Izvorni znanstveni članak
https://doi.org/10.1080/00051144.2022.2061818
A metaheuristic approach for interval type-2 fuzzy fractional order fault-tolerant controller for a class of uncertain nonlinear system*
Himanshukumar R. Patel
orcid.org/0000-0002-5698-4542
; Faculty of Technology, Instrumentation & Control, Dharmsinh Desai University, Nadiad, Gujarat, India
Vipul A. Shah
; Faculty of Technology, Instrumentation & Control, Dharmsinh Desai University, Nadiad, Gujarat, India
Sažetak
A new optimum interval type-2 fuzzy fractional-order controller for a class of nonlinear systems with incipient actuator and system component faults is introduced in this study. The faults of the actuator and system component (leak) are taken into account using an additive model. The Interval Type-2 Fuzzy Sets (IT2FS) is used to design an optimal fuzzy fractional order controller, and two different nature inspired metaheuristic algorithms, Follower Pollination Algorithm (FPA) and Genetic Algorithm (GA), are used to optimize the parameters of the fuzzy PID controller and Interval Type-2 Fuzzy Tilt-Integral-Derivative Controller (IT2FTID) for nonlinear system. The suggested control approach consists of two parts: an Interval Type-2 Fuzzy Logic Controller (IT2FLC) controller and a fractional order TID controller. Additionally, the two inputs of the IT2FLC are also calibrated using two fine tuning parameters β1 and β2, respectively. The stability of the proposed controller is presented with some conditions. In addition to unknown dynamics, some unknown process disturbances, such as rapid changes in the control variable, are taken into account to check the efficacy of the proposed control scheme. Two nonlinear conical two-tank level systems are used in the simulation as a case study. The performance of the suggested approach is also compared to that of a widely recognized Interval Type-2 Fuzzy Proportional-Integral-Derivative (IT2FPID) Controller. Finally, the proposed control scheme's fault-tolerant behaviour is demonstrated using fault-recovery time results and statistical Z-tests for both controllers, and the proposed IT2FTID controller's effectiveness is demonstrated when compared to IT2FPID and existing passive fault tolerant controllers in recent literature.
Ključne riječi
Actuator fault; conical two-tank; follower pollination algorithm; genetic algorithm; interval type-2 fuzzy system; system component fault; tilt-integral-derivative controller; frustum two-tank; fuzzy fault-tolerant control
Hrčak ID:
287867
URI
Datum izdavanja:
13.6.2022.
Posjeta: 365 *