Title :
An efficient on-line load-modeling algorithm for short-term forecasting of interconnected power systems
Author :
El-Sherief, H. ; Abdel-Magid, Y.L.
Author_Institution :
Exxon Production Research Company, Houston, TX, USA
fDate :
2/1/1984 12:00:00 AM
Abstract :
This note addresses itself to the problem of one-step-ahead forecasting of the load demand at all the loading nodes of an interconnected power system. A multivariable state-space combined parameter and state estimation technique is proposed. A normalized stochastic approximation method-which is computationally simple and exhibits good initial convergence-is used to generate estimates of the model parameters and the optimum filter gain matrix. The estimated parameters are then utilized to obtain a one-step-ahead forecast of the load demand. Some results of application of the proposed algorithm to real load pertaining to the Eastern Saudi Arabian power grids are presented.
Keywords :
Interconnected power systems; Load forecasting; Parameter estimation, linear systems; State estimation, linear systems; Demand forecasting; Filters; Load forecasting; Load modeling; Parameter estimation; Power system interconnection; Power system modeling; State estimation; Stochastic systems; Technological innovation;
Journal_Title :
Automatic Control, IEEE Transactions on
DOI :
10.1109/TAC.1984.1103475