Fault Tolerant Model Predictive Control of Wind Turbine Against Actuator Faults Using Laguerre Functions

The use of wind power, as a major source of renewable energy, has been growing worldwide in recent decades. A large number of wind turbine (WT) generators has been deployed on wind farms located at both land and sea areas to meet the ever increasing demand for alternative energy resources. In order to improve the efficiency and the reliability of WTs, advanced fault detection, diagnosis and accommodation plans are of great importance. This paper proposes a model predictive controller using Laguerre functions with the aim of designing a fault tolerant control scheme which ensures the reliable performance of wind turbine in case of fault occurrence in the WT's pitch and generator actuators. In addition, a model-based strategy relying on recursive least squares (RLS) algorithm is proposed for fault identification. We provide an analytical stability analysis of the controller through the Lyapunov function candidate. The accuracy and the efficiency of the proposed method is evaluated and compared with conventional controllers in two different scenarios, namely, in the presence of actuator faults and in a fault-free system.

[1]  JinJiang Fault-tolerant Control Systems--An Introductory Overview , 2005 .

[2]  Qi Zhang,et al.  Fault Detection and Isolation of the Wind Turbine Benchmark: an Estimation-based Approach , 2011 .

[3]  Ron J. Patton,et al.  An FTC Approach to Wind Turbine Power Maximisation Via T-S Fuzzy Modelling and Control , 2012 .

[4]  Kathryn E. Johnson,et al.  Wind turbine fault detection and fault tolerant control - An enhanced benchmark challenge , 2013, 2013 American Control Conference.

[5]  Henry Hong,et al.  Model reference adaptive fault-tolerant control for a wind turbine against actuator faults , 2013, 2013 Conference on Control and Fault-Tolerant Systems (SysTol).

[6]  Manfred Morari,et al.  Model predictive control: Theory and practice - A survey , 1989, Autom..

[7]  Niels Kjølstad Poulsen,et al.  A fatigue approach to wind turbine control , 2006 .

[8]  Ron J. Patton,et al.  Fault Tolerant Adaptive Sliding Mode Controller for Wind Turbine Power Maximisation , 2012, ROCOND.

[9]  Walter Lucia,et al.  A Set-Theoretic Reconfiguration Feedback Control Scheme Against Simultaneous Stuck Actuators , 2018, IEEE Transactions on Automatic Control.

[10]  Jacob Benesty,et al.  A practical variable forgetting factor recursive least-squares algorithm , 2014, 2014 11th International Symposium on Electronics and Telecommunications (ISETC).

[11]  Peter Fogh Odgaard,et al.  Fault Tolerant Control of Wind Turbines using Unknown Input Observers , 2012 .

[12]  Guangjun Liu,et al.  Active fault tolerant control with actuation reconfiguration , 2004 .

[13]  Damiano Rotondo,et al.  FDI and FTC of wind turbines using the interval observer approach and virtual actuators/sensors , 2014 .

[14]  Yolanda Vidal,et al.  Active fault tolerant control for pitch actuators failures tested in a hardware-in-the-loop simulation for wind turbine controllers , 2015, 2015 23rd Mediterranean Conference on Control and Automation (MED).

[15]  Jianfei Dong,et al.  Data Driven Fault Detection and Isolation of a Wind Turbine Benchmark , 2011 .

[16]  Peter Fogh Odgaard,et al.  Fault tolerant control of wind turbines: a benchmark model , 2009 .

[17]  Zhiqiang Zheng,et al.  Robust fault-tolerant control against time-varying actuator faults and saturation , 2012 .

[18]  Peng Shi,et al.  Fuzzy-Model-Based Fault-Tolerant Design for Nonlinear Stochastic Systems Against Simultaneous Sensor and Actuator Faults , 2013, IEEE Transactions on Fuzzy Systems.

[19]  Sami Othman,et al.  Support Vector Machines for Fault Detection in Wind Turbines , 2011 .

[20]  Elkhatib Kamal,et al.  Robust Fuzzy Fault-Tolerant Control of Wind Energy Conversion Systems Subject to Sensor Faults , 2012 .

[21]  Youmin Zhang,et al.  Passive Fault-tolerant Cooperative Control in an Offshore Wind Farm☆ , 2017 .