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We present a mathematically rigorous Quality-of-Service (QoS) metric which relates the achievable quality of service metric (QoS) for a real-time analytics service to the server energy cost of offering the service. Using a new iso-QoS…

分布式、并行与集群计算 · 计算机科学 2015-01-15 Giorgis Georgakoudis , Charles J. Gillan , Ahmed Sayed , Ivor Spence , Richard Faloon , Dimitrios S. Nikolopoulos

We carry out a comparative performance study of multi-core CPUs, GPUs and Intel Xeon Phi (Many Integrated Core - MIC) with a microscopy image analysis application. We experimentally evaluate the performance of computing devices on core…

分布式、并行与集群计算 · 计算机科学 2015-05-15 George Teodoro , Tahsin Kurc , Guilherme Andrade , Jun Kong , Renato Ferreira , Joel Saltz

Massive data centers housing thousands of computing nodes have become commonplace in enterprise computing, and the power consumption of such data centers is growing at an unprecedented rate. Adding to the problem is the inability of the…

分布式、并行与集群计算 · 计算机科学 2015-01-13 Balaji Subramaniam , Wu-chun Feng

We investigate and characterize the performance of an important class of operations on GPUs and Many Integrated Core (MIC) architectures. Our work is motivated by applications that analyze low-dimensional spatial datasets captured by high…

分布式、并行与集群计算 · 计算机科学 2013-11-05 George Teodoro , Tahsin Kurc , Jun Kong , Lee Cooper , Joel Saltz

Function-as-a-Service (FaaS) is one of the most promising directions for the future of cloud services, and serverless functions have immediately become a new middleware for building scalable and cost-efficient microservices and…

分布式、并行与集群计算 · 计算机科学 2021-07-05 Marcin Copik , Grzegorz Kwasniewski , Maciej Besta , Michal Podstawski , Torsten Hoefler

Serverless computing has emerged as a prominent paradigm, with a significant adoption rate among cloud customers. While this model offers advantages such as abstraction from the deployment and resource scheduling, it also poses limitations…

分布式、并行与集群计算 · 计算机科学 2025-03-26 Larissa Schmid , Marcin Copik , Alexandru Calotoiu , Laurin Brandner , Anne Koziolek , Torsten Hoefler

Energy consumption is a growing issue in data centers, impacting their economic viability and their public image. In this work we empirically characterize the power and energy consumed by different types of servers. In particular, in order…

分布式、并行与集群计算 · 计算机科学 2014-02-05 Jordi Arjona , Angelos Chatzipapas , Antonio Fernandez Anta , Vincenzo Mancuso

Functions as a Service has emerged as a popular abstraction for a wide range of cloud applications and an important cloud workload. We present the design and implementation of FaasMeter, a FaaS control plane which provides energy…

分布式、并行与集群计算 · 计算机科学 2024-08-13 Abdul Rehman , Alexander Fuerst , Prateek Sharma

This paper first presents a parallel solution for the Flowshop Scheduling Problem in parallel environment, and then proposes a novel load balancing strategy. The proposed Proportional Fairness Strategy (PFS) takes computational performance…

网络与互联网体系结构 · 计算机科学 2008-09-22 Zheng Sun , Xiaohong Huang , Yan Ma

Accurate electric energy metering (EEM) of fast charging stations (FCSs), serving as critical infrastructure in the electric vehicle (EV) industry and as significant carriers of vehicle-to-grid (V2G) technology, is the cornerstone for…

信号处理 · 电气工程与系统科学 2025-03-04 Kang Ma , Xiulan Liu , Xi Chen , Xiaohu Liu , Wei Zhao , Lisha Peng , Songling Huang , Shisong Li

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

Scale-out workloads like media streaming or Web search serve millions of users and operate on a massive amount of data, and hence, require enormous computational power. As the number of users is increasing and the size of data is expanding,…

We consider energy minimization for data-intensive applications run on large number of servers, for given performance guarantees. We consider a system, where each incoming application is sent to a set of servers, and is considered to be…

分布式、并行与集群计算 · 计算机科学 2021-08-19 Ajay Badita , Rooji Jinan , Balajee Vamanan , Parimal Parag

In this paper we study the power-performance relationship of power-efficient computing from a queuing theoretic perspective. We investigate the interplay of several system operations including processing speed, system on/off decisions, and…

性能 · 计算机科学 2013-03-08 Yanpei Liu , Stark C. Draper , Nam Sung Kim

Efficient and fair allocation of multiple types of resources is a crucial objective in a cloud/distributed computing cluster. Users may have diverse resource needs. Furthermore, diversity in server properties/ capabilities may mean that…

分布式、并行与集群计算 · 计算机科学 2018-01-01 Jalal Khamse-Ashari , Ioannis Lambadaris , George Kesidis , Bhuvan Urgaonkar , Yiqiang Zhao

Serverless technologies, also known as FaaS (Function as a Service), are promoted as solutions that provide dynamic scalability, speed of development, cost-per-consumption model, and the ability to focus on the code while taking attention…

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

Huge energy consumption poses a significant challenge for edge clouds. In response to this, we introduce a new type of edge server, namely SoC Cluster, that orchestrates multiple low-power mobile system-on-chips (SoCs) through an on-chip…

分布式、并行与集群计算 · 计算机科学 2024-07-18 Li Zhang , Zhe Fu , Boqing Shi , Xiang Li , Rujin Lai , Chenyang Yang , Ao Zhou , Xiao Ma , Shangguang Wang , Mengwei Xu

Serverless computing is transforming cloud application development, but the performance-cost trade-offs of control plane designs remain poorly understood due to a lack of open, cross-platform benchmarks and detailed system analyses. In this…

分布式、并行与集群计算 · 计算机科学 2025-09-04 Leonid Kondrashov , Boxi Zhou , Hancheng Wang , Dmitrii Ustiugov

Serverless computing has seen a myriad of work exploring its potential. Some systems tackle Function-as-a-Service (FaaS) properties on automatic elasticity and scale to run highly-parallel computing jobs. However, they focus on specific…

分布式、并行与集群计算 · 计算机科学 2021-06-16 Daniel Barcelona-Pons , Pedro García-López
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