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Optimum Design of PIλDμ Controller for an Automatic Voltage Regulator System Using Combinatorial Test Design

机译:基于组合测试设计的自动调压系统PIλDμ控制器的优化设计

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摘要

Combinatorial test design is a plan of test that aims to reduce the amount of test cases systematically by choosing a subset of the test cases based on the combination of input variables. The subset covers all possible combinations of a given strength and hence tries to match the effectiveness of the exhaustive set. This mechanism of reduction has been used successfully in software testing research with t-way testing (where t indicates the interaction strength of combinations). Potentially, other systems may exhibit many similarities with this approach. Hence, it could form an emerging application in different areas of research due to its usefulness. To this end, more recently it has been applied in a few research areasudsuccessfully. In this paper, we explore the applicability of combinatorial test design technique for Fractional Order (FO), Proportional-Integral-Derivative (PID) parameter design controller, named as FOPID, for an automatic voltage regulator (AVR) system. Throughout the paper, we justify this new application theoretically and practically through simulations. In addition, we report on first experiments indicating its practical use in this field. We design different algorithms and adapted other strategies to cover all the combinations with an optimumudand effective test set. Our findings indicate that combinatorial test design can find theudcombinations that lead to optimum design. Besides this, we also found that by increasingudthe strength of combination, we can approach to the optimum design in a way that with onlyud4-way combinatorial set, we can get the effectiveness of an exhaustive test set. This significantlyudreduced the number of tests needed and thus leads to an approach that optimizesuddesign of parameters quickly.
机译:组合测试设计是一种测试计划,旨在通过基于输入变量的组合选择测试用例的子集来系统地减少测试用例的数量。该子集涵盖给定强度的所有可能组合,因此尝试匹配穷举集合的有效性。这种减少的机制已经成功地用于t道测试的软件测试研究中(其中t表示组合的交互强度)。潜在地,其他系统可能与此方法表现出许多相似之处。因此,由于其有用性,它可以在不同的研究领域中形成新兴应用。为此,近来它已成功地应用于一些研究领域。在本文中,我们探讨了组合测试设计技术对分数阶(FO),比例-积分-微分(PID)参数设计控制器(称为FOPID)在自动电压调节器(AVR)系统中的适用性。在整个论文中,我们通过仿真从理论上和实践上证明了这一新应用的合理性。此外,我们在第一批实验中进行了报道,表明其在该领域的实际应用。我们设计了不同的算法,并采用了其他策略,以最佳有效的测试集覆盖所有组合。我们的发现表明组合测试设计可以找到导致最佳设计的组合。除此之外,我们还发现,通过增加组合的强度,我们可以以仅采用ud4方式组合集的方式来达到最佳设计,从而获得详尽的测试集的有效性。这显着减少了所需测试的数量,因此导致了一种可以快速优化参数设计的方法。

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