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Industrial robotic systems (IRS) are increasingly deployed in diverse environments, where failures can result in severe accidents and costly downtime. Ensuring the reliability of the software controlling these systems is therefore critical.…

机器人学 · 计算机科学 2025-11-19 Marcela Gonçalves dos Santos , Sylvain Hallé , Fábio Petrillo

Mutation is one of the most important stages of the genetic algorithm because of its impact on the exploration of global optima, and to overcome premature convergence. There are many types of mutation, and the problem lies in selection of…

Context: Performance regressions negatively impact execution time and memory usage of software systems. Nevertheless, there is a lack of systematic methods to evaluate the effectiveness of performance test suites. Performance mutation…

Mutation analysis measures test suite adequacy, the degree to which a test suite detects seeded faults: one test suite is better than another if it detects more mutants. Mutation analysis effectiveness rests on the assumption that mutants…

软件工程 · 计算机科学 2016-11-09 Miltiadis Allamanis , Earl T. Barr , René Just , Charles Sutton

Mutation testing is an approach to check the robustness of test suites. The program code is slightly changed by mutations to inject errors. A test suite is robust enough if it finds such errors. Tools for mutation testing usually integrate…

软件工程 · 计算机科学 2024-04-23 Christoph Bockisch , Gabriele Taentzer , Daniel Neufeld

Software testing is the important phase of software development process. But, this phase can be easily missed by software developers because of their limited time to complete the project. Since, software developers finish their software…

软件工程 · 计算机科学 2010-02-11 Mrs. R. Jeevarathinam , Dr. Antony Selvadoss Thanamani

Model-based mutation analysis is a recent research area, and real-time system testing can benefit from using model mutants. Model-based mutation testing (MBMT) is a particular branch of model-based testing. It generates faulty versions of a…

软件工程 · 计算机科学 2023-01-04 Jian Chen , Manar H. Alalfi , Thomas R. Dean

Mutation testing is a well-established technique for assessing a test suite's quality by injecting artificial faults into production code. In recent years, mutation testing has been extended to machine learning (ML) systems, and deep…

软件工程 · 计算机科学 2021-03-03 Annibale Panichella , Cynthia C. S. Liem

Security has become, nowadays, a major concern for the organizations as the majority of its applications are exposed to Internet, which increases the threats of security considerably. Thus, the solution is to improve tools and mechanisms to…

密码学与安全 · 计算机科学 2013-09-25 Mohammed Ennahbaoui , Said Elhajji

Multidimensional genetic programming represents candidate solutions as sets of programs, and thereby provides an interesting framework for exploiting building block identification. Towards this goal, we investigate the use of machine…

神经与进化计算 · 计算机科学 2019-04-19 William La Cava , Jason H. Moore

Our goal is to produce validation data that can be used as an efficient (pre) test set for structural stuck-at faults. In this paper, we detail an original test-oriented mutation sampling technique used for generating such data and we…

其他计算机科学 · 计算机科学 2011-11-09 M. Scholive , V. Beroulle , C. Robach , M. L. Flottes , B. Rouzeyre

The genetic algorithm includes some parameters that should be adjusted, so as to get reliable results. Choosing a representation of the problem addressed, an initial population, a method of selection, a crossover operator, mutation…

神经与进化计算 · 计算机科学 2012-03-15 Otman Abdoun , Jaafar Abouchabaka , Chakir Tajani

In the field of mutation analysis, mutation is the systematic generation of mutated programs (i.e., mutants) from an original program. The concept of mutation has been widely applied to various testing problems, including test set…

软件工程 · 计算机科学 2016-01-26 Donghwan Shin , Doo-Hwan Bae

Dynamically Adaptive Systems modify their behav- ior and structure in response to changes in their surrounding environment and according to an adaptation logic. Critical sys- tems increasingly incorporate dynamic adaptation capabilities;…

软件工程 · 计算机科学 2012-05-28 Alexandre Bartel , Benoit Baudry , Freddy Munoz , Jacques Klein , Tejeddine Mouelhi , Yves Le Traon

There are many combinatorial optimization problems whose solutions are best represented by permutations. The classic traveling salesperson seeks an optimal ordering over a set of cities. Scheduling problems often seek optimal orderings of…

神经与进化计算 · 计算机科学 2023-11-27 Vincent A. Cicirello

Mutation analysis assesses a test suite's adequacy by measuring its ability to detect small artificial faults, systematically seeded into the tested program. Mutation analysis is considered one of the strongest test-adequacy criteria.…

软件工程 · 计算机科学 2021-03-01 Goran Petrović , Marko Ivanković , Gordon Fraser , René Just

Mutation testing is an effective technique for assessing the effectiveness of test suites by systematically injecting artificial faults into programs. However, existing mutation testing techniques fall short in capturing many types of…

软件工程 · 计算机科学 2026-01-28 Saba Alimadadi , Golnaz Gharachorlu

We describe some configurations of conjugate permutations which may be used as a mathematical model of some genetical processes and crystal growth.

组合数学 · 数学 2016-03-18 Ivan I. Deriyenko

Higher-order mutation has the potential for improving major drawbacks of traditional first-order mutation, such as by simulating more realistic faults or improving test optimization techniques. Despite interest in studying promising…

软件工程 · 计算机科学 2020-04-07 Chu-Pan Wong , Jens Meinicke , Leo Chen , João P. Diniz , Christian Kästner , Eduardo Figueiredo

In the paper, an evolutionary approach to test generation for functional BIST is considered. The aim of the proposed scheme is to minimize the test data volume by allowing the device's microprogram to test its logic, providing an…

神经与进化计算 · 计算机科学 2010-08-03 Y. A. Skobtsov , D. E. Ivanov , V. Y. Skobtsov , R. Ubar , J. Raik
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