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As more applications are being moved to the Cloud thanks to serverless computing, it is increasingly necessary to support native life cycle execution of those applications in the data center. But existing systems either focus on…

分布式、并行与集群计算 · 计算机科学 2020-06-18 Pedro García-López , Aitor Arjona , Josep Sampe , Aleksander Slominski , Lionel Villard

Orchestrating service-oriented workflows is typically based on a design model that routes both data and control through a single point - the centralised workflow engine. This causes scalability problems that include the unnecessary…

分布式、并行与集群计算 · 计算机科学 2016-11-15 Ward Jaradat , Alan Dearle , Adam Barker

Serverless computing that runs functions with auto-scaling is a popular task execution pattern in the cloud-native era. By connecting serverless functions into workflows, tenants can achieve complex functionality. Prior researches adopt the…

分布式、并行与集群计算 · 计算机科学 2023-05-01 Zijun Li , Chuhao Xu , Quan Chen , Jieru Zhao , Chen Chen , Minyi Guo

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

Along with the wide-adoption of Serverless Computing, more and more applications are developed and deployed on cloud platforms. Major cloud providers present their serverless workflow services to orchestrate serverless functions, making it…

软件工程 · 计算机科学 2021-01-14 Jinfeng Wen , Yi Liu

Orchestrating centralised service-oriented workflows presents significant scalability challenges that include: the consumption of network bandwidth, degradation of performance, and single points of failure. This paper presents a high-level…

分布式、并行与集群计算 · 计算机科学 2013-11-11 Ward Jaradat , Alan Dearle , Adam Barker

Modern enterprise platforms increasingly depend on distributed microservices, analytical data platforms, and external APIs to construct composite responses for applications. Orchestrating data retrieval across these heterogeneous systems is…

分布式、并行与集群计算 · 计算机科学 2026-03-11 Abhiram Kandiraju

Existing serverless workflow orchestration systems are predominantly designed for a single-cloud FaaS system, leading to vendor lock-in. This restricts performance optimization, cost reduction, and availability of applications. However,…

分布式、并行与集群计算 · 计算机科学 2026-04-07 Rui Li , Jianfei Liu , Zhilin Yang , Peichang Shi , Guodong Yi , Huaimin Wang

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

Service-oriented workflows are typically executed using a centralised orchestration approach that presents significant scalability challenges. These challenges include the consumption of network bandwidth, degradation of performance, and…

分布式、并行与集群计算 · 计算机科学 2013-11-11 Ward Jaradat , Alan Dearle , Adam Barker

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

Serverless computing has gained popularity in edge computing due to its flexible features, including the pay-per-use pricing model, auto-scaling capabilities, and multi-tenancy support. Complex Serverless-based applications typically rely…

分布式、并行与集群计算 · 计算机科学 2023-09-01 Ke Luo , Tao Ouyang , Zhi Zhou , Xu Chen

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

The recent convergence of edge computing, serverless execution, and Kubernetes (K8s) based container orchestration has enabled the processing of application workflows close to data sources. While effective within a single edge cluster,…

分布式、并行与集群计算 · 计算机科学 2026-05-07 Reza Farahani , Mario Colosi , Ilir Murturi , Stefan Nastic , Massimo Villari , Schahram Dustdar , Radu Prodan

Microservices have become the de-facto software architecture for cloud-native applications. A contentious architectural decision in microservices is to compose them using choreography or orchestration. In choreography, every service works…

软件工程 · 计算机科学 2022-10-21 Anas Nadeem , Muhammad Zubair Malik

To extract value from evergrowing volumes of data, coming from a number of different sources, and to drive decision making, organizations frequently resort to the composition of data processing workflows, since they are expressive,…

分布式、并行与集群计算 · 计算机科学 2016-12-13 Sérgio Esteves , Helena Galhardas , Luís Veiga

In recent years, a variety of powerful LLM-based agentic systems have been applied to automate complex tasks through task orchestration. However, existing orchestration methods still face key challenges, including strategy collapse under…

人工智能 · 计算机科学 2026-05-15 Mingda Zhang , Tiesunlong Shen , Haoran Luo , Wenjin Liu , Zikai Xiao , Erik Cambria , Xiaoying Tang

With recent increasing computational and data requirements of scientific applications, the use of large clustered systems as well as distributed resources is inevitable. Although executing large applications in these environments brings…

分布式、并行与集群计算 · 计算机科学 2011-06-30 Alexandru Costan , Florin Pop , Corina Stratan , Ciprian Dobre , Catalin Leordeanu , Valentin Cristea

Given the increasing complexity of AI applications, traditional spatial architectures frequently fall short. Our analysis identifies a pattern of interconnected, multi-faceted tasks encompassing both AI and general computational processes.…

人工智能 · 计算机科学 2024-05-28 Jinyi Deng , Xinru Tang , Zhiheng Yue , Guangyang Lu , Qize Yang , Jiahao Zhang , Jinxi Li , Chao Li , Shaojun Wei , Yang Hu , Shouyi Yin

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
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