改进的A*搜索:基于分层令牌桶的Linux流量控制带宽分配算法

IF 3.7 2区 计算机科学 Q1 COMPUTER SCIENCE, HARDWARE & ARCHITECTURE
Huiyao Xiao , Xi Jin , Zhiwei Feng , Qingxu Deng , Changqing Xia , Chi Xu
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引用次数: 0

摘要

有效的带宽分配对网络性能至关重要。HTB (Hierarchical Token Bucket)是Linux流量控制中广泛使用的队列规则,缺乏参数配置的理论指导。为了解决这个问题,我们将HTB下的带宽分配问题形式化为带宽满意度优化(BSO)问题,并证明了其np -硬度。我们提出了一种改进的A*算法,该算法构造解空间树,跳过无关参数,并通过约束放松和宽度限制加速搜索。广泛的评估表明,我们的算法优于现有的方法,在显着缩短的执行时间内实现了至少90%的Gurobi的有效性。在实际机器上的实现验证了实际带宽使用情况与模型计算结果相符,证明了该算法在实际应用中的有效性和可靠性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Improved A* search: A bandwidth allocation algorithm for Linux traffic control based on Hierarchical Token Bucket
Efficient bandwidth allocation is crucial for network performance. HTB (Hierarchical Token Bucket), a widely-used queue discipline in Linux traffic control, lacks theoretical guidance for parameter configuration. To address this, we formalize the bandwidth allocation problem under HTB as a Bandwidth Satisfaction Optimization (BSO) problem, proving its NP-hardness. We propose an improved A* algorithm that constructs a solution space tree, skips irrelevant parameters, and accelerates search through constraint relaxation and breadth limitation. Extensive evaluations show that our algorithm outperforms existing methods, achieving at least 90% of Gurobi’s effectiveness with significantly shorter execution time. Implementation on a real machine confirms that actual bandwidth usage matches the model’s calculated results, demonstrating the algorithm’s effectiveness and reliability in practical applications.
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来源期刊
Journal of Systems Architecture
Journal of Systems Architecture 工程技术-计算机:硬件
CiteScore
8.70
自引率
15.60%
发文量
226
审稿时长
46 days
期刊介绍: The Journal of Systems Architecture: Embedded Software Design (JSA) is a journal covering all design and architectural aspects related to embedded systems and software. It ranges from the microarchitecture level via the system software level up to the application-specific architecture level. Aspects such as real-time systems, operating systems, FPGA programming, programming languages, communications (limited to analysis and the software stack), mobile systems, parallel and distributed architectures as well as additional subjects in the computer and system architecture area will fall within the scope of this journal. Technology will not be a main focus, but its use and relevance to particular designs will be. Case studies are welcome but must contribute more than just a design for a particular piece of software. Design automation of such systems including methodologies, techniques and tools for their design as well as novel designs of software components fall within the scope of this journal. Novel applications that use embedded systems are also central in this journal. While hardware is not a part of this journal hardware/software co-design methods that consider interplay between software and hardware components with and emphasis on software are also relevant here.
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