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In the context of GreenPAD project it is important to predict the energy consumption of individual (and mixture of) VMs / workload for optimal scheduling (running those VMs which require higher energy when there is more green energy…

分布式、并行与集群计算 · 计算机科学 2014-02-25 Ankur Sahai

The primary motivation for uptake of virtualization has been resource isolation, capacity management and resource customization allowing resource providers to consolidate their resources in virtual machines. Various approaches have been…

分布式、并行与集群计算 · 计算机科学 2010-09-27 Omer Khalid , Ivo Maljevic , Richard Anthony , Miltos Petridis , Kevin Parrot , Markus Schulz

Cloud computing has become inevitable for every digital service which has exponentially increased its usage. However, a tremendous surge in cloud resource demand stave off service availability resulting into outages, performance…

分布式、并行与集群计算 · 计算机科学 2022-12-08 Deepika Saxena , Ishu Gupta , Ashutosh Kumar Singh , Chung-Nan Lee

Cloud-based computing infrastructure provides an efficient means to support real-time processing workloads, e.g., virtualized base station processing, and collaborative video conferencing. This paper addresses resource allocation for a…

网络与互联网体系结构 · 计算机科学 2016-03-08 Yuhuan Du , Gustavo de Veciana

Today's Cloud applications are dominated by composite applications comprising multiple computing and data components with strong communication correlations among them. Although Cloud providers are deploying large number of computing and…

分布式、并行与集群计算 · 计算机科学 2017-06-20 Md Hasanul Ferdaus , Manzur Murshed , Rodrigo N. Calheiros , Rajkumar Buyya

Cloud computing is a new archetype that provides dynamic computing services to cloud users through the support of datacenters that employs the services of datacenter brokers which discover resources and assign them Virtually. The focus of…

分布式、并行与集群计算 · 计算机科学 2016-11-29 J. Kok Konjaang , J. Y. Maipan-uku , Kumangkem Kennedy Kubuga

As cloud computing services rapidly expand their customer base, it has become important to share cloud resources, so as to provide them economically. In cloud computing services, multiple types of resources, such as processing ability,…

网络与互联网体系结构 · 计算机科学 2012-04-06 Shin-ichi Kuribayashi

Power oversubscription is increasingly central to datacenter operation as power density grows, making it necessary to dynamically allocate limited power budgets across devices based on real-time demand. Existing approaches typically assume…

分布式、并行与集群计算 · 计算机科学 2026-05-05 Hadar Sivan , Gil Shabat , Yoel Shkolnisky

We consider a hierarchical edge-cloud architecture in which services are provided to mobile users as chains of virtual network functions. Each service has specific computation requirements and target delay performance, which require placing…

网络与互联网体系结构 · 计算机科学 2022-02-21 Itamar Cohen , Carla Fabiana Chiasserini , Paolo Giaccone , Gabriel Scalosub

Modern organizations manage their data with a wide variety of specialized cloud database engines (e.g., Aurora, BigQuery, etc.). However, designing and managing such infrastructures is hard. Developers must consider many possible designs…

数据库 · 计算机科学 2024-07-31 Geoffrey X. Yu , Ziniu Wu , Ferdi Kossmann , Tianyu Li , Markos Markakis , Amadou Ngom , Samuel Madden , Tim Kraska

Artificial intelligence (AI) is driving rapid growth in electricity demand, yet the grid-facing power dynamics of AI data centers remain poorly understood. Here we show that, in shared-GPU systems, the composition of batch and inference…

系统与控制 · 电气工程与系统科学 2026-04-14 Subir Majumder , Minlan Yu , Le Xie

In this paper we develop a computational offloading strategy with graceful degradation for executing Model Predictive Control using the cloud. Backed up by previous work we simulate the control of a cyber-physical-system at high frequency…

系统与控制 · 计算机科学 2019-05-16 Per Skarin , Johan Eker , Maria Kihl , Karl-Erik Årzén

Cloud computing changed the way of computing as utility services offered through public network. Selecting multiple providers for various computational requirements improves performance and minimizes cost of cloud services than choosing a…

分布式、并行与集群计算 · 计算机科学 2015-03-13 Thiruselvan Subramanian , Nickolas Savarimuthu

The advent of High Performance Computing (HPC) has provided the computational capacity required for power system operators (SO) to obtain solutions in the least time to highly-complex applications, i.e., Unit Commitment (UC). The UC…

分布式、并行与集群计算 · 计算机科学 2017-02-14 Mushfiqur R. Sarker , Jianhui Wang

We consider a natural scheduling problem which arises in many distributed computing frameworks. Jobs with diverse resource requirements (e.g. memory requirements) arrive over time and must be served by a cluster of servers, each with a…

网络与互联网体系结构 · 计算机科学 2019-01-21 Konstantinos Psychas , Javad Ghaderi

The use of deep learning models for forecasting the resource consumption patterns of SQL queries have recently been a popular area of study. With many companies using cloud platforms to power their data lakes for large scale analytic…

机器学习 · 计算机科学 2021-03-24 Johan Kok Zhi Kang , Gaurav , Sien Yi Tan , Feng Cheng , Shixuan Sun , Bingsheng He

Cost-effective and responsible use of cloud computing resources (CCR) is on the business agenda of many companies. Despite this strategic goal, two geopolitical strategy decisions mainly influence the continuous existence of overcapacity:…

计算机与社会 · 计算机科学 2023-05-15 Franziska Haller , Max Schemmer , Niklas Kühl , Carsten Holtmann

Cloud resource management is often modeled by two-dimensional bin packing with a set of items that correspond to tasks having fixed CPU and memory requirements. However, applications running in clouds are much more flexible: modern…

分布式、并行与集群计算 · 计算机科学 2022-11-01 Bartłomiej Przybylski , Paweł Żuk , Krzysztof Rzadca

Cloud computing has radically changed the way organisations operate their software by allowing them to achieve high availability of services at affordable cost. Containerized microservices is an enabling technology for this change, and…

Cloud computing holds the promise of reduced costs through economies of scale. To realize this promise, cloud computing vendors typically solve sequential resource allocation problems, where customer workloads are packed on shared hardware.…

机器学习 · 计算机科学 2023-02-28 Kaustubh Sridhar , Vikramank Singh , Balakrishnan Narayanaswamy , Abishek Sankararaman