An interval Type-2 fuzzy Fractional-Order PD-PI controller for frequency stabilization of islanded microgrids optimized with CO algorithm
•An IT2FFOPD-PI controller is used for frequency stabilization of an islanded MG.•The hybrid MG includes different DGs, i.e. RESs, EVs, ESSs, and a diesel generator.•Cheetah optimizer algorithm is used to determine the coefficients of the controller.•The proposed model is compared with other models...
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| Published in | International journal of electrical power & energy systems Vol. 164; p. 110422 |
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| Main Authors | , , |
| Format | Journal Article |
| Language | English |
| Published |
Elsevier Ltd
01.03.2025
Elsevier |
| Subjects | |
| Online Access | Get full text |
| ISSN | 0142-0615 1879-3517 |
| DOI | 10.1016/j.ijepes.2024.110422 |
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| Abstract | •An IT2FFOPD-PI controller is used for frequency stabilization of an islanded MG.•The hybrid MG includes different DGs, i.e. RESs, EVs, ESSs, and a diesel generator.•Cheetah optimizer algorithm is used to determine the coefficients of the controller.•The proposed model is compared with other models and optimization methods.
Frequency control in microgrids (MGs) during islanded operation faces significant challenges due to load fluctuations and the intermittent nature of renewable energy sources (RESs). To address this challenge, this study proposes an interval type-2 fuzzy fractional-order PD-PI (IT2FFOPD-PI) controller with the capability to reduce frequency deviations. Additionally, optimizing the controller parameters in dynamic systems is another critical issue, where traditional algorithms such as genetic algorithm (GA), particle swarm optimization (PSO), and sine cosine algorithm (SCA) often struggle with premature convergence and suboptimal solutions. To overcome these limitations, the cheetah optimizer (CO) is employed, for its superior global search capability, ability to avoid local optima, and simplicity, as it does not rely on complex mathematical formulations. Different scenarios are considered in which the effect of the proposed controller on network frequency changes has been compared with two other controllers, i.e., interval type-2 fuzzy fractional-order tilt integral derivative (IT2FFOTID) and interval type-2 fuzzy fractional-order proportional integral derivative (IT2FFOPID) using several optimization methods. Simulation results demonstrate approximately 58.6% and 54.3% improvement in integral time absolute error (ITAE) compared to other two controllers, respectively, in a combined scenario. The CO algorithm also achieves an optimal ITAE objective value of 0.0001092, outperforming other optimization techniques. |
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| AbstractList | •An IT2FFOPD-PI controller is used for frequency stabilization of an islanded MG.•The hybrid MG includes different DGs, i.e. RESs, EVs, ESSs, and a diesel generator.•Cheetah optimizer algorithm is used to determine the coefficients of the controller.•The proposed model is compared with other models and optimization methods.
Frequency control in microgrids (MGs) during islanded operation faces significant challenges due to load fluctuations and the intermittent nature of renewable energy sources (RESs). To address this challenge, this study proposes an interval type-2 fuzzy fractional-order PD-PI (IT2FFOPD-PI) controller with the capability to reduce frequency deviations. Additionally, optimizing the controller parameters in dynamic systems is another critical issue, where traditional algorithms such as genetic algorithm (GA), particle swarm optimization (PSO), and sine cosine algorithm (SCA) often struggle with premature convergence and suboptimal solutions. To overcome these limitations, the cheetah optimizer (CO) is employed, for its superior global search capability, ability to avoid local optima, and simplicity, as it does not rely on complex mathematical formulations. Different scenarios are considered in which the effect of the proposed controller on network frequency changes has been compared with two other controllers, i.e., interval type-2 fuzzy fractional-order tilt integral derivative (IT2FFOTID) and interval type-2 fuzzy fractional-order proportional integral derivative (IT2FFOPID) using several optimization methods. Simulation results demonstrate approximately 58.6% and 54.3% improvement in integral time absolute error (ITAE) compared to other two controllers, respectively, in a combined scenario. The CO algorithm also achieves an optimal ITAE objective value of 0.0001092, outperforming other optimization techniques. Frequency control in microgrids (MGs) during islanded operation faces significant challenges due to load fluctuations and the intermittent nature of renewable energy sources (RESs). To address this challenge, this study proposes an interval type-2 fuzzy fractional-order PD-PI (IT2FFOPD-PI) controller with the capability to reduce frequency deviations. Additionally, optimizing the controller parameters in dynamic systems is another critical issue, where traditional algorithms such as genetic algorithm (GA), particle swarm optimization (PSO), and sine cosine algorithm (SCA) often struggle with premature convergence and suboptimal solutions. To overcome these limitations, the cheetah optimizer (CO) is employed, for its superior global search capability, ability to avoid local optima, and simplicity, as it does not rely on complex mathematical formulations. Different scenarios are considered in which the effect of the proposed controller on network frequency changes has been compared with two other controllers, i.e., interval type-2 fuzzy fractional-order tilt integral derivative (IT2FFOTID) and interval type-2 fuzzy fractional-order proportional integral derivative (IT2FFOPID) using several optimization methods. Simulation results demonstrate approximately 58.6% and 54.3% improvement in integral time absolute error (ITAE) compared to other two controllers, respectively, in a combined scenario. The CO algorithm also achieves an optimal ITAE objective value of 0.0001092, outperforming other optimization techniques. |
| ArticleNumber | 110422 |
| Author | Shirali, Siavash Aliasghary, Mortaza Zolfaghari Moghaddam, Saeed |
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| Keywords | Interval type-2 fuzzy MG Fractional order CO algorithm Frequency control |
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| SubjectTerms | CO algorithm Fractional order Frequency control Interval type-2 fuzzy |
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| Title | An interval Type-2 fuzzy Fractional-Order PD-PI controller for frequency stabilization of islanded microgrids optimized with CO algorithm |
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