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Published on: November 24, 2021
Optimum Design of PIλDμ Controller for an Automatic Voltage Regulator System Using Combinatorial Test Design.
Bestoun S Ahmed1,2, Mouayad A Sahib2, Luca M Gambardella1
1Istituto Dalle Molle di Studi sull'Intelligenza Artificiale (IDSIA),CH-6928 Manno-Lugano, Switzerland.
Combinatorial test design effectively optimizes automatic voltage regulator (AVR) system parameters. This method significantly reduces testing by achieving exhaustive test set effectiveness with a 4-way combinatorial set.
Area of Science:
- Control Engineering
- Systems Engineering
- Computational Engineering
Background:
- Combinatorial test design systematically reduces test cases by selecting subsets based on input variable combinations.
- This technique, successful in software testing (t-way testing), offers potential for diverse research areas.
- Fractional Order (FO) controllers, like PID, are crucial for system stability and performance.
Purpose of the Study:
- To explore the applicability of combinatorial test design for Fractional Order PID (FOPID) controller parameter design.
- To theoretically and practically validate this novel application in an automatic voltage regulator (AVR) system.
- To investigate the effectiveness of combinatorial test design in optimizing FOPID controller parameters.
Main Methods:
- Applied combinatorial test design principles to FOPID controller parameter selection for an AVR system.
- Developed algorithms and adapted strategies to create an optimum and effective test set covering all relevant combinations.
- Conducted simulations and experiments to evaluate the performance and efficiency of the designed FOPID controller.
Main Results:
- Combinatorial test design successfully identified parameter combinations leading to optimal FOPID controller design for the AVR system.
- Increasing the combination strength (e.g., 4-way) achieved effectiveness comparable to exhaustive testing.
- A significant reduction in the number of required tests was demonstrated, leading to faster parameter optimization.
Conclusions:
- Combinatorial test design is a viable and effective technique for optimizing FOPID controller parameters in AVR systems.
- This approach offers substantial efficiency gains by minimizing test cases while maintaining design quality.
- The findings suggest broader applicability of combinatorial test design in advanced control system parameter tuning.
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