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Nowadays, data-centers are largely under-utilized because resource allocation is based on reservation mechanisms which ignore actual resource utilization. Indeed, it is common to reserve resources for peak demand, which may occur only for a…

分布式、并行与集群计算 · 计算机科学 2018-07-03 Francesco Pace , Dimitrios Milios , Damiano Carra , Daniele Venzano , Pietro Michiardi

Current approaches to designing energy-efficient applications typically rely on measuring individual components using readily available local metrics, like CPU utilization. However, these metrics fall short when applied to cloud-native…

软件工程 · 计算机科学 2025-03-12 Sebastian Werner , Maria C. Borges , Karl Wolf , Stefan Tai

High performance calculation is increasingly used within society. Previously reserved for an elite, based on large computing and storage infrastructures, it is now a core module for many companies. Indeed, high performance calculation makes…

计算机与社会 · 计算机科学 2019-12-10 Cyrille Bonamy , Laurent Lefèvre , Gabriel Moreau

In this paper, a novel cluster-based approach for maximizing the energy efficiency of wireless small cell networks is proposed. A dynamic mechanism is proposed to group locally-coupled small cell base stations (SBSs) into clusters based on…

网络与互联网体系结构 · 计算机科学 2015-11-30 Sumudu Samarakoon , Mehdi Bennis , Walid Saad , Matti Latva-aho

Access plan recommendation is a query optimization approach that executes new queries using prior created query execution plans (QEPs). The query optimizer divides the query space into clusters in the mentioned method. However, traditional…

数据库 · 计算机科学 2022-10-14 Elham Azhir , Mehdi Hosseinzadeh , Faheem Khan , Amir Mosavi

Rapid adoption of Cloud computing for hosting services and its success is primarily attributed to its attractive features such as elasticity, availability and pay-as-you-go pricing model. However, the huge amount of energy consumed by cloud…

分布式、并行与集群计算 · 计算机科学 2020-09-01 Minxian Xu , Adel N. Toosi , Rajkumar Buyya

The rapid growth of data volume brings big challenges to the data center computing, and energy efficiency is one of the most concerned problems. Researchers from various fields are now proposing solutions to green the data center…

分布式、并行与集群计算 · 计算机科学 2016-11-17 Runlin Zhou , Yingjie Shi , Chunge Zhu , Fan Liu

In recent years, data-intensive applications have been increasingly deployed on cloud systems. Such applications utilize significant compute, memory, and I/O resources to process large volumes of data. Optimizing the performance and…

分布式、并行与集群计算 · 计算机科学 2023-11-15 Qing Wang , Snigdhaswin Kar , Prabodh Mishra , Caleb Linduff , Ryan Izard , Khayam Anjam , Geddings Barrineau , Junaid Zulfiqar , Kuang-Ching Wang

With growing use of internet and exponential growth in amount of data to be stored and processed (known as 'big data'), the size of data centers has greatly increased. This, however, has resulted in significant increase in the power…

分布式、并行与集群计算 · 计算机科学 2014-05-08 Sparsh Mittal

Distributed dataflow systems such as Apache Spark or Apache Flink enable parallel, in-memory data processing on large clusters of commodity hardware. Consequently, the appropriate amount of memory to allocate to the cluster is a crucial…

分布式、并行与集群计算 · 计算机科学 2023-06-08 Jonathan Will , Lauritz Thamsen , Dominik Scheinert , Odej Kao

Regional data center clusters have flourished in recent years to serve customers in a major city with low latency. The optimal coordination of data centers in a regional cluster has become a pressing issue because of its rising energy…

最优化与控制 · 数学 2023-06-13 Shihan Huang , Dongxiang Yan , Yue Chen

In High Performance Computing, systems are evaluated based on their computational throughput. However, performance in contemporary server processors is primarily limited by power and thermal constraints. Ensuring operation within a given…

硬件体系结构 · 计算机科学 2021-10-26 Robert Schöne , Thomas Ilsche , Mario Bielert , Markus Velten , Markus Schmidl , Daniel Hackenberg

In the last decade, the Internet of Things paradigm has caused an exponential increase in the number of connected devices. This trend brings the Internet closer to everyday activities and enables data collection that can be used to create…

人工智能 · 计算机科学 2023-02-22 Kevin Henares , José L. Risco-Martín , José L Ayala , Román Hermida

Due to their highly parallel multi-cores architecture, GPUs are being increasingly used in a wide range of computationally intensive applications. Compared to CPUs, GPUs can achieve higher performances at accelerating the programs'…

分布式、并行与集群计算 · 计算机科学 2021-10-05 Frédéric Magoulès , Abal-Kassim Cheik Ahamed , Alban Desmaison , Jean-Christophe Léchenet , François Mayer , Haifa Ben Salem , Thomas Zhu

The under exploitation of the available resources risks to be one of the main problems for a computing center. The growing demand of computational power necessarily entails more complex approaches in the management of the computing…

分布式、并行与集群计算 · 计算机科学 2012-05-01 Federico Calzolari , Silvia Volpe

Microservice architectures form the backbone of modern software systems for their scalability, resilience, and maintainability, but their rise in cloud-native environments raises energy efficiency concerns. While prior research addresses…

软件工程 · 计算机科学 2026-04-02 Irena Ristova , Vincenzo Stoico

Managing energy efficiency under timing constraints is an interesting and big challenge. This work proposes an accurate power model in data centers for time-constrained servers in Cloud computing. This model, as opposed to previous…

硬件体系结构 · 计算机科学 2024-01-30 Teresa Higuera , José L. Risco-Martín , Patricia Arroba , José L. Ayala

We propose in this paper to study the energy-, thermal- and performance-aware resource management in heterogeneous datacenters. Witnessing the continuous development of heterogeneity in datacenters, we are confronted with their different…

分布式、并行与集群计算 · 计算机科学 2014-10-14 Hongyang Sun , Patricia Stolf , Jean-Marc Pierson , Georges Da Costa

In the traditional mobile edge computing (MEC) system, the availability of MEC services is greatly limited for the edge users of the cell due to serious signal attenuation and inter-cell interference. User-centric MEC (UC-MEC) can be seen…

信号处理 · 电气工程与系统科学 2023-02-22 Langtian Qin , Hancheng Lu , Yuang Chen , Zhuojia Gu , Dan Zhao , Feng Wu

Nowadays many companies have available large amounts of raw, unstructured data. Among Big Data enabling technologies, a central place is held by the MapReduce framework and, in particular, by its open source implementation, Apache Hadoop.…

分布式、并行与集群计算 · 计算机科学 2017-01-18 Eugenio Gianniti , Danilo Ardagna , Michele Ciavotta , Mauro Passacantando