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Load balancing across parallel servers is an important class of congestion control problems that arises in service systems. An effective load balancer relies heavily on accurate, real-time congestion information to make routing decisions.…

分布式、并行与集群计算 · 计算机科学 2024-05-24 Gal Mendelson , Xu Kuang

In this paper, we demonstrate that a server running a single latency-sensitive application can be treated as a black box to reduce energy consumption while meeting an SLA target. We find that when the mean offered load is stable, one can…

操作系统 · 计算机科学 2025-02-24 Han Dong , Yara Awad , Sanjay Arora , Orran Krieger , Jonathan Appavoo

We study the problem of joint load balancing and interference mitigation in heterogeneous networks (HetNets) in which massive multiple-input multiple-output (MIMO) macro cell base station (BS) equipped with a large number of antennas,…

网络与互联网体系结构 · 计算机科学 2017-07-11 Trung Kien Vu , Mehdi Bennis , Sumudu Samarakoon , Mérouane Debbah , Matti Latva-aho

To facilitate load balancing, distributed systems store data redundantly. We evaluate the load balancing performance of storage schemes in which each object is stored at $d$ different nodes, and each node stores the same number of objects.…

性能 · 计算机科学 2021-01-26 Mehmet Fatih Aktas , Amir Behrouzi-Far , Emina Soljanin , Philip Whiting

We study in this paper the impact of communication latency on the classical Work Stealing load balancing algorithm. Our approach considers existing performance models and the underlying algorithms. We introduce a latency parameter in the…

分布式、并行与集群计算 · 计算机科学 2018-05-07 Mohammed Khatiri , Denis Trystram , Frederic Wagner

This paper studies the problem of congestion control and scheduling in ad hoc wireless networks that have to support a mixture of best-effort and real-time traffic. Optimization and stochastic network theory have been successful in…

网络与互联网体系结构 · 计算机科学 2009-12-13 Juan Jose Jaramillo , R. Srikant

Data-parallel (DP) load balancing has emerged as a first-order bottleneck in large-scale LLM serving. When a model is sharded across devices via tensor parallelism (TP) or expert parallelism (EP) and replicated across many DP workers, every…

分布式、并行与集群计算 · 计算机科学 2026-05-11 Tianci Bu , Yuan Lyu , Zixi Chen , Chendong Song , Hong Liang , Tsepten Gurung , Yuwei Fan , Yinyu Ye , Zijie Zhou

We consider a distributed cloud service deployed at a set of distinct server pools. Arriving jobs are classified into heterogeneous types, in accordance with their setup times which are differentiated at each of the pools. A dispatcher for…

系统与控制 · 电气工程与系统科学 2025-08-14 Fernando Paganini , Diego Goldsztajn

Load balancing is a common approach in web server farms or inventory routing problems. An important issue in such systems is to determine the server to which an incoming request should be routed to optimize a given performance criteria. In…

性能 · 计算机科学 2018-10-19 Urtzi Ayesta , Manu K Gupta , Ina Maria Verloop

With the emergence of Cloud-RAN as one of the dominant architectural solutions for next-generation mobile networks, the reliability and latency on the fronthaul (FH) segment become critical performance metrics for applications such as the…

网络与互联网体系结构 · 计算机科学 2018-09-25 Ghizlane Mountaser , Toktam Mahmoodi , Osvaldo Simeone

Key-based workload partitioning is a common strategy used in parallel stream processing engines, enabling effective key-value tuple distribution over worker threads in a logical operator. While randomized hashing on the keys is capable of…

分布式、并行与集群计算 · 计算机科学 2016-12-14 Junhua Fang , Rong Zhang , Tom Z. J. Fu , Zhenjie Zhang , Aoying Zhou , Junhua Zhu

The centralized architecture in software-defined network (SDN) provides a global view of the underlying network, paving the way for enormous research in the area of SDN traffic engineering (SDN TE). This research focuses on the load…

网络与互联网体系结构 · 计算机科学 2018-12-07 Sminesh C. N. , Grace Mary Kanaga E. , Ranjitha K

When multiple users share a common link in direct transmission, packet loss and network collision may occur due to the simultaneous arrival of traffics at the source node. To tackle this problem, users may resort to an indirect path: the…

信号处理 · 电气工程与系统科学 2023-07-18 Qiong Liu , Chehao Wang , Ce Zheng

With the rapid increase in the size and volume of cloud services and data centers, architectures with multiple job dispatchers are quickly becoming the norm. Load balancing is a key element of such systems. Nevertheless, current solutions…

分布式、并行与集群计算 · 计算机科学 2022-12-02 Guy Goren , Shay Vargaftik , Yoram Moses

Switching, routing, and security functions are the backbone of packet processing networks. Fast and efficient processing of packets requires maintaining the state of a large number of transient network connections. In particular, modern…

网络与互联网体系结构 · 计算机科学 2023-05-05 Luke McHale , Paul V Gratz , Alex Sprintson

We consider a large-scale service system where incoming tasks have to be instantaneously dispatched to one out of many parallel server pools. The user-perceived performance degrades with the number of concurrent tasks and the dispatcher…

Recent increase in energy prices has led researchers to find better ways for capacity provisioning in data centers to reduce energy wastage due to the variation in workload. This paper explores the opportunity for cost saving utilizing the…

网络与互联网体系结构 · 计算机科学 2015-03-19 Muhammad Abdullah Adnan , Ryo Sugihara , Yan Ma , Rajesh Gupta

Deep learning has made great strides lately with the availability of powerful computing machines and the advent of user-friendly programming environments. It is anticipated that the deep learning algorithms will entirely provision the…

信号处理 · 电气工程与系统科学 2020-07-01 Vishnu Vardhan Nimmalapudi , Ajith Kumar Mengani , Roopa Vuppula , Rahul Jashvantbhai Pandya

In large-scale distributed systems, balancing the load in an efficient way is crucial in order to achieve low latency. Recently, some load balancing policies have been suggested which are able to achieve a bounded maximum queue length in…

性能 · 计算机科学 2022-01-12 Tim Hellemans , Grzegorz Kielanski , Benny Van Houdt

Nowadays, the Hierarchical Storage System (HSS) is considered as an ideal model to meet the cost-performance demand. The data migration between storing tiers of HSS is the way to achieve the cost-performance goal. The bandwidth control is…

网络与互联网体系结构 · 计算机科学 2024-12-05 Xijun Li , Yunfan Zhou , Ji Zhang