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

被引:5
|
作者
Ahmed, Bestoun S. [1 ,2 ]
Sahib, Mouayad A. [2 ]
Gambardella, Luca M. [1 ]
Afzal, Wasif [3 ]
Zamli, Kamal Z. [4 ]
机构
[1] Ist Dalle Molle Studi SullIntelligenza Artificial, CH-6928 Manno Lugano, Switzerland
[2] Salahaddin Univ, Engn Coll, Software & Informat Engn Dept, Erbil, Kurdistan Regio, Iraq
[3] Malardalen Univ, Sch Innovat Design & Engn, Vasteras, Sweden
[4] Univ Malaysia Pahang Lebuhraya Tun Rezak, Fac Comp Syst & Software Engn, IBM Ctr Excellence, Kuantan 26300, Pahang Darul Ma, Malaysia
来源
PLOS ONE | 2016年 / 11卷 / 11期
关键词
PARTICLE SWARM OPTIMIZATION; PID CONTROLLER; PERFORMANCE ANALYSIS; COVERING ARRAYS; ALGORITHM; GENERATION; STRATEGY;
D O I
10.1371/journal.pone.0166150
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
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 areas successfully. 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 optimum and effective test set. Our findings indicate that combinatorial test design can find the combinations that lead to optimum design. Besides this, we also found that by increasing the strength of combination, we can approach to the optimum design in a way that with only 4-way combinatorial set, we can get the effectiveness of an exhaustive test set. This significantly reduced the number of tests needed and thus leads to an approach that optimizes design of parameters quickly.
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页数:20
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