Optics and Precision Engineering, Volume. 20, Issue 5, 1055(2012)

Neural network control for piezo-actuator using sliding-mode technique

WEI Qiang1,2、*, ZHANG Cheng-jin3, ZHANG Dong2,4, and WANG Chun-ling1
Author Affiliations
  • 1[in Chinese]
  • 2[in Chinese]
  • 3[in Chinese]
  • 4[in Chinese]
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    References(27)

    [2] [2] LIU Y T, CHANG K M, LI W Z. Model reference adaptive control for a piezo-positioning system[J]. Precision Engineering, 2010, 34(1): 62-69.

    [4] [4] WEN Y K. Method of random vibration of hysteresis systems[J]. Journal of the Engineering Mechanics Division, 1976, 102(2): 249-263.

    [5] [5] GE P, JOUANEH M. Generalized Preisach model for hysteresis nonlinearity of piezoceramic actuators[J]. Precision Engineering, 1997, 20 (2): 99-111.

    [6] [6] JINHYOUNG O, BERNSTEIN D S. Semilinear Duhem model for rate-independent and rate-dependent hysteresis[J]. IEEE Transactions on Automatic Control, 2005, 50(5): 631-645.

    [7] [7] SHEN J C, JYWEA W Y, CHIANG H K, et al.. Precision tracking control of a piezoelectric-actuated system[J]. Precision Engineering, 2008, 32 (2): 71-78.

    [8] [8] GONG D CH, TANG ZH F, LV F Z, et al.. Nonlinear Preisach model and high order hysteresis modeling for giant magnetostrictive actuator[J]. Journal of Mechanical Engineering, 2009, 45(12): 252-256. (in Chinese)

    [9] [9] TZEN J J, JENG S L, CHIENG W H. Modeling of piezoelectric actuator for compensation and controller design[J]. Precision Engineering, 2003, 27(1): 70-86.

    [10] [10] SHIEH H J, LIN F J, HUANG P K, et al.. Adaptive tracking control solely using displacement feedback for a piezo-positioning mechanism[C]. IEE Proc. Control Theory Appl., 2004, 151 (5): 653-660.

    [11] [11] RU CH H, SUN L N. Improving positioning accuracy of piezoelectric actuators by feedforward hysteresis compensation based on a new mathematical model[J]. Review of Scientific Instruments, 2005, 76(9): 095111-1-095111-8.

    [12] [12] CHEN C S. Dynamic structure neural-fuzzy networks for robust adaptive control of robot manipulators[J]. IEEE Transactions on Industrial Electronics, 2008, 55(9): 3402-3414.

    [13] [13] GALIAS Z, YU X H. Analysis of zero-order holder discretization of two-dimensional sliding-mode control systems[J]. IEEE Transactions on Circuits And Systems-II: Express Briefs, 2008, 55(12): 1269-1273.

    [14] [14] LIU CH F, AN M W, WANG L M, et al.. CNC machine tool feed system using magnetic levitation integral sliding mode control[J]. Modular Machine Tool & Automatic Manufacturing Technique, 2009(11): 46-49. (in Chinese)

    [15] [15] SUN B Y. Experimental research on dynamic characteristic of flexible micro-displacement mechanism based on piezoelectric actuator[J]. Microfabrication Technology, 2008(2): 33-36. (in Chinese)

    [16] [16] LIN F J, SHIEH H J, HUANG P K, et al.. Adaptive control with hysteresis estimation and compensation using RFNN for piezo-actuator[J]. IEEE Transactions on Ultrasonics, Ferroelectrics, and Frequency Control, 2006, 53(9): 1649-1661.

    [17] [17] HUANG S J, CHIU C M. Optimal LuGre friction model identification based on genetic algorithm and sliding mode control of a piezoelectric-actuating table[J]. IEEE Transactions of the Institute of Measurement & Control, 2009, 31(2): 181-203.

    [18] [18] WANG W Y, SHEN B, LU ZH H, et al.. Global optimization algorithm based on uniform design and Powell method and parallel implementation[J]. Application Research of Computers, 2007, 24(5): 169-172. (in Chinese)

    [19] [19] CANUDAS W C, OLSSON H, ASTROM K J, et al.. A new model for control of systems with friction[J]. IEEE Transactions on Automatic Control, 1995, 40(3): 419-425.

    [21] [21] SURESH S, KANNAN N, SUNDARARAJAN N, et al.. Neural adaptive control for vibration suppression in composite fin-tip of aircraft[J]. International Journal of Neural Systems, 2008, 18(3): 219-231.

    [22] [22] TOMBUL G S, BANKS S P, AKTURK N, et al.. Sliding mode control for a class of non-affine nonlinear systems[J]. Nonlinear Analysis, 2009, 71(12): 1589-1597.

    [23] [23] CASTILLO T B, DI G S, LOUKIANOV A G, et al.. Discrete time sliding mode control with application to induction motors[J].Automatica, 2008, 44(12): 3036-3045.

    [24] [24] LIN F J, SHIEH H J, HUANG P K. Adaptive wavelet neural network control with hysteresis estimation for piezo-positioning mechanism[J]. IEEE Transactions on Neural Networks, 2006, 17(2): 432-444.

    [25] [25] ZHANG G M, YIN J P, ZHU E, et al.. A new method of calculating the upper limit on multilayer perceptions hidden neuron number[J]. Computer Engineering & Science, 2007, 29(9): 137-139. (in Chinese)

    [26] [26] SABANOVIC A, ABIDIT K, ELITAS M. A study on high accuracy discrete-time sliding mode control[C]. Proceedings of International Conference on Power Electronics and Motion Control, Portoroz, Slovenia, 2006: 355-360.

    [27] [27] WEI Q, HU CH Z, ZHANG D. Neural network adaptive control of piezoelectric actuator in Scanning Tunneling Microscope[C]. Proceedings of International Conference on Digital Manufacturing and Automation, Zhangjiajie, China, 2011: 767-771.

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    WEI Qiang, ZHANG Cheng-jin, ZHANG Dong, WANG Chun-ling. Neural network control for piezo-actuator using sliding-mode technique[J]. Optics and Precision Engineering, 2012, 20(5): 1055

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    Paper Information

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    Received: Dec. 19, 2011

    Accepted: --

    Published Online: Aug. 8, 2012

    The Author Email: WEI Qiang (taweiqiang@126.com)

    DOI:10.3788/ope.20122005.1055

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