Observer-based adaptive guaranteed control of wind turbine system subject to pitch angle sensor fault

This research presents an observer-based adaptive fault-tolerant control for wind turbine systems subject to the pitch angle sensor fault. The design mechanism is based on integrating a robust fuzzy observer with a backstepping-based adaptive control approach. The Lyapunov concept is adopted to deri...

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Published inInternational journal of dynamics and control Vol. 12; no. 6; pp. 1987 - 1999
Main Authors Bakhshi, Ali, Alfi, Alireza
Format Journal Article
LanguageEnglish
Published Berlin/Heidelberg Springer Berlin Heidelberg 01.06.2024
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Abstract This research presents an observer-based adaptive fault-tolerant control for wind turbine systems subject to the pitch angle sensor fault. The design mechanism is based on integrating a robust fuzzy observer with a backstepping-based adaptive control approach. The Lyapunov concept is adopted to derive the uniformly ultimate boundedness stability of the overall system by taking into account the fuzzy approximation error. Therefore, the generator speed as a control objective is appropriately regulated. Different simulation scenarios verify the ability of the proposed control algorithm applied to a wind turbine system against the external disturbance, the fuzzy approximation error, the parametric uncertainties and the sensor fault.
AbstractList This research presents an observer-based adaptive fault-tolerant control for wind turbine systems subject to the pitch angle sensor fault. The design mechanism is based on integrating a robust fuzzy observer with a backstepping-based adaptive control approach. The Lyapunov concept is adopted to derive the uniformly ultimate boundedness stability of the overall system by taking into account the fuzzy approximation error. Therefore, the generator speed as a control objective is appropriately regulated. Different simulation scenarios verify the ability of the proposed control algorithm applied to a wind turbine system against the external disturbance, the fuzzy approximation error, the parametric uncertainties and the sensor fault.
Author Bakhshi, Ali
Alfi, Alireza
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  organization: Faculty of Electrical Engineering, Shahrood University of Technology
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10.1109/TVT.2020.2968961
10.1007/s10665-023-10272-9
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10.1016/j.apm.2018.03.002
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TaoGChenSJoshiSMAn adaptive actuator failure compensation controller using output feedbackIEEE Trans Autom Control2002473506511189133610.1109/9.989150
BakhshiAAlfiARobust LMI-based active fault tolerant pitch control of a wind turbine using fuzzy modelJ Control Eng Appl Inform20202243442
LiuYPattonRJLanJFault-tolerant individual pitch control using adaptive sliding mode observerIFAC-PapersOnLine201851241127113210.1016/j.ifacol.2018.09.723
TaherkhaniABayatFWind turbines robust fault reconstruction using adaptive sliding mode observerIET Gener Transm Distrib201913143096310410.1049/iet-gtd.2018.6736
GeorgSSchulteHFault-tolerant control of wind turbines using a Takagi-Sugeno sliding mode observerJ Phys Conf Ser201452410.1088/1742-6596/524/1/012053
ŠiljakDDReliable control using multiple control systemsInt J Control198031230332956592510.1080/00207178008961043
ChenLXueMLopesAWuRChenYAsymptotic behavior of fractional-order nonlinear systems with two different derivativesJ Eng Math202314019459146510.1007/s10665-023-10272-9
BoukhezzarBLupuLSiguerdidjaneHHandMMultivariable control strategy for variable speed, variable pitch wind turbinesRenew Energy20073281273128710.1016/j.renene.2006.06.010
LiuYPattonRJShiSWind turbine asymmetrical load reduction with pitch sensor fault compensationWind Energy20202371523154110.1002/we.2496
KamalEAitoucheAGhorbaniRBayartMRobust fuzzy fault-tolerant control of wind energy conversion systems subject to sensor faultsIEEE Trans Sustain Energy20123223124110.1109/TSTE.2011.2178105
