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As computing energy demand continues to grow and electrical grid infrastructure struggles to keep pace, an increasing number of data centers are being planned with colocated microgrids that integrate on-site renewable generation and energy…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-09-23 Julius Irion , Philipp Wiesner , Jonathan Bader , Odej Kao

Big data analytics (BDA) applications use machine learning algorithms to extract valuable insights from large, fast, and heterogeneous data sources. New software engineering challenges for BDA applications include ensuring performance…

Software Engineering · Computer Science 2020-11-18 Camilo Castellanos , Carlos A. Varela , Dario Correal

Cloud computing has been regarded as a successful paradigm for IT industry by providing benefits for both service providers and customers. In spite of the advantages, cloud computing also suffers from distinct challenges, and one of them is…

Distributed, Parallel, and Cluster Computing · Computer Science 2022-03-08 Minxian Xu , Chenghao Song , Huaming Wu , Sukhpal Singh Gill , Kejiang Ye , Chengzhong Xu

To improve traffic management ability, Internet Service Providers (ISPs) are gradually upgrading legacy network devices to programmable devices that support Software-Defined Networking (SDN). The coexistence of legacy and SDN devices gives…

Networking and Internet Architecture · Computer Science 2019-07-24 Zehua Guo , Weikun Chen , Ya-Feng Liu , Yang Xu , Zhi-Li Zhang

Serverless computing is gaining traction as an attractive model for the deployment of a multitude of workloads in the cloud. Designing and building effective resource management solutions for any computing environment requires extensive…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-09-20 Anupama Mampage , Rajkumar Buyya

We propose distributed deep neural networks (DDNNs) over distributed computing hierarchies, consisting of the cloud, the edge (fog) and end devices. While being able to accommodate inference of a deep neural network (DNN) in the cloud, a…

Computer Vision and Pattern Recognition · Computer Science 2017-09-08 Surat Teerapittayanon , Bradley McDanel , H. T. Kung

The problem of data synchronization arises in networked applications that require some measure of consistency. Indeed data synchronization approaches have demonstrated a significant potential for improving performance in various…

Distributed, Parallel, and Cluster Computing · Computer Science 2023-03-31 Novak Boškov , Ari Trachtenberg , David Starobinski

Cloud-native applications are increasingly becoming popular in modern software design. Employing a microservice-based architecture into these applications is a prevalent strategy that enhances system availability and flexibility. However,…

Distributed, Parallel, and Cluster Computing · Computer Science 2026-01-06 Jingfeng Wu , Minxian Xu , Yiyuan He , Kejiang Ye , Chengzhong Xu

With the Single-Instance Multi-Tenancy (SIMT) model for composite Software-as-a-Service (SaaS) applications, a single composite application instance can host multiple tenants, yielding the benefits of better service and resource…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-02-19 Indika Kumara , Jun Han , Alan Colman , Willem-Jan van den Heuvel , Damian A. Tamburri , Malinda Kapuruge

Software-defined networking (SDN) can enable diverse network management applications such as traffic engineering, service chaining, network function outsourcing, and topology reconfiguration. Realizing the benefits of SDN for these…

Networking and Internet Architecture · Computer Science 2015-04-30 Victor Heorhiadi , Michael K. Reiter , Vyas Sekar

The emerging Software Defined Networking (SDN) paradigm separates the data plane from the control plane and centralizes network control in an SDN controller. Applications interact with controllers to implement network services, such as…

Networking and Internet Architecture · Computer Science 2016-11-29 Akhilesh Thyagaturu , Anu Mercian , Michael P. McGarry , Martin Reisslein , Wolfgang Kellerer

An SDN-like centralized control architecture is increasingly popular and has been widely explored in cyber-physical systems (CPS) such as manufacturing, internet-of-things, and autonomous vehicle systems for higher flexibility,…

Networking and Internet Architecture · Computer Science 2026-05-25 Y. Lin , R. Zhang , E. Balta , X. Zhu , J. Zhang , K. Barton , D. Tilbury , Z. Mao

Software defined networking (SDN) represents a promising networking architecture that combines central management and network programmability. SDN separates the control plane from the data plane and moves the network management to a central…

Artificial Intelligence · Computer Science 2019-05-09 Majd Latah , Levent Toker

Software-defined networks (SDNs) are a huge evolution in simplifying implementation and network operation which have reduced costs and made the network programmable. Although SDNs are a suitable option for solving some of the previous…

Networking and Internet Architecture · Computer Science 2019-10-03 Mahdi Sarbazi , Mehdi SadeghZadeh , seyyed Javad Mir Abedini

Recently, we have been witnessing huge advancements in the scale of data we routinely generate and collect in pretty much everything we do, as well as our ability to exploit modern technologies to process, analyze and understand this data.…

Databases · Computer Science 2017-09-25 Radwa Elshawi , Sherif Sakr

Software defined networking (SDN) has emerged as a promising paradigm for making the control of communication networks flexible. SDN separates the data packet forwarding plane, i.e., the data plane, from the control plane and employs a…

Networking and Internet Architecture · Computer Science 2016-09-12 Andreas Blenk , Arsany Basta , Martin Reisslein , Wolfgang Kellerer

Nowadays, the rapid increases of the scale and complexity of the controlled plants bring new challenges such as computing power and storage for conventional control systems. Cloud computing is concerned as a powerful solution to handle the…

Systems and Control · Electrical Eng. & Systems 2023-03-06 Runze Gao , Yuanqing Xia , Li Dai , Zhongqi Sun

Software Defined Networks offer flexible and intelligent network operations by splitting a traditional network into a centralized control plane and a programmable data plane. The intelligent control plane is responsible for providing flow…

Networking and Internet Architecture · Computer Science 2019-03-01 Liehuang Zhu , Md Monjurul Karim , Kashif Sharif , Fan Li , Xiaojiang Du , Mohsen Guizani

Modern deep neural network (DNN) training jobs use complex and heterogeneous software/hardware stacks. The efficacy of software-level optimizations can vary significantly when used in different deployment configurations. It is onerous and…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-06-08 Hongyu Zhu , Amar Phanishayee , Gennady Pekhimenko

Application Service Providers (ASPs) obtaining resources from multiple clouds have to contend with different management and control platforms employed by the cloud service providers (CSPs) and network service providers (NSP). Distributing…

Networking and Internet Architecture · Computer Science 2019-03-28 Lav Gupta , Raj Jain , Mohammed Samaka