DocumentCode :
1574907
Title :
Continuous nonlinear model predictive control of a hybrid water system — Application of DNPC to a Dutch polder
Author :
Nederkoorn, Eelco ; Schuurmans, Jan ; Schuurmans, Wytze
Author_Institution :
DotX Control Solutions, Alkmaar, Netherlands
fYear :
2011
Firstpage :
209
Lastpage :
214
Abstract :
Incorporating weather forecasts in the control of land surface water levels requires predicting the outcome of a control action. In Model-Predictive Control (MPC) such predictions are generated by a model of the water system. The actuators in this specific application typically cause discontinuities in this model. Avoiding complex solving techniques for such hybrid systems, this paper introduces an alternative which enables pure continuous model-predictive control by smoothing the jumps. Though the resulting underlying model is smooth, it is also highly nonlinear. This requires specialized continuous MPC methods, like the DotX Nonlinear Predictive Controller (DNPC), which are able to cope with these nonlinearities. Employing DNPC for this computation yields an approximation to an optimal control prediction. With a final postprocessing step this control prediction can be translated to the original hybrid system. This paper verifies this method by applying DNPC, equiped with an approximated continuous nonlinear model, to a real life hybrid water system.
Keywords :
level control; nonlinear control systems; optimal control; predictive control; water resources; weather forecasting; DNPC; DotX nonlinear predictive controller; Dutch Polder; continuous nonlinear model predictive control; hybrid water system; land surface water level control; optimal control prediction; weather forecasting; Approximation methods; Computational modeling; Cost function; Load modeling; Mathematical model; Predictive models; Weather forecasting;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Networking, Sensing and Control (ICNSC), 2011 IEEE International Conference on
Conference_Location :
Delft
Print_ISBN :
978-1-4244-9570-2
Type :
conf
DOI :
10.1109/ICNSC.2011.5874872
Filename :
5874872
Link To Document :
بازگشت