A Corrected Equilibrium Manifold Expansion Model for Gas Turbine System Simulation and Control

During recent decades, the equilibrium manifold expansion (EME) model has been considered as a powerful identification tool for complex industrial systems with the aim of system control and simulation. Based on a two-step “dynamic and static” identification method, an approximate nonlinear state-spa...

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Main Authors: Linhai Zhu, Jinfu Liu, Yujia Ma, Weixing Zhou, Daren Yu
Format: Article
Language:English
Published: MDPI AG 2020-09-01
Series:Energies
Subjects:
Online Access:https://www.mdpi.com/1996-1073/13/18/4904
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spelling doaj-35567c83382749b5a7f2ee7cc3c71be32020-11-25T03:07:36ZengMDPI AGEnergies1996-10732020-09-01134904490410.3390/en13184904A Corrected Equilibrium Manifold Expansion Model for Gas Turbine System Simulation and ControlLinhai Zhu0Jinfu Liu1Yujia Ma2Weixing Zhou3Daren Yu4School of Energy Science and Engineering, Harbin Institute of Technology, Harbin 150001, ChinaSchool of Energy Science and Engineering, Harbin Institute of Technology, Harbin 150001, ChinaSchool of Energy Science and Engineering, Harbin Institute of Technology, Harbin 150001, ChinaSchool of Energy Science and Engineering, Harbin Institute of Technology, Harbin 150001, ChinaSchool of Energy Science and Engineering, Harbin Institute of Technology, Harbin 150001, ChinaDuring recent decades, the equilibrium manifold expansion (EME) model has been considered as a powerful identification tool for complex industrial systems with the aim of system control and simulation. Based on a two-step “dynamic and static” identification method, an approximate nonlinear state-space model is built by using multiple polynomials. However, the existing identification method is only suitable for single-input (SI) systems, but not for multi-input (MI) systems, where EME models cannot guarantee global calculation stability. For solving such a problem, this paper proposes a corrected equilibrium manifold expansion (CEME) model based on gas turbine prior knowledge. The equilibrium manifold is extended in dimension by introducing similarity equations instead of the high dimensional polynomial fitting. The dynamic similarity criterion of similarity theory guarantees the global stability of the CEME model. Finally, the comparative test between the CEME model and the existing MI-EME model is carried out through case studies involving data that are generated by a general turbofan engine simulation. Simulations show superior precision and calculation stability of the proposed model in capturing nonlinear behaviors of the gas turbine engine.https://www.mdpi.com/1996-1073/13/18/4904gas turbinesystem identificationcorrected equilibrium manifold expansion modelmultiple input multiple outputsimilarity theory
collection DOAJ
language English
format Article
sources DOAJ
author Linhai Zhu
Jinfu Liu
Yujia Ma
Weixing Zhou
Daren Yu
spellingShingle Linhai Zhu
Jinfu Liu
Yujia Ma
Weixing Zhou
Daren Yu
A Corrected Equilibrium Manifold Expansion Model for Gas Turbine System Simulation and Control
Energies
gas turbine
system identification
corrected equilibrium manifold expansion model
multiple input multiple output
similarity theory
author_facet Linhai Zhu
Jinfu Liu
Yujia Ma
Weixing Zhou
Daren Yu
author_sort Linhai Zhu
title A Corrected Equilibrium Manifold Expansion Model for Gas Turbine System Simulation and Control
title_short A Corrected Equilibrium Manifold Expansion Model for Gas Turbine System Simulation and Control
title_full A Corrected Equilibrium Manifold Expansion Model for Gas Turbine System Simulation and Control
title_fullStr A Corrected Equilibrium Manifold Expansion Model for Gas Turbine System Simulation and Control
title_full_unstemmed A Corrected Equilibrium Manifold Expansion Model for Gas Turbine System Simulation and Control
title_sort corrected equilibrium manifold expansion model for gas turbine system simulation and control
publisher MDPI AG
series Energies
issn 1996-1073
publishDate 2020-09-01
description During recent decades, the equilibrium manifold expansion (EME) model has been considered as a powerful identification tool for complex industrial systems with the aim of system control and simulation. Based on a two-step “dynamic and static” identification method, an approximate nonlinear state-space model is built by using multiple polynomials. However, the existing identification method is only suitable for single-input (SI) systems, but not for multi-input (MI) systems, where EME models cannot guarantee global calculation stability. For solving such a problem, this paper proposes a corrected equilibrium manifold expansion (CEME) model based on gas turbine prior knowledge. The equilibrium manifold is extended in dimension by introducing similarity equations instead of the high dimensional polynomial fitting. The dynamic similarity criterion of similarity theory guarantees the global stability of the CEME model. Finally, the comparative test between the CEME model and the existing MI-EME model is carried out through case studies involving data that are generated by a general turbofan engine simulation. Simulations show superior precision and calculation stability of the proposed model in capturing nonlinear behaviors of the gas turbine engine.
topic gas turbine
system identification
corrected equilibrium manifold expansion model
multiple input multiple output
similarity theory
url https://www.mdpi.com/1996-1073/13/18/4904
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