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Covariance matrix adaptation evolution strategyfor robust load frequency control of hydro power systems |
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รหัสดีโอไอ | |
Creator | 1. Nitish Katal 2. Sanjay Kumar Singh 3. Sanjay Kumar |
Title | Covariance matrix adaptation evolution strategyfor robust load frequency control of hydro power systems |
Publisher | Research and Development Office, Prince of Songkla University |
Publication Year | 2565 |
Journal Title | Songklanakarin Journal of Science an Technology (SJST) |
Journal Vol. | 44 |
Journal No. | 1 |
Page no. | 176-183 |
Keyword | load frequency control, robust control, evolutionary algorithms, covariance matrix adaptation evolution strategy |
URL Website | https://rdo.psu.ac.th/sjst/index.php |
ISSN | 0125-3395 |
Abstract | Modern power systems are very complex and critical to electrical engineering services. The interconnections betweenvarious areas, nonlinear dynamics, and huge inertia of the components, make the problem very complex. Any load deviation inone area will affect the others, too. So, in this paper, a robust control strategy is utilized to offer minimal and non-oscillatoryfrequency swings in response to load deviation. The paper also explores and compares the use of covariance matrix adaptationevolution strategy (CMA-ES) based algorithm for the design of optimal robust controller. The controller has been expressed asthe aggregate function of a multi-objective optimization problem. The results obtained show that the robust controller designedusing CMA-ES offers a satisfactory response when compared to classical and other controllers obtained using time-basedperformance indices. |