Nonlinear adaptive fractional order fuzzy PID control of a 2-link planar rigid manipulator with payload

Abstract The main objective of this paper is to demonstrate that fractional order operators (differentiator/integrator) can increased the robustness of an intelligent controller. In this paper, a nonlinear adaptive fractional order fuzzy proportional integral derivative (NLA – FOFPID) controller is presented to control a nonlinear, coupled, multi-input and multi-output and uncertain system i.e. a 2-link planar rigid robotic manipulator with payload. The NLA – FOFPID controller is realized using non-integer order differentiator and integrator operators in nonlinear adaptive fuzzy proportional integral derivative (NLA – FPID) controller. The control objective is to track a reference trajectory in virtual industrial environment and under model uncertainties by minimizing the combination of integral of time weighted absolute error and integral of time weighted absolute change in controller output. The industrial environment was simulated by incorporating measurement noise, sinusoidal disturbance and model uncertainties. The gains of NLA – FPID and NLA – FOFPID controllers are optimized using recently reported Backtracking Search Algorithm. Intensive simulations were performed to assess the performances of NLA – FPID and NLA – FOFPID controllers for servo and regulatory mode. It has been observed that NLA – FOFPID controller outperforms NLA – FPID controller by offering much better performance. Particularly in uncertain environment it offered very robust behavior as compared to NLA – FPID controller. The sufficient stability conditions are also established for bounded-input and bounded-output stability of overall closed loop system by using small gain theorem.

[1]  Pinar Çivicioglu,et al.  Backtracking Search Optimization Algorithm for numerical optimization problems , 2013, Appl. Math. Comput..

[2]  Barbara Hayes-Roth,et al.  Intelligent Control , 1994, Artif. Intell..

[3]  Vineet Kumar,et al.  Performance analysis of fractional order fuzzy PID controllers applied to a robotic manipulator , 2014, Expert Syst. Appl..

[4]  Guanrong Chen,et al.  Introduction to Fuzzy Systems , 2005 .

[5]  Zafer Bingul,et al.  Fractional PID controllers tuned by evolutionary algorithms for robot trajectory control , 2012, Turkish Journal of Electrical Engineering and Computer Sciences.

[6]  Vineet Kumar,et al.  Robust speed control of hybrid electric vehicle using fractional order fuzzy PD and PI controllers in cascade control loop , 2016, J. Frankl. Inst..

[7]  Jianbin Qiu,et al.  Fuzzy-Model-Based Reliable Static Output Feedback $\mathscr{H}_{\infty }$ Control of Nonlinear Hyperbolic PDE Systems , 2016, IEEE Transactions on Fuzzy Systems.

[8]  Rajneesh Sharma,et al.  Hybrid Game Strategy in Fuzzy Markov-Game-Based Control , 2008, IEEE Transactions on Fuzzy Systems.

[9]  Vineet Kumar,et al.  Parallel fuzzy P+fuzzy I+fuzzy D controller: Design and performance evaluation , 2010, Int. J. Autom. Comput..

[10]  Kevin M. Passino,et al.  Fuzzy Model Reference Learning Control , 1996, J. Intell. Fuzzy Syst..

[11]  Ju-Jang Lee,et al.  Adaptive control of robot manipulators using multiple neural networks , 2003, 2003 IEEE International Conference on Robotics and Automation (Cat. No.03CH37422).

[12]  M Edwards,et al.  Robots in industry: an overview. , 1984, Applied ergonomics.

[13]  Shantanu Das,et al.  Performance Comparison of Optimal Fractional Order Hybrid Fuzzy PID Controllers for Handling Oscillatory Fractional Order Processes with Dead Time , 2013, ISA transactions.

[14]  Shen Yin,et al.  Adaptive Fuzzy Control of Strict-Feedback Nonlinear Time-Delay Systems With Unmodeled Dynamics , 2016, IEEE Transactions on Cybernetics.

[15]  Jitendra Kumar,et al.  Development of Backtracking Search Optimization Algorithm Toolkit in LabVIEW , 2015 .

[16]  V. Kumar,et al.  Implementation of fractional order integrator/differentiator on field programmable gate array , 2016 .

[17]  Guanrong Chen,et al.  Stability analysis of nonlinear fuzzy PI control systems , 1993, Third International Conference on Industrial Fuzzy Control and Intelligent Systems.

[18]  Vineet Kumar,et al.  A fractional order fuzzy PID controller for binary distillation column control , 2015, Expert Syst. Appl..

[19]  Yung C. Shin,et al.  Intelligent Systems: Modeling, Optimization, and Control , 2008 .

[20]  Shantanu Das,et al.  A novel fractional order fuzzy PID controller and its optimal time domain tuning based on integral performance indices , 2012, Eng. Appl. Artif. Intell..

[21]  Stephen Yurkovich,et al.  Fuzzy Control , 1997 .

[22]  Reza Ghaderi,et al.  Fuzzy fractional order sliding mode controller for nonlinear systems , 2010 .

[23]  D. Valério,et al.  An Introduction to Fractional Control , 2012 .

[24]  Shen Yin,et al.  Performance Monitoring for Vehicle Suspension System via Fuzzy Positivistic C-Means Clustering Based on Accelerometer Measurements , 2015, IEEE/ASME Transactions on Mechatronics.