Title :
Application of Kalman filter based nonlinear MPC for flood gate control of hydropower plant
Author :
Wenjing Zhou ; Thoresen, H.M. ; Glemmstad, B.
Author_Institution :
Dept. of Electr. Eng., Inf. Technol. & Cybern., Telemark Univ. Coll., Porsgrunn, Norway
Abstract :
This paper addresses the issue of regulating the water level of a reservoir in a hydropower plant with nonlinear predictive control (NMPC). Besides, according to pre-specified water level variant limits, an error tolerance NMPC (ET-NMPC) was extended from a regular NMPC. A nonlinear mathematical model was developed for dynamics of water reservoir level. A theoretical hydrology model was included to calculate inflow of reservoir. Extended Kalman filter (EKF) was applied to estimate the inflow depends on various weather conditions and help to predict future water level. Closed loop simulations with ET-NMPC were demonstrated.
Keywords :
Kalman filters; hydroelectric power stations; nonlinear control systems; nonlinear filters; power filters; power generation control; predictive control; EKF; ET-NMPC; closed loop simulations; error tolerance NMPC; extended Kalman filter; flood gate control; hydropower plant; nonlinear MPC; nonlinear mathematical model; nonlinear predictive control; theoretical hydrology model; water level variant limits; water reservoir level; Floods; Kalman filters; Logic gates; Mathematical model; Meteorology; Reservoirs;
Conference_Titel :
Power and Energy Society General Meeting, 2012 IEEE
Conference_Location :
San Diego, CA
Print_ISBN :
978-1-4673-2727-5
Electronic_ISBN :
1944-9925
DOI :
10.1109/PESGM.2012.6344603