Fuzzy modeling and predictive control of superheater steam temperature for power plant
- PMID: 25530258
- DOI: 10.1016/j.isatra.2014.11.018
Fuzzy modeling and predictive control of superheater steam temperature for power plant
Abstract
This paper develops a stable fuzzy model predictive controller (SFMPC) to solve the superheater steam temperature (SST) control problem in a power plant. First, a data-driven Takagi-Sugeno (TS) fuzzy model is developed to approximate the behavior of the SST control system using the subspace identification (SID) method. Then, an SFMPC for output regulation is designed based on the TS-fuzzy model to regulate the SST while guaranteeing the input-to-state stability under the input constraints. The effect of modeling mismatches and unknown plant behavior variations are overcome by the use of a disturbance term and steady-state target calculator (SSTC). Simulation results for a 600 MW power plant show that an offset-free tracking of SST can be achieved over a wide range of load variation.
Keywords: Data-driven modeling; Power plant; Stable model predictive control; Subspace identification; Superheater steam temperature control; TS-fuzzy model.
Copyright © 2014 ISA. Published by Elsevier Ltd. All rights reserved.
Similar articles
-
Data-driven modeling and predictive control for boiler-turbine unit using fuzzy clustering and subspace methods.ISA Trans. 2014 May;53(3):699-708. doi: 10.1016/j.isatra.2013.12.033. Epub 2014 Feb 20. ISA Trans. 2014. PMID: 24559835
-
Disturbance-observer-based fuzzy model predictive control for nonlinear processes with disturbances and input constraints.ISA Trans. 2019 Jul;90:74-88. doi: 10.1016/j.isatra.2018.12.041. Epub 2019 Feb 16. ISA Trans. 2019. PMID: 30803744
-
A Novel Approach to Implement Takagi-Sugeno Fuzzy Models.IEEE Trans Cybern. 2017 Sep;47(9):2353-2361. doi: 10.1109/TCYB.2017.2701900. Epub 2017 May 16. IEEE Trans Cybern. 2017. PMID: 28534805
-
Design of a stable fuzzy controller for an articulated vehicle.IEEE Trans Syst Man Cybern B Cybern. 1997;27(3):552-8. doi: 10.1109/3477.584963. IEEE Trans Syst Man Cybern B Cybern. 1997. PMID: 18255895
-
Takagi-Sugeno fuzzy modeling and chaos control of partial differential systems.Chaos. 2013 Dec;23(4):042101. doi: 10.1063/1.4823993. Chaos. 2013. PMID: 24387539 Review.
Publication types
LinkOut - more resources
Full Text Sources