Dual multivariable model-free adaptive individual pitch control for load reduction in wind turbines with actuator faults

Abstract Thanks to the great advances in the installations of large wind turbines, individual pitch control (IPC) has gained mounting interest among researchers. The actuator faults, however, have become a hindrance with the individual pitch process introducing more actuator actions and the pitch system operating in complex conditions. The traditional fault-tolerant control strategies of the IPC, which are mainly based on the system modeling information, and require the process of fault diagnosis, isolation or parameter estimation. The subsequent model errors and unmodeled dynamics have somehow limited the application of the strategies. Therefore, this paper proposes a passive fault-tolerant individual pitch control scheme independent of the above process, and based on the scheme, a dual multivariable model-free adaptive control strategy with differential characteristic is constructed. The benchmark 5MW wind turbine model provided by FAST is employed to evaluate the performance. The results show that, compared with the traditional individual pitch control strategy, the proposed scheme can achieve almost identical load control and even better power control under fault-free conditions. Once the fault occurs, the proposed scheme can quickly compensate for the faulty actuator dynamics, and finally achieve almost the same performance in power and load control as under the nominal conditions.

[1]  Torgeir Moan,et al.  Model-based Fault Detection, Fault Isolation and Fault-tolerant Control of a Blade Pitch System in Floating Wind Turbines , 2018 .

[2]  Fan Yang,et al.  Individual pitch controller based on fuzzy logic control for wind turbine load mitigation , 2016 .

[3]  H. Schulte,et al.  Fault estimation and fault‐tolerant control of the FAST NREL 5‐MW reference wind turbine using a proportional multi‐integral observer , 2018 .

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

[5]  Huaguang Zhang,et al.  Neural Network-Based Model-Free Adaptive Fault-Tolerant Control for Discrete-Time Nonlinear Systems With Sensor Fault , 2017, IEEE Transactions on Systems, Man, and Cybernetics: Systems.

[6]  Haojun Wang,et al.  Model‐free adaptive fault‐tolerant control for subway trains with speed and traction/braking force constraints , 2020, IET Control Theory & Applications.

[7]  Yaguang Li,et al.  A model-free adaptive controller with tracking error differential for collective pitching of wind turbines , 2020 .

[8]  Huaguang Zhang,et al.  Echo State Networks Based Data-Driven Adaptive Fault Tolerant Control With Its Application to Electromechanical System , 2018, IEEE/ASME Transactions on Mechatronics.

[9]  Jan-Willem van Wingerden,et al.  Analysis and optimal individual pitch control decoupling by inclusion of an azimuth offset in the multi-blade coordinate transformation , 2018, Wind Energy.

[10]  Jianglin Lan,et al.  Fault-tolerant wind turbine pitch control using adaptive sliding mode estimation , 2018 .

[11]  Lin Jiang,et al.  Nonlinear PI control for variable pitch wind turbine , 2016 .

[12]  Ron J. Patton,et al.  An active fault tolerant control approach to an offshore wind turbine model , 2015 .

[13]  J. Jonkman,et al.  Definition of a 5-MW Reference Wind Turbine for Offshore System Development , 2009 .

[14]  Peter Fogh Odgaard,et al.  Fault-Tolerant Control of Wind Turbines: A Benchmark Model , 2009, IEEE Transactions on Control Systems Technology.

[15]  B. Ll. Jones,et al.  Analysis and design of Coleman transform‐based individual pitch controllers for wind‐turbine load reduction , 2015 .

[16]  Jianglin Lan,et al.  Fault-tolerant Individual Pitch Control using Adaptive Sliding Mode Observer , 2018 .

[17]  Ervin Bossanyi,et al.  Individual Blade Pitch Control for Load Reduction , 2003 .

[18]  H. Hao,et al.  A state-of-the-art review on the vibration mitigation of wind turbines , 2020 .

[19]  Abdel Latif Elshafei,et al.  Tube-based explicit model predictive output-feedback controller for collective pitching of wind turbines , 2019, Renewable Energy.

[20]  Yuan Wang,et al.  Model free adaptive fault-tolerant tracking control for a class of discrete-time systems , 2020, Neurocomputing.

[21]  Youmin Zhang,et al.  Fault-Tolerant Individual Pitch Control for Load Mitigation in Wind Turbines With Actuator Faults , 2021, IEEE Transactions on Industrial Electronics.

[22]  Xiangjie Liu,et al.  Design and implementation of partial offline fuzzy model-predictive pitch controller for large-scale wind-turbines , 2020 .

[23]  Abdel Latif Elshafei,et al.  Wind-turbine collective-pitch control via a fuzzy predictive algorithm , 2016 .

[24]  Zhongsheng Hou,et al.  Model Free Adaptive Control: Theory and Applications , 2013 .

[25]  Yuan Yuan,et al.  Multivariable robust blade pitch control design to reject periodic loads on wind turbines , 2020 .