Online Optimization Control With Predictive Gradient Descent for MEMS Micro-Mirrors

In this article, an online optimization control scheme is proposed for the angle control of MEMS scanning micromirror actuated via electromagnetic method. In order to avoid complicated process of building precise model of the MEMS micromirror, a control structure not relying on precise model is developed. In this structure, a simplified linear dynamic model is used to describe the basic dynamic behavior of the micromirror. Then, a model error compensation mechanism is introduced to compensate for the model uncertainty caused by unmodeled dynamics and nonlinear factors, such as hysteresis. Moreover, a predictive gradient descent based optimization mechanism is proposed to compensate the effect of time-delay and speed up the convergence of online optimization process. Then, the stability analysis of the proposed control system is implemented. Finally, the proposed control scheme is applied to the angle control of electromagnetically driven scanning micromirror and the corresponding experimental results are presented.

[1]  Christoph Ament,et al.  Parametric system-level models for position-control of novel electromagnetic free flight microactuator , 2021 .

[2]  Hui Chen,et al.  Experimental validation of internal model approach for tracking control of a MEMS micromirror without angular velocity measurement , 2020, Nonlinear Dynamics.

[3]  Yonghong Tan,et al.  Mirror Angle Tuning of Electromagnetic Micro-Mirrors With Oscillation Compensation , 2020, IEEE Transactions on Systems, Man, and Cybernetics: Systems.

[4]  Yonghong Tan,et al.  A Modeling Method of Electromagnetic Micromirror in Random Noisy Environment , 2020, IEEE Transactions on Systems, Man, and Cybernetics: Systems.

[5]  Yonghong Tan,et al.  Online Optimizing Positioning Control With Model Error Compensator for LEGRV System , 2020, IEEE/ASME Transactions on Mechatronics.

[6]  M. S. Lu,et al.  A Closed-Loop Controlled CMOS MEMS Biaxial Scanning Mirror for Projection Displays , 2020, IEEE Sensors Journal.

[7]  Seung-Ki Lee,et al.  LIDAR system with electromagnetic two-axis scanning micromirror based on indirect time-of-flight method , 2019, Micro and Nano Systems Letters.

[8]  John T.W. Yeow,et al.  Modeling and closed loop control of a polymer composite-based hard-magnetic micromirror for optical switching applications , 2018 .

[9]  Xiang Chen,et al.  Model-Guided Extremum Seeking for Diesel Engine Fuel Injection Optimization , 2018, IEEE/ASME Transactions on Mechatronics.

[10]  John T. W. Yeow,et al.  Internal Model-Based Robust Tracking Control Design for the MEMS Electromagnetic Micromirror , 2017, Sensors.

[11]  R. Ben-Mrad,et al.  A MEMS micromirror based head-up display system , 2015, 2015 Symposium on Design, Test, Integration and Packaging of MEMS/MOEMS (DTIP).

[12]  Shuai Guo,et al.  An electromagnetically-driven MEMS micromirror for laser projection , 2015, 10th IEEE International Conference on Nano/Micro Engineered and Molecular Systems.

[13]  John T.W. Yeow,et al.  Nonlinear control of an electromagnetic polymer MEMS hard-magnetic micromirror and its imaging application , 2014 .

[14]  Qiao Chen,et al.  An electromagnetically actuated micromirror with precise angle control for harsh environment optical switching applications , 2014 .

[15]  Zhensheng Yu,et al.  Global convergence of a memory gradient method without line search , 2008 .

[16]  Mohanraj.,et al.  3D free space thermally actuated micromirror device , 2005 .

[17]  G. Su,et al.  Vertical micromirrors integrated with electromagnetic microactuators for two-dimensional optical matrix switches , 2005, IEEE Photonics Technology Letters.

[18]  D. Peale,et al.  Electrostatic actuation of three-dimensional MEMS mirrors using sidewall electrodes , 2004, IEEE Journal of Selected Topics in Quantum Electronics.

[19]  Hiroshi Miyajima,et al.  A MEMS electromagnetic optical scanner for a commercial confocal laser scanning microscope , 2003 .

[20]  David W. Clarke,et al.  Generalized predictive control - Part I. The basic algorithm , 1987, Autom..

[21]  W. Marsden I and J , 2012 .

[22]  Xingguo Xiong,et al.  Design and Optimization of Piezoelectric Dual-Mode Micro-Mirror , 2010 .