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Hybrid flower pollination algorithm strategies for t-way test suite generation

机译:T道测试套件生成的混合花授粉算法策略

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摘要

The application of meta-heuristic algorithms for t-way testing has recently become prevalent. Consequently, many useful meta-heuristic algorithms have been developed on the basis of the implementation of t-way strategies (where t indicates the interaction strength). Mixed results have been reported in the literature to highlight the fact that no single strategy appears to be superior compared with other configurations. The hybridization of two or more algorithms can enhance the overall search capabilities, that is, by compensating the limitation of one algorithm with the strength of others. Thus, hybrid variants of the flower pollination algorithm (FPA) are proposed in the current work. Four hybrid variants of FPA are considered by combining FPA with other algorithmic components. The experimental results demonstrate that FPA hybrids overcome the problems of slow convergence in the original FPA and offers statistically superior performance compared with existing t-way strategies in terms of test suite size.
机译:近来,将元启发式算法用于t-way测试的应用变得越来越普遍。因此,在实施t-way策略的基础上开发了许多有用的元启发式算法(其中t表示交互强度)。在文献中已经报道了混合的结果,以强调以下事实:没有任何一种策略比其他配置更好。两种或多种算法的混合可以增强整体搜索功能,即通过用一种算法的强度补偿另一种算法的局限性。因此,在当前工作中提出了花授粉算法(FPA)的混合变体。通过将FPA与其他算法组件组合,可以考虑FPA的四个混合变体。实验结果表明,FPA混合动力系统克服了原始FPA收敛速度慢的问题,并且在测试套件大小方面,与现有的t-way策略相比,具有统计学上的优越性能。

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