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With the ever-increasing usage of serverless computing in both industry and academia, it is essential to understand the mechanisms that power the underlying platforms. As serverless is more than ten years old, there are different platforms…

分布式、并行与集群计算 · 计算机科学 2026-04-20 Trever Schirmer , Aris Wiegand , Lucca di Benedetto , Linus Gustafsson , Natalie Carl , Tobias Pfandzelter , David Bermbach

Running data analytics queries on serverless (FaaS) workers has been shown to be cost- and performance-efficient for a variety of real-world scenarios, including intermittent query arrival patterns, sudden load spikes and management…

数据库 · 计算机科学 2025-10-30 Shyam Jesalpura , Shengda Zhu , Amir Shaikhha , Antonio Barbalace , Boris Grot

The recently proposed Data Lakehouse architecture is built on open file formats, performance, and first-class support for data transformation, BI and data science: while the vision stresses the importance of lowering the barrier for data…

数据库 · 计算机科学 2023-08-11 Jacopo Tagliabue , Ciro Greco , Luca Bigon

Serverless platforms have attracted attention due to their promise of elasticity, low cost, and fast deployment. Instead of using a fixed virtual machine (VM) infrastructure, which can incur considerable costs to operate and run, serverless…

分布式、并行与集群计算 · 计算机科学 2022-02-15 Michael Wawrzoniak , Ingo Müller , Rodrigo Bruno , Ana Klimovic , Gustavo Alonso

In recent years, there has been a surge in the adoption of serverless computing due to the ease of deployment, attractive pay-per-use pricing, and transparent horizontal auto-scaling. At the same time, infrastructure advancements such as…

分布式、并行与集群计算 · 计算机科学 2022-09-15 Paul Castro , Vatche Isahagian , Vinod Muthusamy , Aleksander Slominski

Serverless computing provides just-in-time infrastructure provisioning with rapid elasticity and a finely-grained pricing model. As full control of resource allocation is in the hands of the cloud provider and applications only consume…

分布式、并行与集群计算 · 计算机科学 2025-10-10 Natalie Carl , Tobias Pfandzelter , David Bermbach

We present new operational semantics for serverless computing that model the event-driven relationships between serverless functions, as well as their interaction with platforms services such as databases and object stores. These semantics…

编程语言 · 计算机科学 2019-12-10 Matthew Obetz , Stacy Patterson , Ana Milanova

Serverless computing is a new cloud service model that reduces both cloud providers' and consumers' costs through extremely agile development, operation, and charging mechanisms and has been widely applied since its emergence. Nevertheless,…

密码学与安全 · 计算机科学 2021-05-27 Xing Li , Xue Leng , Yan Chen

Analytical performance models are very effective in ensuring the quality of service and cost of service deployment remain desirable under different conditions and workloads. While various analytical performance models have been proposed for…

分布式、并行与集群计算 · 计算机科学 2022-02-24 Nima Mahmoudi , Hamzeh Khazaei

Serverless computing is an emerging cloud computing paradigm that has been applied to various domains, including machine learning, scientific computing, video processing, etc. To develop serverless computing-based software applications…

软件工程 · 计算机科学 2022-07-28 Jinfeng Wen , Zhenpeng Chen , Xuanzhe Liu

Serverless computing is increasingly being used for parallel computing, which have traditionally been implemented as stateful applications. Executing complex, burst-parallel, directed acyclic graph (DAG) jobs poses a major challenge for…

分布式、并行与集群计算 · 计算机科学 2020-10-15 Benjamin Carver , Jingyuan Zhang , Ao Wang , Ali Anwar , Panruo Wu , Yue Cheng

Operating a modern power grid reliably in case of SCADA/EMS failure or amid difficult times like COVID-19 pandemic is a challenging task for grid operators. In [11], a PMU-based emergency generation dispatch scheme has been proposed to help…

物理与社会 · 物理学 2021-08-03 Song Zhang , Xiaochuan Luo , Eugene Litvinov

Automatic network management strategies have become paramount for meeting the needs of innovative real-time and data-intensive applications, such as in the Internet of Things. However, meeting the ever-growing and fluctuating demands for…

分布式、并行与集群计算 · 计算机科学 2024-09-18 Fatemeh Banaie , Karim Djemame , Abdulaziz Alhindi , Vasilios Kelefouras

End-users can get functions-as-a-service from serverless platforms, which promise lower hosting costs, high availability, fault tolerance, and dynamic flexibility for hosting individual functions known as microservices. Machine learning…

分布式、并行与集群计算 · 计算机科学 2024-06-25 Prerana Khatiwada , Pranjal Dhakal

Serverless is an emerging cloud computing paradigm that facilitates developers to focus solely on the application logic rather than provisioning and managing the underlying infrastructure. The inherent characteristics such as scalability,…

软件工程 · 计算机科学 2023-11-23 Muhammad Hamza , Muhammad Azeem Akbar , Kari Smolander

Spatiotemporal data are being produced in continuously growing volumes by a variety of data sources and a variety of application fields rely on rapid analysis of such data. Existing systems such as PostGIS or MobilityDB usually build on…

数据库 · 计算机科学 2026-05-21 Diana Baumann , Tim C. Rese , David Bermbach

Despite its already widespread popularity, it continues to gain adoption. More and more developers and architects continue to adopt and apply the FaaS (Function as a Service) model in cloud solutions. The most extensively used FaaS service…

软件工程 · 计算机科学 2023-10-26 Juan Mera Menéndez , Martin Bartlett

Serverless computing shows good promise for efficiency and ease-of-use. Yet, there are only a few, scattered and sometimes conflicting reports on questions such as 'Why do so many companies adopt serverless?', 'When are serverless…

Serverless computing -- an emerging cloud-native paradigm for the deployment of applications and services -- represents an evolution in cloud application development, programming models, abstractions, and platforms. It promises a real…

分布式、并行与集群计算 · 计算机科学 2019-06-10 Paul Castro , Vatche Ishakian , Vinod Muthusamy , Aleksander Slominski

Cloud-based serverless computing systems, either public or privately provisioned, aim to provide the illusion of infinite resources and abstract users from details of the allocation decisions. With the goal of providing a low cost and a…

分布式、并行与集群计算 · 计算机科学 2020-11-25 Chavit Denninnart