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Abstract
Direct adaptive fuzzy sliding mode control design for discrete non-affine nonlinear systems is presented for trajectory tracking problems with disturbance. To obtain adaptiveness and eliminate chattering of sliding mode control, a dynamic fuzzy logical system is used to implement an equivalent control, in which the parameters are self-tuned online. Stability of the sliding mode control is validated using the Lyapunov analysis theory. The overall system is adaptive, asymptotically stable, and chattering-free. A numerical simulation and an application to a robotic arm with two degrees of freedom further verify the good performance of the control design.
Keywords
Nonlinear system
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Discrete system
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Dynamic fuzzy logical system
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Direct adaptive
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Sliding mode control
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Xiao-yu ZHANG.
Application of direct adaptive fuzzy slidingmode control into a class of non-affine discrete nonlinear systems.
Front. Inform. Technol. Electron. Eng, 2016, 17(12): 1331-1343 DOI:10.1631/FITEE.1500318
| [1] |
Allaoua, B., Laoufi, A., 2013. A novel sliding mode fuzzy control based on SVM for electric vehicles propulsion system.Energy Procedia, 36:120–129.
|
| [2] |
Castillo-Toledo, B., di Gennaro, S., Loukianov, A.G., , 2008. Discrete time sliding mode control with application to induction motors.Automatica, 44(12):3036–3045.
|
| [3] |
Chen, D., Liu, Y., Ma, X., , 2012a. Control of a class of fractional-order chaotic systems via sliding mode.Nonl. Dyn., 67(1):893–901.
|
| [4] |
Chen, D., Zhang, R., Sprott, J.C., , 2012b. Synchronization between integer-order chaotic systems and a class of fractional-order chaotic system based on fuzzy sliding mode control. Nonl. Dyn., 70(2):1549–1561.
|
| [5] |
Corradini, M.L., Fossi, V., Giantomassi, A., , 2012. Discrete time sliding mode control of robotic manipulators: development and experimental validation.Contr. Eng. Pract., 20(8):816–822.
|
| [6] |
Edwards, C., Spurgeon, S., 1998. Sliding Mode Control: Theory and Applications. CRC Press.
|
| [7] |
Farhoud, A., Erfanian, A., 2014. Fully automatic control of paraplegic FES pedaling using higher-order sliding mode and fuzzy logic control.IEEE Trans. Neur. Syst. Rehabil. Eng., 22(3):533–542.
|
| [8] |
Furuta, K., 1990. Sliding mode control of a discrete system. Syst. Contr. Lett., 14(2):145–152.
|
| [9] |
Guo, L., Hung, J.Y., Nelms, R.M., 2011. Comparative evaluation of sliding mode fuzzy controller and PID controller for a boost converter.Electr. Power Syst. Res., 81(1):99–106.
|
| [10] |
Ho, T.H., Ahn, K.K., 2012. Speed control of a hydraulic pressure coupling drive using an adaptive fuzzy sliding-mode control.IEEE/ASME Trans. Mechatron., 17(5):976–986.
|
| [11] |
Hsu, C.F., Chung, I.F., Lin, C.M., 2009. Self-regulating fuzzy control for forward DC-DC converters using an 8-bit microcontroller.IET Power Electron., 2(1):1–12.
|
| [12] |
Hwang, C.L., Wu, H.M., Shih, C.L., 2009. Fuzzy slidingmode underactuated control for autonomous dynamic balance of an electrical bicycle.IEEE Trans. Contr. Syst. Technol., 17(3):658–670.
|
| [13] |
Khandekar, A.A., Malwatkar, G.M., Patre, B.M., 2013. Discrete sliding mode control for robust tracking of higher order delay time systems with experimental application.ISA Trans., 52(1):36–44.
|
| [14] |
Lee, J.X., Vukovich, G., 1997. Identification of nonlinear dynamic systems—a fuzzy logic approach and experimental demonstrations. Proc. IEEE Int. Conf. on Systems, Man, and Cybernetics, p.1121–1126.
|
| [15] |
Lewis, F.L., Dawson, D.M., Abdallah, C.T., 2006. Robot Manipulator Control: Theory and Practice. Marcel Dekker, Inc., USA.
