Detecting arrays for effects of multiple interacting factors

IF 0.8 4区 计算机科学 Q3 COMPUTER SCIENCE, THEORY & METHODS Information and Computation Pub Date : 2024-07-31 DOI:10.1016/j.ic.2024.105202
Charles J. Colbourn, Violet R. Syrotiuk
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引用次数: 0

Abstract

Detecting arrays provide test suites for complex engineered systems in which many factors interact. The determination of which interactions have a significant impact on system behaviour requires not only that each interaction appear in a test, but also that its effect can be distinguished from those of other significant interactions. In this paper, compact representations of detecting arrays using vectors over the finite field are developed. Covering strong separating hash families exploit linear independence over the field, while the weaker elongated covering perfect hash families permit some linear dependence. For both, probabilistic analyses are employed to establish effective upper bounds on the number of tests needed in a detecting array for a wide variety of parameters. The analyses underlie efficient algorithms for the explicit construction of detecting arrays.

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检测多个相互作用因素影响的阵列
检测阵列为复杂的工程系统提供了测试套件,在这些系统中,许多因素相互作用。要确定哪些相互作用会对系统行为产生重大影响,不仅需要在测试中出现每种相互作用,还需要将其影响与其他重要相互作用的影响区分开来。本文开发了使用有限域向量检测数组的紧凑表示法。覆盖强分离哈希族利用了字段上的线性独立性,而较弱的细长覆盖完美哈希族则允许一定的线性依赖性。对于这两种方法,都采用了概率分析,以确定检测阵列在各种参数下所需检测次数的有效上限。这些分析是明确构建检测阵列的高效算法的基础。
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来源期刊
Information and Computation
Information and Computation 工程技术-计算机:理论方法
CiteScore
2.30
自引率
0.00%
发文量
119
审稿时长
140 days
期刊介绍: Information and Computation welcomes original papers in all areas of theoretical computer science and computational applications of information theory. Survey articles of exceptional quality will also be considered. Particularly welcome are papers contributing new results in active theoretical areas such as -Biological computation and computational biology- Computational complexity- Computer theorem-proving- Concurrency and distributed process theory- Cryptographic theory- Data base theory- Decision problems in logic- Design and analysis of algorithms- Discrete optimization and mathematical programming- Inductive inference and learning theory- Logic & constraint programming- Program verification & model checking- Probabilistic & Quantum computation- Semantics of programming languages- Symbolic computation, lambda calculus, and rewriting systems- Types and typechecking
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