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Serverless computing is a cloud computing paradigm that allows developers to focus exclusively on business logic as cloud service providers manage resource management tasks. Serverless applications follow this model, where the application…

分布式、并行与集群计算 · 计算机科学 2022-01-28 Anshul Jindal , Mohak Chadha , Shajulin Benedict , Michael Gerndt

With the proliferation of machine learning (ML) libraries and frameworks, and the programming languages that they use, along with operations of data loading, transformation, preparation and mining, ML model development is becoming a…

软件工程 · 计算机科学 2019-04-04 Anirban Bhattacharjee , Yogesh Barve , Shweta Khare , Shunxing Bao , Aniruddha Gokhale , Thomas Damiano

Offloading computation from user devices to nodes with processing capabilities at the edge of the network is a major trend in today's network/service architectures. At the same time, serverless computing has gained a huge traction among the…

网络与互联网体系结构 · 计算机科学 2022-09-08 Claudio Cicconetti , Marco Conti , Andrea Passarella

As data-intensive applications grow, batch processing in limited-resource environments faces scalability and resource management challenges. Serverless computing offers a flexible alternative, enabling dynamic resource allocation and…

分布式、并行与集群计算 · 计算机科学 2025-02-18 Amine Barrak , Emna Ksontini

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

Developing stateful cloud applications, such as low-latency workflows and microservices with strict consistency requirements, remains arduous for programmers. The Stateful Functions-as-a-Service (SFaaS) paradigm aims to serve these use…

分布式、并行与集群计算 · 计算机科学 2025-06-27 Kyriakos Psarakis , George Christodoulou , George Siachamis , Marios Fragkoulis , Asterios Katsifodimos

Serverless applications are typically composed of function workflows in which multiple short-lived functions are triggered to exchange data in response to events or state changes. Current serverless platforms coordinate and trigger…

分布式、并行与集群计算 · 计算机科学 2022-09-30 Minchen Yu , Tingjia Cao , Wei Wang , Ruichuan Chen

Serverless functions are a cloud computing paradigm where the provider takes care of resource management tasks such as resource provisioning, deployment, and auto-scaling. The only resource management task that developers are still in…

分布式、并行与集群计算 · 计算机科学 2021-06-08 Simon Eismann , Long Bui , Johannes Grohmann , Cristina L. Abad , Nikolas Herbst , Samuel Kounev

Function-as-a-Service (FaaS) struggles with burst-parallel jobs due to needing multiple independent invocations to start a job. The lack of a group invocation primitive complicates application development and overlooks crucial aspects like…

分布式、并行与集群计算 · 计算机科学 2024-07-22 Daniel Barcelona-Pons , Aitor Arjona , Pedro García-López , Enrique Molina-Giménez , Stepan Klymonchuk

Serverless functions provide high levels of parallelism, short startup times, and "pay-as-you-go" billing. These attributes make them a natural substrate for data analytics workflows. However, the impossibility of direct communication…

分布式、并行与集群计算 · 计算机科学 2022-07-26 Germán T. Eizaguirre , Marc Sánchez-Artigas , Pedro García-López

Function-as-a-Service (FaaS) is a cloud computing paradigm offering an event-driven execution model to applications. It features serverless attributes by eliminating resource management responsibilities from developers, and offers…

分布式、并行与集群计算 · 计算机科学 2024-11-14 Siddharth Agarwal , Maria A. Rodriguez , Rajkumar Buyya

FaaS offers significant advantages with its infrastructure abstraction, on-demand execution, and attractive no idle resource pricing for modern cloud applications. Despite these benefits, challenges such as startup latencies, static…

分布式、并行与集群计算 · 计算机科学 2025-11-11 Siddharth Agarwal , Maria A. Rodriguez , Rajkumar Buyya

The advent of serverless computing has revolutionized the landscape of cloud computing, offering a new paradigm that enables developers to focus solely on their applications rather than managing and provisioning the underlying…

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

This paper explores resource allocation in serverless cloud computing platforms and proposes an optimization approach for autoscaling systems. Serverless computing relieves users from resource management tasks, enabling focus on application…

分布式、并行与集群计算 · 计算机科学 2023-10-31 Harold Ship , Evgeny Shindin , Chen Wang , Diana Arroyo , Asser Tantawi

As more and more application providers transition to the cloud and deliver their services on a Software as a Service (SaaS) basis, cloud providers need to make their provisioning systems agile enough to meet Service Level Agreements. At the…

网络与互联网体系结构 · 计算机科学 2019-11-19 Constantine Ayimba , Paolo Casari , Vincenzo Mancuso

Serverless computing has matured into an effective execution model for edge cloud environments, enabling function level decomposition, demand driven scaling, and workflow execution across stable, well provisioned infrastructure. This…

分布式、并行与集群计算 · 计算机科学 2026-05-07 Hadi Tabatabaee Malazi , Reza Farahani , Nitinder Mohan , Schahram Dustdar

FaaS (Function as a Service) allows developers to upload and execute code in the cloud without managing servers. FaaS offerings from leading public cloud providers are based on system microVM or application container technologies such as…

分布式、并行与集群计算 · 计算机科学 2020-10-19 Ju Long , Hung-Ying Tai , Shen-Ta Hsieh , Michael Juntao Yuan

Serverless computing has seen rapid adoption due to its high scalability and flexible, pay-as-you-go billing model. In serverless, developers structure their services as a collection of functions, sporadically invoked by various events like…

分布式、并行与集群计算 · 计算机科学 2021-02-09 Dmitrii Ustiugov , Plamen Petrov , Marios Kogias , Edouard Bugnion , Boris Grot

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

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