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Accurate mobile traffic forecast is important for efficient network planning and operations. However, existing traffic forecasting models have high complexity, making the forecasting process slow and costly. In this paper, we analyze some…

网络与互联网体系结构 · 计算机科学 2016-11-17 Huimin Pan , Jingchu Liu , Sheng Zhou , Zhisheng Niu

TCP and its variants have suffered from surprisingly poor performance for decades. We argue the TCP family has little hope to achieve consistent high performance due to a fundamental architectural deficiency: hardwiring packet-level events…

网络与互联网体系结构 · 计算机科学 2014-10-14 Mo Dong , Qingxi Li , Doron Zarchy , Brighten Godfrey , Michael Schapira

This paper considers the problem of routing and rebalancing a shared fleet of autonomous (i.e., self-driving) vehicles providing on-demand mobility within a capacitated transportation network, where congestion might disrupt throughput. We…

多智能体系统 · 计算机科学 2017-08-15 Rick Zhang , Federico Rossi , Marco Pavone

BM compression is a straightforward and operable way to reduce buffer message length as well as to improve system performance. In this paper, we thoroughly discuss the principles and protocol progress of different compression schemes, and…

多媒体 · 计算机科学 2011-09-02 Chunxi Li , Changjia Chen , DahMing Chiu

In the bounded delay buffer management problem unit size packets arrive online to be sent over a network link. The objective is to maximize the total weight of packets sent before their deadline. In this paper we are interested in the…

数据结构与算法 · 计算机科学 2020-11-20 Christoph Dürr , Shahin Kamali

This paper focuses on the identical parallel machine scheduling problem with sequence-dependent setup time, with special attention paid to the uncertainty of processing time. In this paper, a mathematical model of the parallel machine…

最优化与控制 · 数学 2017-12-05 Lei Liu , Canrong Zhang

Reinforcement learning (RL) has emerged as a promising paradigm for Internet congestion control, achieving higher link utilization than classical heuristics. However, RL-based controllers trained in single-flow environments are not…

网络与互联网体系结构 · 计算机科学 2026-05-20 Thomas Mbrice , Yuyu Liu

Communication networks are time-varying and hence, fair sharing of network resources among the users in such a dynamic environment is a challenging task. In this context, a time-varying network model is designed and the shortest user's…

网络与互联网体系结构 · 计算机科学 2019-05-10 Suchi Kumari , Anurag Singh

As the speed and the dynamic range of computer networks evolve, the issue of efficient traffic management becomes increasingly important. This work describes an approach to traffic management using explicit rate information provided to the…

网络与互联网体系结构 · 计算机科学 2007-05-23 A. Charny , D. Clark , R. Jain

We present a comparative study of the application of a recently introduced heuristic algorithm to the optimization of transport on three major types of complex networks. The algorithm balances network traffic iteratively by minimizing the…

无序系统与神经网络 · 物理学 2007-07-12 Bogdan Danila , Yong Yu , John A. Marsh , Kevin E. Bassler

Originated from distributed learning, federated learning enables privacy-preserved collaboration on a new abstracted level by sharing the model parameters only. While the current research mainly focuses on optimizing learning algorithms and…

机器学习 · 计算机科学 2020-09-17 Cong Wang , Yuanyuan Yang , Pengzhan Zhou

In autonomous mobility-on-demand systems, effectively managing vehicle flows to mitigate induced congestion and ensure efficient operations is imperative for system performance and positive customer experience. Against this background, we…

最优化与控制 · 数学 2025-06-25 Antonio Coppola , Gerhard Hiermann , Dario Paccagnan , Maximilian Schiffer

The highly dynamic nature of Low-Earth Orbit (LEO) satellite networks introduces challenges that existing transport protocols fail to address, including non-congestive latency variation and loss, transient congestion hotspots, and frequent…

网络与互联网体系结构 · 计算机科学 2026-03-26 Aiden Valentine , Ian Wakeman , George Parisis

This paper studies line planning for urban bus networks that face multiple resource limits such as budget, labor, and emission caps while using heterogeneous fleets. The objective is to maximize total reward from serving passengers by…

最优化与控制 · 数学 2026-04-07 Hongyi Jiang , Igor Averbakh , Samitha Samaranayake

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

We study the information traffic in Barab\'asi-Albert scale free networks wherein each node has finite queue length to store the packets. It is found that in the case of shortest path routing strategy the networks undergo a first order…

物理与社会 · 物理学 2009-09-15 Zhi-Xi Wu , Wen-Xu Wang , Kai-Hau Yeung

Wall-clock convergence time and communication rounds are critical performance metrics in distributed learning with parameter-server setting. While synchronous methods converge fast but are not robust to stragglers; and asynchronous ones can…

分布式、并行与集群计算 · 计算机科学 2024-01-22 Qiao Tan , Feng Zhu , Jingjing Zhang

Inrecent time a rapid increase in the number of smart devices and user applications have generated an intensity volume of data traffic from/to a cellular network. So the Long Term Evaluation(LTE)network is facing some issuesdifficulties…

多媒体 · 计算机科学 2025-03-20 Md. Zahurul Haque , Md. Rafiqul Isla

Computing shortest paths is one of the most researched topics in algorithm engineering. Currently available algorithms compute shortest paths in mere fractions of a second on continental sized road networks. In the presence of…

数据结构与算法 · 计算机科学 2014-08-01 Moritz Kobitzsch , Samitha Samaranayake , Dennis Schieferdecker

We propose an explicit rate indication scheme for congestion avoidance in ATM networks. In this scheme, the network switches monitor their load on each link, determining a load factor, the available capacity, and the number of currently…

网络与互联网体系结构 · 计算机科学 2007-05-23 Shivkumar Kalyanaraman , Raj Jain , Sonia Fahmy , Rohit Goyal , Bobby Vandalore