Algebraic and SAT models for SCA generation

IF 0.6 4区 工程技术 Q4 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS
Marlene Koelbing, Bernhard Garn, Enrico Iurlano, Ilias S. Kotsireas, Dimitris E. Simos
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Abstract

In this paper, we compute sequence covering arrays (SCAs), which are arrays, consisting of sequences, such that all subsequences with pairwise different entries of some length are covered, via a novel approach based on commutative algebra and symbolic computation. Hereby, we provide various algebraic models being capable to characterize possibly small sets of permutations collectively containing particular shorter subsequences. These models take the form of multivariate polynomial systems of equations and are then processed via supercomputing by a Gröbner Basis solver in order to compute solutions from them. If the variety is not empty, i.e. the Gröbner basis is non-trivial, then each point in the computed variety can be transformed to a SCA. In our experiments, we observed varying computational performance depending on the chosen model, while all of them exhibited scalability issues. Additionally and for comparison, we give new SAT descriptions modelling SCAs. By employing a SAT solver on our provided SAT models, we are able to provide upper bounds, one of which is best among literature results. Lastly, we adapt our SAT approach to answer a question posed by Yuster (Des Codes Cryptogr 88(3):585–593, 2020). As a result, we find a characterization of the dimensions of all perfect SCAs with coverage multiplicity two of strength three.

Abstract Image

SCA生成的代数和SAT模型
本文通过一种基于交换代数和符号计算的新方法,计算序列覆盖数组(SCAs),它是由序列组成的数组,使得所有具有一定长度的成对不同条目的子序列都被覆盖。因此,我们提供了各种代数模型,能够表征可能小的排列集合,这些排列集合包含特定的短子序列。这些模型采用多元多项式方程组的形式,然后通过Gröbner Basis求解器的超级计算进行处理,以便从中计算出解决方案。如果变量不为空,即Gröbner基是非平凡的,则计算的变量中的每个点都可以转换为SCA。在我们的实验中,我们观察到不同的计算性能取决于所选择的模型,而它们都表现出可伸缩性问题。此外,为了进行比较,我们给出了新的模拟sca的SAT描述。通过在我们提供的SAT模型上使用SAT求解器,我们能够提供上界,其中一个是文献结果中最好的。最后,我们调整了我们的SAT方法来回答Yuster提出的问题(Des Codes Cryptogr 88(3):585 - 593,2020)。因此,我们发现了覆盖多重度为2、强度为3的所有完美sca的维度特征。
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来源期刊
Applicable Algebra in Engineering Communication and Computing
Applicable Algebra in Engineering Communication and Computing 工程技术-计算机:跨学科应用
CiteScore
2.90
自引率
14.30%
发文量
48
审稿时长
>12 weeks
期刊介绍: Algebra is a common language for many scientific domains. In developing this language mathematicians prove theorems and design methods which demonstrate the applicability of algebra. Using this language scientists in many fields find algebra indispensable to create methods, techniques and tools to solve their specific problems. Applicable Algebra in Engineering, Communication and Computing will publish mathematically rigorous, original research papers reporting on algebraic methods and techniques relevant to all domains concerned with computers, intelligent systems and communications. Its scope includes, but is not limited to, vision, robotics, system design, fault tolerance and dependability of systems, VLSI technology, signal processing, signal theory, coding, error control techniques, cryptography, protocol specification, networks, software engineering, arithmetics, algorithms, complexity, computer algebra, programming languages, logic and functional programming, algebraic specification, term rewriting systems, theorem proving, graphics, modeling, knowledge engineering, expert systems, and artificial intelligence methodology. Purely theoretical papers will not primarily be sought, but papers dealing with problems in such domains as commutative or non-commutative algebra, group theory, field theory, or real algebraic geometry, which are of interest for applications in the above mentioned fields are relevant for this journal. On the practical side, technology and know-how transfer papers from engineering which either stimulate or illustrate research in applicable algebra are within the scope of the journal.
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