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An increasing amount of data is being injected into the network from IoT (Internet of Things) applications. Many of these applications, developed to improve society's quality of life, are latency-critical and inject large amounts of data…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-05-13 Patricia Arroba , Rajkumar Buyya , Román Cárdenas , José L. Risco-Martín , José M. Moya

Adopting serverless computing to edge networks benefits end-users from the pay-as-you-use billing model and flexible scaling of applications. This paradigm extends the boundaries of edge computing and remarkably improves the quality of…

Networking and Internet Architecture · Computer Science 2024-08-15 Peiyuan Guan , Chen Chen , Ziru Chen , Lin X. Cai , Xing Hao , Amir Taherkordi

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

We consider the setting where a service is hosted on a third-party edge server deployed close to the users and a cloud server at a greater distance from the users. Due to the proximity of the edge servers to the users, requests can be…

Networking and Internet Architecture · Computer Science 2024-03-07 Aadesh Madnaik , Sharayu Moharir , Nikhil Karamchandani

Containerized microservices are widely adopted for latency-sensitive and compute-intensive applications, with Kubernetes (K8s) as the dominant orchestration platform. However, automating the deployment and management of multi-service…

Stringent latency requirements in advanced Internet of Things (IoT) applications as well as an increased load on cloud data centers have prompted a move towards a more decentralized approach, bringing storage and processing of IoT data…

Distributed, Parallel, and Cluster Computing · Computer Science 2018-10-22 Koustabh Dolui , Csaba Kiraly

Containers offer an array of advantages that benefit research reproducibility and portability across groups and systems. As container tools mature, container security improves, and High-performance computing (HPC) and cloud system tools…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-08-24 Tiziano Müller , Nina Mujkanovic , Juan J. Durillo , Nicolay Hammer

Recent developments in the commercial open source community have catalysed the use of Linux containers for scalable deployment of web-based applications to the cloud. Scientific software can be containerized with dependencies, configuration…

Software Engineering · Computer Science 2015-09-30 Robert Nagler , David Bruhwiler , Paul Moeller , Stephen Webb

In the context of changing travel behaviors and the expanding user base of Geographic Information System (GIS) services, conventional centralized architectures responsible for handling shortest distance queries are facing increasing…

Databases · Computer Science 2024-03-19 Xiubo Zhang , Yujie He , Ye Li , Yan Li , Zijie Zhou , Dongyao Wei , Ryan

Centralized clouds processing the large amount of data generated by Internet-of-Things (IoT) can lead to unacceptable latencies for the end user. Against this backdrop, Edge Computing (EC) is an emerging paradigm that can address the…

Networking and Internet Architecture · Computer Science 2024-06-04 Guoxing Yao , Lav Gupta

Cloud providers offer a variety of execution platforms in form of bare-metal, VM, and containers. However, due to the pros and cons of each execution platform, choosing the appropriate platform for a specific cloud-based application has…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-06-04 Davood Ghatreh Samani , Chavit Denninnart , Josef Bacik , Mohsen Amini Salehi

The cloud computing landscape is rapidly expanding and growing in complexity. It has witnessed the emergence of Cloud Computing as a widely adopted model for efficiently processing large volumes of data by harnessing clusters of commodity…

Distributed, Parallel, and Cluster Computing · Computer Science 2024-03-28 Prathamesh Muzumdar , Amol Bhosale , Ganga Prasad Basyal , George Kurian

Edge computing has become increasingly popular across many domains and enterprises. However, given the locality constraint of edges (i.e., only close-by edges are useful), multiplexing diverse workloads becomes challenging. This results in…

Distributed, Parallel, and Cluster Computing · Computer Science 2018-06-26 Faria Kalim , Shadi A. Noghabi

Building and deploying software on high-end computing systems is a challenging task. High performance applications have to reliably run across multiple platforms and environments, and make use of site-specific resources while resolving…

Distributed, Parallel, and Cluster Computing · Computer Science 2017-04-12 Lucas Benedicic , Felipe A. Cruz , Alberto Madonna , Kean Mariotti

Edge computing is a promising solution to enable low-latency IoT applications, by shifting computation from remote data centers to local devices, less powerful but closer to the end user devices. However, this creates the challenge on how…

Networking and Internet Architecture · Computer Science 2025-03-04 Claudio Cicconetti , Marco Conti , Andrea Passarella

Motivated by the proliferation of Internet-of-Thing (IoT) devices and the rapid advances in the field of deep learning, there is a growing interest in pushing deep learning computations, conventionally handled by the cloud, to the edge of…

Machine Learning · Computer Science 2024-09-25 Marco Palena , Tania Cerquitelli , Carla Fabiana Chiasserini

In edge computing scenarios, the distribution of data and collaboration of workloads on different layers are serious concerns for performance, privacy, and security issues. So for edge computing benchmarking, we must take an end-to-end…

Performance · Computer Science 2019-08-07 Tianshu Hao , Yunyou Huang , Xu Wen , Wanling Gao , Fan Zhang , Chen Zheng , Lei Wang , Hainan Ye , Kai Hwang , Zujie Ren , Jianfeng Zhan

The computing continuum extends the high-performance cloud data centers with energy-efficient and low-latency devices close to the data sources located at the edge of the network. However, the heterogeneity of the computing continuum raises…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-01-28 Dragi Kimovski , Roland Mathá , Josef Hammer , Narges Mehran , Hermann Hellwagner , Radu Prodan

Recent years have seen Kubernetes emerge as a primary choice for container orchestration. Kubernetes largely targets the cloud environment but new use cases require performant, available and scalable orchestration at the edge. Kubernetes…

Distributed, Parallel, and Cluster Computing · Computer Science 2021-04-27 Andrew Jeffery , Heidi Howard , Richard Mortier

Businesses have made increasing adoption and incorporation of cloud technology into internal processes in the last decade. The cloud-based deployment provides on-demand availability without active management. More recently, the concept of…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-10-01 Ying Mao , Yuqi Fu , Suwen Gu , Wenrui Mu , Long Cheng , Qingzhi Liu