Rotor angle stability enhancement using DDPG reinforcement agent with Gorilla troops optimized input scaling factors

Rotor angle stability enhancement using DDPG reinforcement agent with Gorilla troops optimized input scaling factors

Abstract This paper introduces a Reinforcement Learning (RL)-based Power System Stabilizer (PSS) with a Deep Deterministic Policy Gradient (DDPG) algorithm for rotor angle stability. The proposed stabilizer uses scaled values of the generator’s accelerating power, a derivative of accelerating power,...

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Bibliographic Details
Main Authors: Ahmed H. Yakout, Ahmed E. B. Abu-Elanien, Hany M. Hasanien
Format: Article
Language:English
Published: Nature Portfolio 2025-03-01
Series:Scientific Reports
Subjects:
Interarea oscillations
Local rotor angle oscillations
PSS
Rotor angle stability
Reinforcement learning
Online Access:https://doi.org/10.1038/s41598-025-91699-1
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https://doi.org/10.1038/s41598-025-91699-1

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