Application of ANN Technique for Interconnected Power System Load Frequency Control (RESEARCH NOTE)
Authors
Abstract:
This paper describes an application of Artificial Neural Networks (ANN) to Load Frequency Control (LFC) of nonlinear power systems. Power systems, such as other industrial processes, have parametric uncertainties that for controller design had to take the uncertainties in to account. For this reason, in the design of LFC controller the idea of robust control theories are being used. To improve the stability of nonlinear power system, in the various operating point and under different disturbances this controller has been reconstructed with the use of neural network capability based on Radial Basis Function (RBF). The motivation of using the robust control for training of the RBF neural networks controller is taking the large parametric uncertainties into account in such away that both stability of the overall system and good performance have been achieved for all admissibleuncertainties. The simulation results on interconnected power system show that the proposed Nonlinear Neural Controller (NNC) not only is robust to increasing of load perturbations and operating point variations, but also the NNC gives good dynamic response compared with conventional PI and robust controllers. It guarantees the stability of the overall system even in the presence of generation rate constraint (GRC).
similar resources
Application of Ann Technique for Interconnected Power System Load Frequency Control
This paper describes an application of Artificial Neural Networks (ANN) to Load Frequency Control (LFC) of nonlinear power systems. Power systems, such as other industrial processes, have parametric uncertainties that for controller design had to take the uncertainties into account. For this reason, in the design of LFC controller the idea of robust control theories are being used. To improve t...
full textLoad frequency control of two-area interconnected power system using fuzzy logic control approach
Power systems are composed of power units that are constantly connected to each other and the electric power flux is constantly moving between them. All systems must be implemented in such a way that not only under normal conditions but also unwanted inputs or disturbances, are applied. It also remains stable or returns to a stable name at the earliest possible time. The fundamental factors...
full textApplication of artificial intelligence in load frequency control of interconnected power system
This paper presents the use of artificial intelligence to study the load frequency control of interconnected power system. In the proposed scheme, a control methodology is developed using Artificial Neural Network (ANN) and Fuzzy Logic controller (FLC) for interconnected hydro-thermal power system. The control strategies guarantees that the steady state error of frequencies and inadvertent inte...
full textLoad Frequency Control for Two Area Deregulated Power System Using ANN Control
1 Student, Electrical & Electronics engineering, Siddhartha Institute of Engineering Technology, Telangana, India 2Associate Professor, Electrical & Electronics engineering, Siddhartha Institute of Engineering Technology, Telangana, India ---------------------------------------------------------------------***--------------------------------------------------------------------Abstract In this p...
full textAutomatic Generation Control of Interconnected Power System Using Ann Technique Based on Μ–synthesis
This paper presents a nonlinear Artificial Neural Networks (ANN) controller based on μ–synthesis for Automatic Generation Control (AGC) of power systems. Power systems such as other industrial plants have some uncertainties and deviations due to multivariable operating conditions and load changes. For this reason, in the design of ANN controller the idea of μ synthesis theory is used. The motiv...
full textAnalysis of Load Frequency Control Problem for Interconnected Power System Using PID Controller
This paper present the analysis of load frequency control problem for interconnected power system using the PID controller. Any small sudden load change in any of the areas causes the fluctuation of the frequencies of each and every area and also there is fluctuation of power in tie line of interconnected power system. Frequency should remain nearly constant for satisfactory operation of a powe...
full textMy Resources
Journal title
volume 16 issue 3
pages 247- 254
publication date 2003-10-01
By following a journal you will be notified via email when a new issue of this journal is published.
Hosted on Doprax cloud platform doprax.com
copyright © 2015-2023