BadihiHZhangYFault-tolerant individual pitch control of a wind turbine with actuator faultsIFAC-PapersOnLine201851241133114010.1016/j.ifacol.2018.09.717
DengHKrstićMStochastic nonlinear stabilizationi: a backstepping designSyst Control Lett199732314315010.1016/S0167-6911(97)00068-6
LanJPattonRJZhuXFault-tolerant wind turbine pitch control using adaptive sliding mode estimationRenew Energy201811621923110.1016/j.renene.2016.12.005
ShiFPattonRAn active fault tolerant control approach to an offshore wind turbine modelRenew Energy20157578879810.1016/j.renene.2014.10.061
LopesAAraújoREActive fault diagnosis method for vehicles in platoon formationIEEE Trans Veh Technol20206943590360310.1109/TVT.2020.2968961
SamiMPattonRJAn ftc approach to wind turbine power maximisation via ts fuzzy modelling and controlIFAC Proc Vol2012452034935410.3182/20120829-3-MX-2028.00131
Cho S, Gao Z, Moan T (2016) Model-based fault detection of blade pitch system in floating wind turbines
HabibiHRahimi NohoojiHHowardISimaniSFault-tolerant neuro adaptive constrained control of wind turbines for power regulation with uncertain wind speed variationEnergies20191224471210.3390/en12244712
HabibiHHowardISimaniSReliability improvement of wind turbine power generation using model-based fault detection and fault tolerant control: A reviewRenew Energy201913587789610.1016/j.renene.2018.12.066
GucFChenYSensor fault diagnostics using physics-informed transfer learning frameworkSensors2022228291310.3390/s22082913
OdgaardPFSanchezHEscobetTPuigVFault diagnosis and fault tolerant control with application on a wind turbine low speed shaft encoderIFAC-PapersOnLine201548211357136210.1016/j.ifacol.2015.09.714
Patton R (1997) Fault tolerant control-the 1997 situations (survey). IFAC Safe Process’ 97, Hull 2:1033–1055
WangXShenYFault-tolerant control strategy of a wind energy conversion system considering multiple fault reconstructionAppl Sci20188579410.3390/app8050794
KühnePPöschkeFSchulteHFault estimation and fault-tolerant control of the fast nrel 5-mw reference wind turbine using a proportional multi-integral observerInt J Adapt Control Signal Process2018324568585379605710.1002/acs.2800
YangJZhuFWangXBuXRobust sliding-mode observer-based sensor fault estimation, actuator fault detection and isolation for uncertain nonlinear systemsInt J Control Autom Syst20151351037104610.1007/s12555-014-0159-4
GunasekaranNJooYHNie-tan fuzzy method of fault-tolerant wind energy conversion systems via sampled-data controlIET Control Theory Appl2020141115161523441788210.1049/iet-cta.2019.0816
RahnavardMAyatiMYazdiMRHRobust actuator and sensor fault reconstruction of wind turbine using modified sliding mode observerTrans Inst Meas Control20194161504151810.1177/0142331218754620
TabatabaeipourSMOdgaardPFBakTStoustrupJFault detection of wind turbines with uncertain parameters: a set-membership approachEnergies2012572424244810.3390/en5072424
Abdo A, Siam J, Abdou A, Shehadeh H, Al-Rimawi A (2018) An efficient approach for fault detection and fault tolerant control of wind turbines. In: 2018 IEEE international conference on environment and electrical engineering and 2018 ieee industrial and commercial power systems Europe (EEEIC/I &CPS Europe). IEEE, pp 1–6
WangLXA course in fuzzy systems and control1996New YorkPrentice-Hall Inc
Sami M, Patton RJ (2012) Wind turbine power maximisation based on adaptive sensor fault tolerant sliding mode control. In: 2012 20th Mediterranean conference on control and automation (MED). IEEE, pp 1183–1188
WangGHuangZData-driven fault-tolerant control design for wind turbines with robust residual generatorIET Control Theory Appl2015971173117910.1049/iet-cta.2014.0726
ChoSGaoZMoanTModel-based fault detection, fault isolation and fault-tolerant control of a blade pitch system in floating wind turbinesRenew Energy201812030632110.1016/j.renene.2017.12.102
JainTYaméJJSauterDA novel approach to real-time fault accommodation in Nrel’s 5-mw wind turbine systemsIEEE Trans Sustain Energy2013441082109010.1109/TSTE.2013.2268615
GhanbarpourKBayatFJalilvandADependable power extraction in wind turbines using model predictive fault tolerant controlInt J Electr Power Energy Syst202011810.1016/j.ijepes.2019.105802
