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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

The energy demand of modern cloud services, particularly those related to generative AI, is increasing at an unprecedented pace. To date, carbon-aware computing strategies have primarily focused on batch process scheduling or…

分布式、并行与集群计算 · 计算机科学 2026-03-05 Philipp Wiesner , Dennis Grinwald , Philipp Weiß , Patrick Wilhelm , Ramin Khalili , Odej Kao

With the rapid development of software defined networking and network function virtualization, researchers have proposed a new cloud networking model called Network-as-a-Service (NaaS) which enables both in-network packet processing and…

网络与互联网体系结构 · 计算机科学 2016-03-15 Lin Wang , Antonio Fernández Anta , Fa Zhang , Jie Wu , Zhiyong Liu

AI infrastructure has transitioned from a software-centric paradigm to a system tightly bound by physical and environmental limits. Energy availability, cooling capacity, and network connectivity now impose hard operational boundaries that…

网络与互联网体系结构 · 计算机科学 2026-04-14 Sergio Cruzes

The carbon footprint of data centers has recently become a critical concern. So far, most carbon-aware strategies have focused on leveraging the flexibility of scheduling decisions for batch processing by shifting the time and location of…

分布式、并行与集群计算 · 计算机科学 2025-06-27 Kevin Kreutz , Philipp Wiesner , Monica Vitali

In recent years, serverless computing, especially Function as a Service (FaaS), is rapidly growing in popularity as a cloud programming model. The serverless computing model provides an intuitive interface for developing cloud-based…

分布式、并行与集群计算 · 计算机科学 2024-10-10 Aristotelis Peri , Michail Tsenos , Vana Kalogeraki

To improve the environmental implications of the growing demand of computing, future applications need to improve the carbon-efficiency of computing infrastructures. State-of-the-art approaches, however, do not consider the intermittent…

分布式、并行与集群计算 · 计算机科学 2023-04-04 Young Geun Kim , Udit Gupta , Andrew McCrabb , Yonglak Son , Valeria Bertacco , David Brooks , Carole-Jean Wu

A fundamental goal in the design of IaaS service is to enable both user-friendly and cost-effective service access, while attaining high resource efficiency for revenue maximization. QoS differentiation is an important lens to achieve this…

分布式、并行与集群计算 · 计算机科学 2018-03-28 Xiaohu Wu , Francesco De Pellegrini

Motivated by an imperative to reduce the carbon emissions of cloud data centers, this paper studies the online carbon-aware resource scaling problem with unknown job lengths (OCSU) and applies it to carbon-aware resource scaling for…

分布式、并行与集群计算 · 计算机科学 2024-06-05 Roozbeh Bostandoost , Adam Lechowicz , Walid A. Hanafy , Noman Bashir , Prashant Shenoy , Mohammad Hajiesmaili

Since the appearance of Amazon Lambda in 2014, all major cloud providers have embraced the Function as a Service (FaaS) model, because of its enormous potential for a wide variety of applications. As expected (and also desired), the…

分布式、并行与集群计算 · 计算机科学 2019-01-28 Pedro García López , Marc Sánchez-Artigas , Gerard París , Daniel Barcelona Pons , Álvaro Ruiz Ollobarren , David Arroyo Pinto

Serverless computing, also known as Functions-as-a-Service, is a recent paradigm aimed at simplifying the programming of cloud applications. The idea is that developers design applications in terms of functions, which are then deployed on a…

Function as a Service (FaaS) is poised to become the foundation of the next generation of cloud systems due to its inherent advantages in scalability, cost-efficiency, and ease of use. However, challenges such as the need for specialized…

分布式、并行与集群计算 · 计算机科学 2025-08-21 Akiharu Esashi , Pawissanutt Lertpongrujikorn , Shinji Kato , Mohsen Amini Salehi

In recent years, Large Language Models (LLM) such as ChatGPT, CoPilot, and Gemini have been widely adopted in different areas. As the use of LLMs continues to grow, many efforts have focused on reducing the massive training overheads of…

分布式、并行与集群计算 · 计算机科学 2025-05-30 Hayden Moore , Sirui Qi , Ninad Hogade , Dejan Milojicic , Cullen Bash , Sudeep Pasricha

The Cloud Computing paradigm is providing system architects with a new powerful tool for building scalable applications. Clouds allow allocation of resources on a "pay-as-you-go" model, so that additional resources can be requested during…

分布式、并行与集群计算 · 计算机科学 2015-03-17 Moreno Marzolla , Raffaela Mirandola

Cloud computing, offering on-demand access to computing resources through the Internet and the pay-as-you-go model, has marked the last decade with its three main service models; Infrastructure as a Service (IaaS), Platform as a Service…

网络与互联网体系结构 · 计算机科学 2023-12-29 Berat Can Senel , Maxime Mouchet , Justin Cappos , Olivier Fourmaux , Timur Friedman , Rick McGeer

Cloud platforms have been focusing on reducing their carbon emissions by shifting workloads across time and locations to when and where low-carbon energy is available. Despite the prominence of this idea, prior work has only quantified the…

分布式、并行与集群计算 · 计算机科学 2024-03-12 Thanathorn Sukprasert , Abel Souza , Noman Bashir , David Irwin , Prashant Shenoy

The variety of existing cloud services creates a challenge for service providers to enforce reasonable Software Level Agreements (SLA) stating the Quality of Service (QoS) and penalties in case QoS is not achieved. To avoid such penalties…

分布式、并行与集群计算 · 计算机科学 2015-02-20 Rajkumar Buyya , Rodrigo N. Calheiros , Jungmin Son , Amir Vahid Dastjerdi , Young Yoon

Function-as-a-Service (FaaS) is an event-driven serverless cloud computing model in which small, stateless functions are invoked in response to events, such as HTTP requests, new database entries, or messages. Current FaaS platform assume…

分布式、并行与集群计算 · 计算机科学 2025-10-14 Natalie Carl , Trever Schirmer , Niklas Kowallik , Joshua Adamek , Tobias Pfandzelter , Sergio Lucia , David Bermbach

Cloud computing systems promise to offer subscription-oriented, enterprise-quality computing services to users worldwide. With the increased demand for delivering services to a large number of users, they need to offer differentiated…

分布式、并行与集群计算 · 计算机科学 2016-11-18 Rajkumar Buyya , Saurabh Kumar Garg , Rodrigo N. Calheiros

Modern Internet services are increasingly leveraging on cloud computing for flexible, elastic and on-demand provision. Typically, Quality of Service (QoS) of cloud-based services can be tuned using different underlying cloud configurations…

软件工程 · 计算机科学 2016-08-16 Tao Chen