge computing and the success of rich cognitive services based on artificial intelligence, a new computing paradigm, edge cognitive computing (ECC), is a promising approach that applies cognitive computing at the…

Networking and Internet Architecture · Computer Science 2018-08-23 Min Chen , Wei Li , Giancarlo Fortino , Yixue Hao , Long Hu , Iztok Humar

The Internet is responsible for accelerating growth in several fields such as digital media, healthcare, the military. Furthermore, the Internet was founded on the principle of allowing clients to communicating with servers. However,…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-06-29 Jacob John , Shashank Gupta

Context: Microservices running and being powered by Edge Computing have been gaining much attention in the industry and academia. Since 2014, when Martin Fowler popularized the Microservice term, many studies have been published relating…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-01-25 Lucas Fernando Souza de Castro , Sandro Rigo

Edge computing has become a promising computing paradigm for building IoT (Internet of Things) applications, particularly for applications with specific constraints such as latency or privacy requirements. Due to resource constraints at the…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-08-15 Fei Hu , Kunal Mehta , Shivakant Mishra , Mohammad AlMutawa

In this paper, we investigate the recent studies on multimedia edge computing, from sensing not only traditional visual/audio data but also individuals' geographical preference and mobility behaviors, to performing distributed machine…

Multimedia · Computer Science 2021-05-07 Zhi Wang , Wenwu Zhu , Lifeng Sun , Han Hu , Ge Ma , Ming Ma , Haitian Pang , Jiahui Ye , Hongshan Li

Data stream processing is an increasingly important topic due to the prevalence of smart devices and the demand for real-time analytics. Geo-distributed streaming systems, where cloud-based queries utilize data streams from multiple…

Distributed, Parallel, and Cluster Computing · Computer Science 2022-11-22 Joel Wolfrath , Abhishek Chandra

In the ever-evolving landscape of computing, the advent of edge and fog computing has revolutionized data processing by bringing it closer to end-users. While cloud computing offers numerous advantages, including mobility, flexibility and…

Networking and Internet Architecture · Computer Science 2024-12-03 Miguel Mota-Cruz , João H Santos , José F Macedo , Karima Velasquez , David Perez Abreu

With the advent of the Internet of Things (IoT) and 5G networks, edge computing is offering new opportunities for business model and use cases innovations. Service providers can now virtualize the cloud beyond the data center to meet the…

Networking and Internet Architecture · Computer Science 2022-01-13 Boubakr Nour , Soumaya Cherkaoui

The massive growth of mobile and IoT devices demands geographically distributed computing systems for optimal performance, privacy, and scalability. However, existing edge-to-cloud serverless platforms lack location awareness, resulting in…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-07-26 Mohammadreza Malekabbasi , Tobias Pfandzelter , Trever Schirmer , David Bermbach

The explosive increase in volume, velocity, variety, and veracity of data generated by distributed and heterogeneous nodes such as IoT and other devices, continuously challenge the state of art in big data processing platforms and mining…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-07-03 Nicolas Kourtellis , Herodotos Herodotou , Maciej Grzenda , Piotr Wawrzyniak , Albert Bifet

Edge computing has become a popular paradigm where services and applications are deployed at the network edge closer to the data sources. It provides applications with outstanding benefits, including reduced response latency and enhanced…

Networking and Internet Architecture · Computer Science 2022-09-15 Mingjin Zhang , Jiannong Cao , Yuvraj Sahni , Qianyi Chen , Shan Jiang , Tao Wu

Serverless computing and stream processing represent two dominant paradigms for event-driven data processing, yet both make assumptions that render them inefficient for short-running, lightweight, and unpredictable streams that require…

Distributed, Parallel, and Cluster Computing · Computer Science 2026-03-04 Natalie Carl , Niklas Kowallik , Constantin Stahl , Trever Schirmer , Tobias Pfandzelter , David Bermbach

Current cloud-based smart systems suffer from weaknesses such as high response latency, limited network bandwidth and the restricted computing power of smart end devices which seriously affect the system's QoS (Quality of Service).…

Software Engineering · Computer Science 2021-02-02 Xuejun Li , Ran Ding , Xiao Liu , Jia Xu , Yun Yang , John Grundy

Serverless computing has gained popularity in edge computing due to its flexible features, including the pay-per-use pricing model, auto-scaling capabilities, and multi-tenancy support. Complex Serverless-based applications typically rely…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-09-01 Ke Luo , Tao Ouyang , Zhi Zhou , Xu Chen

Edge Computing is a promising technology to provide new capabilities in technological fields that require instantaneous data processing. Researchers in areas such as machine and deep learning use extensively edge and cloud computing for…

Serverless computing that runs functions with auto-scaling is a popular task execution pattern in the cloud-native era. By connecting serverless functions into workflows, tenants can achieve complex functionality. Prior researches adopt the…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-05-01 Zijun Li , Chuhao Xu , Quan Chen , Jieru Zhao , Chen Chen , Minyi Guo

Edge computing has emerged as a pivotal technology, offering significant advantages such as low latency, enhanced data security, and reduced reliance on centralized cloud infrastructure. These benefits are crucial for applications requiring…

Distributed, Parallel, and Cluster Computing · Computer Science 2026-02-24 Tomasz Szydlo , Viacheslav Horbanov , Devki Nandan Jha , Shashikant Ilager , Aleksander Slominski , Rajiv Ranjan

Integrating GPUs into serverless computing platforms is crucial for improving efficiency. However, existing solutions for GPU-enabled serverless computing platforms face two significant problems due to coarse-grained GPU management: long…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-04-24 Han Zhao , Weihao Cui , Quan Chen , Shulai Zhang , Zijun Li , Jingwen Leng , Chao Li , Deze Zeng , Minyi Guo