GolnaryFMoradiHDynamic modelling and design of various robust sliding mode controls for the wind turbine with estimation of wind speedAppl Math Model201965566585388094710.1016/j.apm.2018.08.030
GhanbarpourKBayatFJalilvandAWind turbines sustainable power generation subject to sensor faults: Observer-based mpc approachInternational Transactions on Electrical Energy Systems202030110.1002/2050-7038.12174
MoradiMChaibakhshARamezaniAAn intelligent hybrid technique for fault detection and condition monitoring of a thermal power plantAppl Math Model2018603447380261510.1016/j.apm.2018.03.002
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References_xml – reference: KühnePPöschkeFSchulteHFault estimation and fault-tolerant control of the fast nrel 5-mw reference wind turbine using a proportional multi-integral observerInt J Adapt Control Signal Process2018324568585379605710.1002/acs.2800
– reference: Patton R (1997) Fault tolerant control-the 1997 situations (survey). IFAC Safe Process’ 97, Hull 2:1033–1055
– reference: WangLXA course in fuzzy systems and control1996New YorkPrentice-Hall Inc
– reference: LanJPattonRJZhuXFault-tolerant wind turbine pitch control using adaptive sliding mode estimationRenew Energy201811621923110.1016/j.renene.2016.12.005
– reference: TabatabaeipourSMOdgaardPFBakTStoustrupJFault detection of wind turbines with uncertain parameters: a set-membership approachEnergies2012572424244810.3390/en5072424
– reference: ChoSGaoZMoanTModel-based fault detection, fault isolation and fault-tolerant control of a blade pitch system in floating wind turbinesRenew Energy201812030632110.1016/j.renene.2017.12.102
– reference: TaherkhaniABayatFWind turbines robust fault reconstruction using adaptive sliding mode observerIET Gener Transm Distrib201913143096310410.1049/iet-gtd.2018.6736
– reference: ŠiljakDDReliable control using multiple control systemsInt J Control198031230332956592510.1080/00207178008961043
– reference: JainTYaméJJSauterDA novel approach to real-time fault accommodation in Nrel’s 5-mw wind turbine systemsIEEE Trans Sustain Energy2013441082109010.1109/TSTE.2013.2268615
– reference: GeorgSSchulteHFault-tolerant control of wind turbines using a Takagi-Sugeno sliding mode observerJ Phys Conf Ser201452410.1088/1742-6596/524/1/012053
– reference: Chen L, Shi F, Patton R (2013) Active ftc for hydraulic pitch system for an off-shore wind turbine. In: 2013 Conference on control and fault-tolerant systems (SysTol). IEEE, pp 510–515
– reference: ShiFPattonRAn active fault tolerant control approach to an offshore wind turbine modelRenew Energy20157578879810.1016/j.renene.2014.10.061
– reference: HabibiHHowardISimaniSReliability improvement of wind turbine power generation using model-based fault detection and fault tolerant control: A reviewRenew Energy201913587789610.1016/j.renene.2018.12.066
– reference: ChenLXueMLopesAWuRChenYAsymptotic behavior of fractional-order nonlinear systems with two different derivativesJ Eng Math202314019459146510.1007/s10665-023-10272-9
– reference: DengHKrstićMStochastic nonlinear stabilizationi: a backstepping designSyst Control Lett199732314315010.1016/S0167-6911(97)00068-6
– reference: LiuYPattonRJLanJFault-tolerant individual pitch control using adaptive sliding mode observerIFAC-PapersOnLine201851241127113210.1016/j.ifacol.2018.09.723
– reference: RahnavardMAyatiMYazdiMRHRobust actuator and sensor fault reconstruction of wind turbine using modified sliding mode observerTrans Inst Meas Control20194161504151810.1177/0142331218754620
– reference: BadihiHZhangYFault-tolerant individual pitch control of a wind turbine with actuator faultsIFAC-PapersOnLine201851241133114010.1016/j.ifacol.2018.09.717
– reference: GolnaryFMoradiHDynamic modelling and design of various robust sliding mode controls for the wind turbine with estimation of wind speedAppl Math Model201965566585388094710.1016/j.apm.2018.08.030
– reference: LiuYPattonRJShiSWind turbine asymmetrical load reduction with pitch sensor fault compensationWind Energy20202371523154110.1002/we.2496
– reference: OdgaardPFSanchezHEscobetTPuigVFault diagnosis and fault tolerant control with application on a wind turbine low speed shaft encoderIFAC-PapersOnLine201548211357136210.1016/j.ifacol.2015.09.714
