Adaptive Test Suits Generation for Self-Adaptive Systems Using SPEA2 Algorithm

Self-adaptive systems are capable of reconfiguring themselves while in use to reduce the risks forced by environments for which they may not have been specifically designed. Runtime validation techniques are required because complex self-adaptive systems must consistently offer acceptable behavior f...

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Veröffentlicht in:Applied sciences 2023-10, Vol.13 (20), p.11324
Hauptverfasser: Jamil, Muhammad Abid, Nour, Mohamed K., Alotaibi, Saud S., Hussain, Mohammad Jabed, Hussaini, Syed Mutiullah, Naseer, Atif
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Sprache:eng
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Zusammenfassung:Self-adaptive systems are capable of reconfiguring themselves while in use to reduce the risks forced by environments for which they may not have been specifically designed. Runtime validation techniques are required because complex self-adaptive systems must consistently offer acceptable behavior for important services. The runtime testing can offer further confidence that a self-adaptive system will continue to act as intended even when operating in unknowable circumstances. This article introduces an evolutionary framework that supports adaptive testing for self-adaptive systems. The objective is to ensure that the adaptive systems continue to operate following its requirements and that both test plans and test cases continuously stay relevant to shifting operational conditions. The proposed approach using the Strength Pareto Evolutionary Algorithm 2 (SPEA2) algorithm facilitates both the execution and adaptation of runtime testing operations.
ISSN:2076-3417
2076-3417
DOI:10.3390/app132011324