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Serverless computing is a buzzword that is being used commonly in the world of technology and among developers and businesses. Using the Function-as-a-Service (FaaS) model of serverless, one can easily deploy their applications to the cloud…

网络与互联网体系结构 · 计算机科学 2022-07-01 Akash Puliyadi Jegannathan , Rounak Saha , Sourav Kanti Addya

This paper describes a new scheduling algorithm to distribute jobs in server farm systems. The proposed algorithm overcomes the starvation caused by SRPT (Shortest Remaining Processing Time). This algorithm is used in process scheduling in…

分布式、并行与集群计算 · 计算机科学 2012-09-06 Ehsan Saboori , Shahriar Mohammadi , Shafigh Parsazad

Distributed dataflow systems like Spark and Flink enable data-parallel processing of large datasets on clusters of cloud resources. Yet, selecting appropriate computational resources for dataflow jobs is often challenging. For efficient…

分布式、并行与集群计算 · 计算机科学 2025-03-03 Jonathan Will , Lauritz Thamsen , Jonathan Bader , Odej Kao

In modern digital filter chip design, efficient resource utilization is a hot topic. Due to the linear phase characteristics of FIR filters, a pulsed fully parallel structure can be applied to address the problem. To further reduce hardware…

硬件体系结构 · 计算机科学 2023-11-27 Mengwei Hu , Zhengxiong Li , Xianyang Jiang

Serverless computing promises convenient abstractions for developing and deploying functions that execute in response to events. In such Function-as-a-Service (FaaS) platforms, scheduling is an integral task, but current scheduling…

分布式、并行与集群计算 · 计算机科学 2025-07-08 Saman Akbari , Manfred Hauswirth

Most neural network scheduling research focuses on optimizing static, end-to-end models of fixed width, overlooking dynamic approaches that adapt to heterogeneous hardware and fluctuating runtime conditions. We present Slim Scheduler, a…

机器学习 · 计算机科学 2025-10-13 Ian Harshbarger , Calvin Chidambaram

The proliferation of big data and analytic workloads has driven the need for cloud compute and cluster-based job processing. With Apache Spark, users can process terabytes of data at ease with hundreds of parallel executors. At Microsoft,…

Aggregated HPC resources have rigid allocation systems and programming models which struggle to adapt to diverse and changing workloads. Consequently, HPC systems fail to efficiently use the large pools of unused memory and increase the…

分布式、并行与集群计算 · 计算机科学 2024-07-29 Marcin Copik , Marcin Chrapek , Larissa Schmid , Alexandru Calotoiu , Torsten Hoefler

Clusters of computers have emerged as mainstream parallel and distributed platforms for high-performance, high-throughput and high-availability computing. To enable effective resource management on clusters, numerous cluster managements…

分布式、并行与集群计算 · 计算机科学 2007-05-23 Jahanzeb Sherwani , Nosheen Ali , Nausheen Lotia , Zahra Hayat , Rajkumar Buyya

Project scheduling in manufacturing environments often requires flexibility in terms of the selection and the exact length of alternative production activities. Moreover, the simultaneous scheduling of multiple lots is mandatory in many…

人工智能 · 计算机科学 2020-10-26 Viktoria A. Hauder , Andreas Beham , Sebastian Raggl , Sophie N. Parragh , Michael Affenzeller

Forwarding decisions in classical IP-based networks are predetermined by routing. This is necessary to avoid loops, inhibiting opportunities to implement an adaptive and intelligent forwarding plane. Consequently, content distribution…

网络与互联网体系结构 · 计算机科学 2016-03-24 Daniel Posch , Benjamin Rainer , Hermann Hellwagner

Multiuser resource allocation has recently been recognized as an effective methodology for enhancing the power and spectrum efficiency in OFDM (orthogonal frequency division multiplexing) systems. It is, however, not directly applicable to…

数值分析 · 数学 2025-10-20 Ying Jun Zhang

In this paper, we investigate dynamic resource scheduling (i.e., joint user, subchannel, and power scheduling) for downlink multi-channel non-orthogonal multiple access (MC-NOMA) systems over time-varying fading channels. Specifically, we…

信息论 · 计算机科学 2021-08-17 Do-Yup Kim , Hamid Jafarkhani , Jang-Won Lee

Rate-splitting multiple access (RSMA) has been proven as an effective communication scheme for 5G and beyond. However, current approaches to RSMA resource management require complicated iterative algorithms, which cannot meet the stringent…

信息论 · 计算机科学 2024-11-07 Hanwen Zhang , Mingzhe Chen , Alireza Vahid , Feng Ye , Haijian Sun

This paper proposes, for the first time, a hybrid multiple access framework that integrates the principles of rate-splitting (RS) and sparse code multiple access (SCMA) in an SISO downlink scenario. The proposed scheme, termed RS-SCMA,…

信号处理 · 电气工程与系统科学 2026-01-29 Minerva Priyadarsini , Zilong Liu , Kuntal Deka , Sujit Kumar Sahoo , Sanjeev Sharma

Data-intensive scientific workflows increasingly rely on high-performance computing (HPC) systems, complementing traditional Grid and Cloud platforms. However, workflow scheduling on HPC infrastructures remains challenging due to the…

分布式、并行与集群计算 · 计算机科学 2025-11-26 Aurelio Vivas , Harold Castro

This article presents a new hybrid algorithm, crossover binary particle swarm optimization (crBPSO), for allocating resources in local energy systems via multi-agent (MA) technology. Initially, a hierarchical MA-based architecture in a…

系统与控制 · 电气工程与系统科学 2025-01-20 Hafiz Majid Hussain , Ashfaq Ahmad. Pedro H. J. Nardelli

We study how to design edge server placement and server scheduling policies under workload uncertainty for 5G networks. We introduce a new metric called resource pooling factor to handle unexpected workload bursts. Maximizing this metric…

网络与互联网体系结构 · 计算机科学 2021-04-30 Shizhen Zhao , Xiao Zhang , Peirui Cao , Xinbing Wang

Efficient runtime task scheduling on complex memory hierarchy becomes increasingly important as modern and future High-Performance Computing (HPC) systems are progressively composed of multisocket and multi-chiplet nodes with nonuniform…

分布式、并行与集群计算 · 计算机科学 2021-12-20 Mustafa Abduljabbar , Mahmoud Eljammaly , Miquel Pericas

Modern processing networks often consist of heterogeneous servers with widely varying capabilities, and process job flows with complex structure and requirements. A major challenge in designing efficient scheduling policies in these…

概率论 · 数学 2016-10-13 Ramtin Pedarsani , Jean Walrand , Yuan Zhong