– reference: LopesAAraújoREActive fault diagnosis method for vehicles in platoon formationIEEE Trans Veh Technol20206943590360310.1109/TVT.2020.2968961
– reference: HabibiHRahimi NohoojiHHowardISimaniSFault-tolerant neuro adaptive constrained control of wind turbines for power regulation with uncertain wind speed variationEnergies20191224471210.3390/en12244712
– reference: BoukhezzarBLupuLSiguerdidjaneHHandMMultivariable control strategy for variable speed, variable pitch wind turbinesRenew Energy20073281273128710.1016/j.renene.2006.06.010
– reference: GunasekaranNJooYHNie-tan fuzzy method of fault-tolerant wind energy conversion systems via sampled-data controlIET Control Theory Appl2020141115161523441788210.1049/iet-cta.2019.0816
– reference: WangXShenYFault-tolerant control strategy of a wind energy conversion system considering multiple fault reconstructionAppl Sci20188579410.3390/app8050794
– reference: Cho S, Gao Z, Moan T (2016) Model-based fault detection of blade pitch system in floating wind turbines
– reference: YangJZhuFWangXBuXRobust sliding-mode observer-based sensor fault estimation, actuator fault detection and isolation for uncertain nonlinear systemsInt J Control Autom Syst20151351037104610.1007/s12555-014-0159-4
– reference: Sami M, Patton RJ (2012) Wind turbine power maximisation based on adaptive sensor fault tolerant sliding mode control. In: 2012 20th Mediterranean conference on control and automation (MED). IEEE, pp 1183–1188
– reference: Abdo A, Siam J, Abdou A, Shehadeh H, Al-Rimawi A (2018) An efficient approach for fault detection and fault tolerant control of wind turbines. In: 2018 IEEE international conference on environment and electrical engineering and 2018 ieee industrial and commercial power systems Europe (EEEIC/I &CPS Europe). IEEE, pp 1–6
– reference: TaoGChenSJoshiSMAn adaptive actuator failure compensation controller using output feedbackIEEE Trans Autom Control2002473506511189133610.1109/9.989150
– reference: GhanbarpourKBayatFJalilvandAWind turbines sustainable power generation subject to sensor faults: Observer-based mpc approachInternational Transactions on Electrical Energy Systems202030110.1002/2050-7038.12174
– reference: GucFChenYSensor fault diagnostics using physics-informed transfer learning frameworkSensors2022228291310.3390/s22082913
– reference: SamiMPattonRJAn ftc approach to wind turbine power maximisation via ts fuzzy modelling and controlIFAC Proc Vol2012452034935410.3182/20120829-3-MX-2028.00131
– reference: BakhshiAAlfiARobust LMI-based active fault tolerant pitch control of a wind turbine using fuzzy modelJ Control Eng Appl Inform20202243442
– reference: GhanbarpourKBayatFJalilvandADependable power extraction in wind turbines using model predictive fault tolerant controlInt J Electr Power Energy Syst202011810.1016/j.ijepes.2019.105802
– reference: MoradiMChaibakhshARamezaniAAn intelligent hybrid technique for fault detection and condition monitoring of a thermal power plantAppl Math Model2018603447380261510.1016/j.apm.2018.03.002
– reference: WangGHuangZData-driven fault-tolerant control design for wind turbines with robust residual generatorIET Control Theory Appl2015971173117910.1049/iet-cta.2014.0726
– reference: KamalEAitoucheAGhorbaniRBayartMRobust fuzzy fault-tolerant control of wind energy conversion systems subject to sensor faultsIEEE Trans Sustain Energy20123223124110.1109/TSTE.2011.2178105
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Snippet This research presents an observer-based adaptive fault-tolerant control for wind turbine systems subject to the pitch angle sensor fault. The design mechanism...
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SourceType Enrichment Source
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StartPage 1987
SubjectTerms Complexity
Control
Control and Systems Theory
Dynamical Systems
Engineering
Vibration
Title Observer-based adaptive guaranteed control of wind turbine system subject to pitch angle sensor fault
URI https://link.springer.com/article/10.1007/s40435-023-01340-0
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