在未知容量链路的情况下,为本地任务提供资源效率高的稳定性

IF 0.9 4区 计算机科学 Q3 COMPUTER SCIENCE, THEORY & METHODS Theoretical Computer Science Pub Date : 2024-07-25 DOI:10.1016/j.tcs.2024.114744
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引用次数: 0

摘要

自稳定协议使分布式系统能够从任意配置开始恢复正确的行为。特别是,当处理器通过消息传递进行通信且通信链路不受限制时,对手可能会在通信链路中放置假消息。当此类虚假信息的数量未知时,自稳定可能需要大量资源:-通用解决方案(又称数据链路协议)需要无限制的资源,这使得部署它们并不现实;-特定的解决方案(如普查或树构建)需要 O、具体来说,我们提出了异步消息传递模型下任何 n 节点图中 (Δ+1)- 着色和最大独立集构造的自稳定协议。(Δ+1)-coloring 和最大独立集构造问题被广泛视为评估局部算法的基准问题。我们的协议具有许多理想特性。它们是确定性的,在 O(kΔn2logn) 消息交换中收敛,其中 k 是通信链路中(可能损坏的)消息的(未知)初始数量。它们使用 O(loglogn+logΔ) 比特的信息,每个节点的内存为 O(ΔlogΔ+loglogn) 比特。因此,我们协议的资源消耗几乎与节点数量无关,从而实现了可扩展性。此外,我们协议的一个显著特点是,节点无需知道初始(可能已损坏)网络配置的每个通信链路中最初存在的消息数量或消息数量的任何约束。我们的着色和最大独立集方案的一个关键构件是获取图边非循环方向的算法,该算法具有独立的意义,可作为在这一具有挑战性的环境中解决其他任务的有用工具。
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Resource efficient stabilization for local tasks despite unknown capacity links

Self-stabilizing protocols enable distributed systems to recover correct behavior starting from any arbitrary configuration. In particular, when processors communicate by message passing and the communication links are unbounded, fake messages may be placed in communication links by an adversary. When the number of such fake messages is unknown, self-stabilization may require huge resources:

  • generic solutions (a.k.a. data link protocols) require unbounded resources, which makes them unrealistic to deploy,

  • specific solutions (e.g., census or tree construction) require O(nlogn) or O(Δlogn) bits of memory per node, where n denotes the network size and Δ its maximum degree, which may prevent scalability.

We investigate the possibility of resource-efficient self-stabilizing protocols in this context.

Specifically, we present self-stabilizing protocols for (Δ+1)-coloring and maximal independent set construction in any n-node graph, under the asynchronous message-passing model. The problems of (Δ+1)-coloring and maximal independent set construction are widely regarded as benchmark problems for evaluating local algorithms. Our protocols offer many desirable features. They are deterministic, converge in O(kΔn2logn) message exchanges, where k is the (unknown) initial number of (possibly corrupted) messages in a communication link. They use messages of O(loglogn+logΔ) bits with a memory of O(ΔlogΔ+loglogn) bits at each node. The resource consumption of our protocols is thus almost oblivious to the number of nodes, enabling scalability. Moreover, a striking property of our protocols is that the nodes do not need to know the number, or any bound on the number of messages initially present in each communication link of the initial (potentially corrupted) network configuration. This permits our protocols to handle any future network with unknown message capacity communication links.

A key building block of our coloring and maximal independent set schemes is an algorithm to obtain an acyclic orientation of graph edges, that is of independent interest, and can serve as a useful tool for solving other tasks in this challenging setting.

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来源期刊
Theoretical Computer Science
Theoretical Computer Science 工程技术-计算机:理论方法
CiteScore
2.60
自引率
18.20%
发文量
471
审稿时长
12.6 months
期刊介绍: Theoretical Computer Science is mathematical and abstract in spirit, but it derives its motivation from practical and everyday computation. Its aim is to understand the nature of computation and, as a consequence of this understanding, provide more efficient methodologies. All papers introducing or studying mathematical, logic and formal concepts and methods are welcome, provided that their motivation is clearly drawn from the field of computing.
期刊最新文献
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