|
| [16] |
Lian, Y., Gómez, G., Masdemont, J.J., , 2014. Stationkeeping of real Earth-Moon libration point orbits using discrete-time sliding mode control.Commun. Nonl. Sci. Numer. Simul., 19(10):3792–3807.
|
| [17] |
Monsees, G., Scherpen, J.M.A., 2002. Adaptive switching gain for a discrete-time sliding mode controller.Int. J. Contr., 75(4):242–251.
|
| [18] |
Morioka, H., Wada, K., Sabanovic, A., , 1995. Neural network based chattering free sliding mode control. Proc. 34th SICE Annual Conf., p.1303–1308.
|
| [19] |
Pai, M.C., 2014. Discrete-time output feedback quasi-sliding mode control for robust tracking and model following of uncertain systems.J. Franklin Inst., 351(5):2623–2639.
|
| [20] |
Pande, V.N., Mate, U.M., Kurode, S., 2013. Discrete sliding mode control strategy for direct real and reactive power regulation of wind driven DFIG. Electr. Power Syst. Res., 100:73–81.
|
| [21] |
Poursamad, A., Davaie-Markazi, A.H., 2009. Robust adaptive fuzzy control of unknown chaotic systems.Appl. Soft Comput., 9(3):970–976.
|
| [22] |
Reddy, G.D., Park, Y., Bandyopadhyay, B., , 2009. Discrete-time output feedback sliding mode control for spatial control of a large PHWR.Automatica, 45(9):2159–2163.
|
| [23] |
Sarpturk, S.Z., Istefanopulos, Y., Kaynak, O., 1987. On the stability of discrete-time sliding mode control systems.IEEE Trans. Autom. Contr., 32(10):930–932.
|
| [24] |
Shahraz, A., Boozarjomehry, R.B., 2009. A fuzzy sliding mode control approach for nonlinear chemical processes. Contr.Eng. Pract., 17(5):541–550.
|
| [25] |
Sira-Ramirez, H., 1989. Nonlinear variable structure systems in sliding mode: the general case.IEEE Trans. Autom. Contr., 34(11):1186–1188.
|
| [26] |
Utkin, V.I., 1977. Variable structure systems with sliding modes. IEEE Trans. Autom. Contr., 22(2):212–222.
|
| [27] |
Wang, L., 1995. Design and analysis of fuzzy identifiers of nonlinear dynamic systems.IEEE Trans. Autom. Contr., 40(1):11–23.
|
| [28] |
Wang, S., Yu, D., 2000. Error analysis in nonlinear system identification using fuzzy system.J. Softw., 11(4):447–452.
|
| [29] |
Wang, W., Liu, X., 2010. Fuzzy sliding mode control for a class of piezoelectric system with a sliding mode state estimator.Mechatronics, 20(6):712–719.
|
| [30] |
Yau, H.T., Wang, C.C., Hsieh, C.T., , 2011. Nonlinear analysis and control of the uncertain micro-electromechanical system by using a fuzzy sliding mode control design.Comput. Math. Appl., 61(8):1912–1916.
|
| [31] |
Zhang, D.Q., Panda, S.K., 1999. Chattering-free and fast response sliding mode controller.IEE Proc. Contr. Theory Appl., 146(2):171–177.
|
| [32] |
Zhang, X., 2009. Adaptive sliding mode-like fuzzy logic control for nonlinear systems.J. Commun. Comput., 6(1):53–60.
|
| [33] |
Zhang, X., Guo, F., 2014. Sliding mode-like fuzzy logic control with boundary layer self-tuning for discrete nonlinear systems. Proc. 7th Int. Conf. on Intelligent Systems and Knowledge Engineering, p.479–490.
|
| [34] |
Zhang, X., Su, H.Y., 2004. Sliding mode variable structure state norm control of SISO linear systems.Contr. Eng. China, 11(5):413–418 (in Chinese).
|
| [35] |
Zhang, X., Chen, W., Shen, B., 2015. Direct adaptive fuzzy sliding mode control for a class of non-affine discrete nonlinear systems. Proc. 12th Int. Conf. on Fuzzy Systems and Knowledge Discovery, p.355–360.
|
| [36] |
Zhu, M.C., Li, Y.C., 2010. Decentralized adaptive fuzzy sliding mode control for reconfigurable modular manipulators.Int. J. Robust Nonl. Contr., 20(4):472–488.
|
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