International Journal of Control, Automation, and Systems 2024; 22(9): 2673-2685
https://doi.org/10.1007/s12555-023-0323-9
© The International Journal of Control, Automation, and Systems
While the Lyapunov exponents used in previous studies require embedded dimensions and/or multiple initial conditions, our previously proposed instantaneous Lyapunov exponent (ILE) and Malthusian parameter estimator (MPE) directly estimate the rate of increase or decrease by time series data in real-time. The MPE uses adaptive control algorithms to estimate the rate of increase or decrease of the system. Our previously proposed MPE tends to have larger errors for fast-varying parameters and requires a PE condition, but the MPE in the case of a stable system does not satisfy the persistency of excitation (PE) condition. In this paper, we apply recently proposed parameter estimation algorithms effective for time-varying parameters to MPE. Moreover, the other MPE using the generalized parameter estimation-based observer (GPEBO) and the energy pumping-and-damping injection construction is proposed, that does not require the PE condition. The proposed methods allow us to monitor the transient stability in real-time. We compare the estimation performance of ILE and four MPE’s by using two power system examples.
Keywords Instantaneous Lyapunov exponent, Malthusian parameter, phasor measurement unit, rotor angle dynamics, transient stability.
International Journal of Control, Automation, and Systems 2024; 22(9): 2673-2685
Published online September 1, 2024 https://doi.org/10.1007/s12555-023-0323-9
Copyright © The International Journal of Control, Automation, and Systems.
Antamil Said and Takami Matsuo*
Nippon Bunri University
While the Lyapunov exponents used in previous studies require embedded dimensions and/or multiple initial conditions, our previously proposed instantaneous Lyapunov exponent (ILE) and Malthusian parameter estimator (MPE) directly estimate the rate of increase or decrease by time series data in real-time. The MPE uses adaptive control algorithms to estimate the rate of increase or decrease of the system. Our previously proposed MPE tends to have larger errors for fast-varying parameters and requires a PE condition, but the MPE in the case of a stable system does not satisfy the persistency of excitation (PE) condition. In this paper, we apply recently proposed parameter estimation algorithms effective for time-varying parameters to MPE. Moreover, the other MPE using the generalized parameter estimation-based observer (GPEBO) and the energy pumping-and-damping injection construction is proposed, that does not require the PE condition. The proposed methods allow us to monitor the transient stability in real-time. We compare the estimation performance of ILE and four MPE’s by using two power system examples.
Keywords: Instantaneous Lyapunov exponent, Malthusian parameter, phasor measurement unit, rotor angle dynamics, transient stability.
Vol. 22, No. 9, pp. 2673~2953
Hun-Chul Seo and Chul-Hwan Kim
International Journal of Control, Automation and Systems 2008; 6(5): 651-659