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Fuzzy dynamic modelling and predictive control of a coagulation chemical dosing unit for water treatment plants
- Source :
- Journal of Electrical Systems and Information Technology, Vol 1, Iss 2, Pp 129-143 (2014)
- Publication Year :
- 2014
- Publisher :
- SpringerOpen, 2014.
-
Abstract
- In this paper, a fuzzy model predictive control (FMPC) strategy is proposed to regulate the output variables of a coagulation chemical dosing unit. A multiple-input, multiple-output (MIMO) process model in form of a linearised Takagi–Sugeno (T–S) fuzzy model is derived. The process model is obtained through subtractive clustering from the plant's data set. The MIMO model is described by a set of coupled multiple-input, single-output models (MISO). In the controller design, the T–S fuzzy model is applied in combination with the nonlinear model predictive control (MPC) algorithm. The results show that the proposed controller has good set-point tracking when compared with nonlinear MPC and adequate disturbance rejection ability required for efficient coagulation control and process optimisation in water treatment operations.
- Subjects :
- Fuzzy model predictive control
Engineering
lcsh:T58.5-58.64
business.industry
lcsh:Information technology
MIMO
Process (computing)
Fuzzy logic
Set (abstract data type)
Data set
Chemical dosing unit
Model predictive control
Nonlinear system
Linearisation
Control theory
Fuzzy dynamic model
Optimisation
lcsh:Electrical engineering. Electronics. Nuclear engineering
business
Water treatment plants
lcsh:TK1-9971
Subjects
Details
- Language :
- English
- ISSN :
- 23147172
- Volume :
- 1
- Issue :
- 2
- Database :
- OpenAIRE
- Journal :
- Journal of Electrical Systems and Information Technology
- Accession number :
- edsair.doi.dedup.....b568fabcf9296fd681c3fced9d3c3af4