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Serverless computing, with its operational simplicity and on-demand scalability, has become a preferred paradigm for deploying workflow applications. However, resource allocation for workflows, particularly those with branching structures,…

分布式、并行与集群计算 · 计算机科学 2025-04-10 Long Chen , Xinshuai Hua , Jinquan Zhang , Wenshuai Li , Xiaoping Li , Shijie Guo

Workflow management systems (WMS) support the composition and deployment of workflow-oriented applications in distributed computing environments. They hide the complexity of managing large-scale applications, which includes the controlling…

分布式、并行与集群计算 · 计算机科学 2020-06-04 Muhammad H. Hilman , Maria A. Rodriguez , Rajkumar Buyya

When MPI-parallel simulations run on shared Kubernetes clusters, conventional CPU scheduling leaves the vast majority of provisioned cycles idle at synchronization barriers. This paper presents a multiplexing framework that reclaims this…

分布式、并行与集群计算 · 计算机科学 2026-04-02 Tianfang Xie

With the recent advances in sensor hardware and software, architectures for virtualized Wireless Sensor Networks (vWSNs) are now emerging. Through node- and network-level virtualization, vWSNs can be offered as Infrastructure-as-a-Service…

网络与互联网体系结构 · 计算机科学 2017-09-20 Imran Khan , Fatima Zahra Errounda , Sami Yangui , Roch Glitho , Noel Crespi

Serverless computing enables a new way of building and scaling cloud applications by allowing developers to write fine-grained serverless or cloud functions. The execution duration of a cloud function is typically short-ranging from a few…

操作系统 · 计算机科学 2022-09-08 Yuqi Fu , Li Liu , Haoliang Wang , Yue Cheng , Songqing Chen

Function-as-a-Service (FaaS) is a promising paradigm for applications distributed across the edge-cloud continuum. FaaS functions are stateless by nature, leading to high elasticity and transparent invocation. Supporting stateful…

分布式、并行与集群计算 · 计算机科学 2023-10-31 Tobias Pfandzelter , David Bermbach

Function-as-a-Service (FaaS) is a cloud service model enabling developers to offload event-driven executable snippets of code. The execution and management of such functions becomes a FaaS provider's responsibility, hereby included their…

软件工程 · 计算机科学 2020-04-03 Vladimir Yussupov , Jacopo Soldani , Uwe Breitenbücher , Antonio Brogi , Frank Leymann

Operating cloud service infrastructures requires high energy efficiency while ensuring a satisfactory service level. Motivated by data centers, we consider a workload routing and server speed control policy applicable to the system…

性能 · 计算机科学 2023-03-06 Seung Min Baik , Young Myoung Ko

Function-as-a-Service is a novel type of cloud service used for creating distributed applications and utilizing computing resources. Application developer supplies source code of cloud functions, which are small applications or application…

分布式、并行与集群计算 · 计算机科学 2019-09-10 Maciej Pawlik , Kamil Figiela , Maciej Malawski

Serverless computing is an excellent fit for big data processing because it can scale quickly and cheaply to thousands of parallel functions. Existing serverless platforms isolate functions in ephemeral, stateless containers, preventing…

分布式、并行与集群计算 · 计算机科学 2020-06-22 Simon Shillaker , Peter Pietzuch

Due to rising demands for Artificial Inteligence (AI) inference, especially in higher education, novel solutions utilising existing infrastructure are emerging. The utilisation of High-Performance Computing (HPC) has become a prevalent…

分布式、并行与集群计算 · 计算机科学 2025-11-27 Tim Trappen , Robert Keßler , Roland Pabel , Viktor Achter , Stefan Wesner

Serverless computing eliminates infrastructure management overhead but introduces significant challenges regarding cold start latency and resource utilization. Traditional static resource allocation often leads to inefficiencies under…

人工智能 · 计算机科学 2026-04-08 Zeyu Wang , Cuiqianhe Du , Renyue Zhang , Kejian Tong , Qi He , Qiyuan Tian

Energy consumption represents a significant cost in data center operation. A large fraction of the energy, however, is used to power idle servers when the workload is low. Dynamic provisioning techniques aim at saving this portion of the…

性能 · 计算机科学 2012-02-28 Tan Lu , Minghua Chen

Computing needs for high energy physics are already intensive and are expected to increase drastically in the coming years. In this context, heterogeneous computing, specifically as-a-service computing, has the potential for significant…

Function-as-a-Service (FaaS) platforms provide scalable and cost-efficient execution but suffer from increased latency and resource overheads in complex applications comprising multiple functions, particularly due to double billing when…

分布式、并行与集群计算 · 计算机科学 2026-03-11 Niklas Kowallik , Natalie Carl , Leon Pöllinger , Wei Wang , Sharan Santhanam , David Bermbach

FaaS allows an application to be decomposed into functions that are executed on a FaaS platform. The FaaS platform is responsible for the resource provisioning of the functions. Recently, there is a growing trend towards the execution of…

分布式、并行与集群计算 · 计算机科学 2021-07-22 Mohak Chadha , Anshul Jindal , Michael Gerndt

In order to boost the performance of data-intensive computing on HPC systems, in-memory computing frameworks, such as Apache Spark and Flink, use local DRAM for data storage. Optimizing the memory allocation to data storage is critical to…

性能 · 计算机科学 2016-09-30 Pengfei Xuan , Feng Luo , Rong Ge , Pradip K Srimani

The exponential growth of Internet of Things (IoT) has given rise to a new wave of edge computing due to the need to process data on the edge, closer to where it is being produced and attempting to move away from a cloud-centric…

分布式、并行与集群计算 · 计算机科学 2021-11-15 Hamza Javed , Adel N. Toosi , Mohammad S. Aslanpour

Although High Performance Computing (HPC) users understand basic resource requirements such as the number of CPUs and memory limits, internal infrastructural utilization data is exclusively leveraged by cluster operators, who use it to…

分布式、并行与集群计算 · 计算机科学 2024-01-19 Abel Souza , Kristiaan Pelckmans , Johan Tordsson

Open-source 5G core implementations deploy network functions as always-on processes that consume resources even when idle. This inefficiency is most acute in private and edge deployments with sporadic traffic. Serverless5GC is an…

网络与互联网体系结构 · 计算机科学 2026-03-31 Hai Dinh-Tuan