在相互依赖的系统中寻找最关键实体的两阶段方法

IF 0.4 4区 计算机科学 Q4 COMPUTER SCIENCE, HARDWARE & ARCHITECTURE Ieice Transactions on Fundamentals of Electronics Communications and Computer Sciences Pub Date : 2023-01-01 DOI:10.1587/transfun.2023map0003
Daichi MINAMIDE, Tatsuhiro TSUCHIYA
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引用次数: 0

摘要

在相互依赖的系统中,如电力系统,实体或组件相互依赖。由于这些相互依赖关系,少量的初始故障可以在整个系统中传播,从而导致灾难性的系统故障。本文解决的问题是找到一组实体,它们的失败将对系统产生最坏的影响。为此,提出了一种两阶段算法。在第一阶段,使用布尔可满足性(SAT)求解器计算故障传播步骤的紧界。在第二阶段,利用得到的阶跃界将问题表述为整数线性规划(ILP)问题,并用ILP求解器求解。实验结果表明,该算法适用于大型问题实例,优于使用松散步限的单相算法。
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Two-Phase Approach to Finding the Most Critical Entities in Interdependent Systems
In interdependent systems, such as electric power systems, entities or components mutually depend on each other. Due to these interdependencies, a small number of initial failures can propagate throughout the system, resulting in catastrophic system failures. This paper addresses the problem of finding the set of entities whose failures will have the worst effects on the system. To this end, a two-phase algorithm is developed. In the first phase, the tight bound on failure propagation steps is computed using a Boolean Satisfiablility (SAT) solver. In the second phase, the problem is formulated as an Integer Linear Programming (ILP) problem using the obtained step bound and solved with an ILP solver. Experimental results show that the algorithm scales to large problem instances and outperforms a single-phase algorithm that uses a loose step bound.
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来源期刊
CiteScore
1.10
自引率
20.00%
发文量
137
审稿时长
3.9 months
期刊介绍: Includes reports on research, developments, and examinations performed by the Society''s members for the specific fields shown in the category list such as detailed below, the contents of which may advance the development of science and industry: (1) Reports on new theories, experiments with new contents, or extensions of and supplements to conventional theories and experiments. (2) Reports on development of measurement technology and various applied technologies. (3) Reports on the planning, design, manufacture, testing, or operation of facilities, machinery, parts, materials, etc. (4) Presentation of new methods, suggestion of new angles, ideas, systematization, software, or any new facts regarding the above.
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