Research Article

A novel modified arithmetic optimization algorithm for power system stabilizer design

Volume: 40 Number: 3 October 9, 2022
EN

A novel modified arithmetic optimization algorithm for power system stabilizer design

Abstract

The development of a novel hybrid algorithm by modifying the arithmetic optimization algorithm (AOA) with the aid of simulated annealing technique is discussed in this paper. The novel algorithm, named modified arithmetic optimization algorithm (mAOA), is proposed as an effective tool for optimizing power system stabilizer (PSS) adopted in a single-machine infinite-bus power system. To perform the assessments, MATLAB/Simulink software was used. The evaluations on the proposed algorithm are initially performed using several benchmark functions that have unimodal and multimodal natures. The results are then compared with five of the other competitive approaches (arithmetic optimization algorithm, simulated annealing algorithm, genetic algorithm, particle swarm optimization and gravitational search algorithm). The comparisons with respect to those algorithms demonstrate the great promise of the constructed hybrid mAOA algorithm. This shows the greater balance between global and local search stages achieved by the mAOA algorithm. The performance of the developed mAOA algorithm is also assessed through designing an optimally performing PSS for further evaluation which allows the observation of its capability for complex real-world engineering problems. To do so, PSS damping controller is formulated as an optimization problem and the constructed mAOA algorithm is used to search for optimal controller parameters to demonstrate the applicability and the greater performance of the proposed hybrid algorithm for such a complex real-world engineering problem. The obtained results for the latter case are compared with the sine-cosine and symbiotic organisms search algorithms as they are the best performing reported algorithms. The comparisons have demonstrated the superiority of the mAOA algorithm over reported best performing algorithms in terms of PSS design, as well.

Keywords

References

  1. The article references can be accessed from the .pdf file.

Details

Primary Language

English

Subjects

Engineering

Journal Section

Research Article

Publication Date

October 9, 2022

Submission Date

January 14, 2021

Acceptance Date

June 7, 2021

Published in Issue

Year 2022 Volume: 40 Number: 3

APA
Izcı, D. (2022). A novel modified arithmetic optimization algorithm for power system stabilizer design. Sigma Journal of Engineering and Natural Sciences, 40(3), 529-541. https://izlik.org/JA47DT28BH
AMA
1.Izcı D. A novel modified arithmetic optimization algorithm for power system stabilizer design. SIGMA. 2022;40(3):529-541. https://izlik.org/JA47DT28BH
Chicago
Izcı, Davut. 2022. “A Novel Modified Arithmetic Optimization Algorithm for Power System Stabilizer Design”. Sigma Journal of Engineering and Natural Sciences 40 (3): 529-41. https://izlik.org/JA47DT28BH.
EndNote
Izcı D (October 1, 2022) A novel modified arithmetic optimization algorithm for power system stabilizer design. Sigma Journal of Engineering and Natural Sciences 40 3 529–541.
IEEE
[1]D. Izcı, “A novel modified arithmetic optimization algorithm for power system stabilizer design”, SIGMA, vol. 40, no. 3, pp. 529–541, Oct. 2022, [Online]. Available: https://izlik.org/JA47DT28BH
ISNAD
Izcı, Davut. “A Novel Modified Arithmetic Optimization Algorithm for Power System Stabilizer Design”. Sigma Journal of Engineering and Natural Sciences 40/3 (October 1, 2022): 529-541. https://izlik.org/JA47DT28BH.
JAMA
1.Izcı D. A novel modified arithmetic optimization algorithm for power system stabilizer design. SIGMA. 2022;40:529–541.
MLA
Izcı, Davut. “A Novel Modified Arithmetic Optimization Algorithm for Power System Stabilizer Design”. Sigma Journal of Engineering and Natural Sciences, vol. 40, no. 3, Oct. 2022, pp. 529-41, https://izlik.org/JA47DT28BH.
Vancouver
1.Davut Izcı. A novel modified arithmetic optimization algorithm for power system stabilizer design. SIGMA [Internet]. 2022 Oct. 1;40(3):529-41. Available from: https://izlik.org/JA47DT28BH

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