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We study the effects of spatial constraints on the structural properties of networks embedded in one or two dimensional space. When nodes are embedded in space, they have a well defined Euclidean distance $r$ between any pair. We assume…

Physics and Society · Physics 2009-11-13 Kosmas Kosmidis , Shlomo Havlin , Armin Bunde

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

Distributed, Parallel, and Cluster Computing · Computer Science 2021-09-28 Lorenzo Valerio , Andrea Passarella , Marco Conti

Cloud Computing researches involve a tremendous amount of entities such as users, applications, and virtual machines. Due to the limited access and often variable availability of such resources, researchers have their prototypes tested…

Distributed, Parallel, and Cluster Computing · Computer Science 2016-01-18 Pradeeban Kathiravelu

Datacenter designers rely on conservative estimates of IT equipment power draw to provision resources. This leaves resources underutilized and requires more datacenters to be built. Prior work has used power capping to shave the rare power…

Cloud computing is an established technology allowing users to share resources on a large scale, never before seen in IT history. A cloud system connects multiple individual servers in order to process related tasks in several environments…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-09-30 Leszek Sliwko

Data centers (DCs) are emerging as large, geographically distributed, controllable loads whose participation in electricity markets can significantly affect grid operation, especially when cloud platforms shift workloads across sites to…

Systems and Control · Electrical Eng. & Systems 2026-04-09 Shijie Pan , Zaint A. Alexakis , Charalambos Konstantinou

Latency to end-users and regulatory requirements push large companies to build data centers all around the world. The resulting data is "born" geographically distributed. On the other hand, many machine learning applications require a…

Machine Learning · Computer Science 2016-03-31 Ignacio Cano , Markus Weimer , Dhruv Mahajan , Carlo Curino , Giovanni Matteo Fumarola

Emerging applications of machine learning in numerous areas involve continuous gathering of and learning from streams of data. Real-time incorporation of streaming data into the learned models is essential for improved inference in these…

Machine Learning · Computer Science 2020-12-01 Matthew Nokleby , Haroon Raja , Waheed U. Bajwa

Software-Defined Networking (SDN) has raised the boundaries of cloud computing by offering unparalleled levels of control and flexibility to system administrators over their virtualized environments. To properly embrace this new era of…

Networking and Internet Architecture · Computer Science 2013-08-02 Kaiwen Zhang , Hans-Arno Jacobsen

The basic idea behind Cloud computing is that resource providers offer elastic resources to end users. In this paper, we intend to answer one key question to the success of Cloud computing: in Cloud, can small or medium-scale scientific…

Distributed, Parallel, and Cluster Computing · Computer Science 2010-04-09 Lei Wang , Jianfeng Zhan , Weisong Shi , Yi Liang

Our increasing reliance on the cloud has led to the emergence of scale-out workloads. These scale-out workloads are latency-sensitive as they are user driven. In order to meet strict latency constraints, they require massive computing…

Distributed, Parallel, and Cluster Computing · Computer Science 2015-01-13 Balaji Subramaniam , Wu-chun Feng

The rapid expansion of data center infrastructure is reshaping power system dynamics by significantly increasing electricity demand while also offering potential for fast and controllable flexibility. To ensure reliable operation under such…

Systems and Control · Electrical Eng. & Systems 2025-10-02 Pengyu Ren , Wei Sun , Yifan Wang , Gareth Harrison

Predictions for wireless and mobile Internet access suggest exponential traffic increase particularly in inbuilding environments. Non-traditional actors such as facility owners have a growing interest in deploying and operating their own…

Networking and Internet Architecture · Computer Science 2013-02-15 Du Ho Kang , Ki Won Sung , Jens Zander

Orchestrating service-oriented workflows is typically based on a design model that routes both data and control through a single point - the centralised workflow engine. This causes scalability problems that include the unnecessary…

Distributed, Parallel, and Cluster Computing · Computer Science 2016-11-15 Ward Jaradat , Alan Dearle , Adam Barker

This paper introduces a framework for studying the interactions of autonomous system components and the design of the connectivity structure in Systems of Systems (SoSs). This framework, which uses complex network models, is also used to…

Distributed, Parallel, and Cluster Computing · Computer Science 2016-08-05 Mohsen Mosleh , Peter Ludlow , Babak Heydari

The shift from scaling up the pre-training compute of AI systems to scaling up their inference compute may have profound effects on AI governance. The nature of these effects depends crucially on whether this new inference compute will…

Computers and Society · Computer Science 2025-03-11 Toby Ord

With the popularity of cloud computing and data-intensive applications such as machine learning, datacenter networks have become a critical infrastructure for our digital society. Given the explosive growth of datacenter traffic and the…

Networking and Internet Architecture · Computer Science 2025-02-25 Chen Avin , Stefan Schmid

The workloads running in the modern data centers of large scale Internet service providers (such as Amazon, Baidu, Facebook, Google, and Microsoft) support billions of users and span globally distributed infrastructure. Yet, the devices…

Distributed, Parallel, and Cluster Computing · Computer Science 2019-01-14 Justin Meza

Geo-distributed computing, a paradigm that assigns computational tasks to globally distributed nodes, has emerged as a promising approach in cloud computing, edge computing, cloud-edge computing and supercomputer computing (HPC). It enables…

Distributed, Parallel, and Cluster Computing · Computer Science 2025-01-28 Yujian Wu , Shanjiang Tang , Ce Yu , Bin Yang , Chao Sun , Jian Xiao , Hutong Wu

The pervasive adoption of Continuous Integration practices -- both in industry and open source projects -- has led software building to become a daily activity for thousands of developers around the world. Companies such as Microsoft have…

Software Engineering · Computer Science 2019-01-29 Michele Tufano , Hitesh Sajnani , Kim Herzig
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