PI-shaped LQG control design for adaptive optics systems

Abstract Adaptive optics systems are extensively used in astronomy to obtain diffraction-limited images of celestial objects with ground-based telescopes. The crucial point is to control a deformable mirror to compensate for the distortions introduced by atmospheric turbulence in the incoming wavefront. In this paper, a modal PI-shaped LQG controller taking advantage of model knowledge is designed; it compares favorably to standard PI and Kalman-based controllers used in state-of-the-art control systems of telescopes. The proposed architecture is validated with simulations and experiments on a laboratory adaptive optics test-bench.

[1]  Shuang Cong,et al.  Discrete-Time Direct Model Reference Adaptive Control Application in a High-Precision Inertially Stabilized Platform , 2019, IEEE Transactions on Industrial Electronics.

[2]  M. Kasper,et al.  Adaptive Optics for Astronomy , 2012, 1201.5741.

[3]  Fernando H. D. Guaracy,et al.  On the plant augmentation by integrators in the discrete-time LQG/LTR control , 2014, 2014 IEEE Conference on Control Applications (CCA).

[4]  Michel Verhaegen,et al.  Structured Modeling and Control of Adaptive Optics Systems , 2018, IEEE Transactions on Control Systems Technology.

[5]  Jingfei Ye,et al.  Comparative assessment of orthogonal polynomials for wavefront reconstruction over the square aperture. , 2014, Journal of the Optical Society of America. A, Optics, image science, and vision.

[6]  D. Looze,et al.  Fast calibration of high-order adaptive optics systems. , 2004, Journal of the Optical Society of America. A, Optics, image science, and vision.

[7]  Michel Verhaegen,et al.  A Data-Driven ${\cal H}_{2}$ -Optimal Control Approach for Adaptive Optics , 2008, IEEE Transactions on Control Systems Technology.

[8]  Alastair Basden,et al.  The Durham adaptive optics real-time controller: capability and Extremely Large Telescope suitability , 2012, 1205.4532.

[9]  Riccardo Muradore,et al.  Multi-input multi-output identification for control of adaptive optics systems , 2014, Astronomical Telescopes and Instrumentation.

[10]  B. Anderson,et al.  Optimal control: linear quadratic methods , 1990 .

[11]  Marcel Carbillet,et al.  Adaptive Optics Feedback Control , 2013, New Concepts in Imaging: Optical and Statistical Models.

[12]  Enrico Fedrigo,et al.  High performance adaptive optics system with fine tip/tilt control , 2009 .

[13]  J. Goodman Introduction to Fourier optics , 1969 .

[14]  Robert K. Tyson Principles of Adaptive Optics , 1991 .

[15]  Armando Riccardi,et al.  LBT adaptive secondary electronics , 2003, SPIE Astronomical Telescopes + Instrumentation.

[16]  Riccardo Muradore,et al.  LQ control design for adaptive optics systems based on MIMO identified model , 2006, SPIE Astronomical Telescopes + Instrumentation.

[17]  Riccardo Muradore,et al.  Vibrations in AO control: a short analysis of on-sky data around the world , 2012, Other Conferences.

[18]  Riccardo Muradore,et al.  A Multiplatform CPU-Based Architecture for Cost-Effective Adaptive Optics Systems , 2018, IEEE Transactions on Industrial Informatics.

[19]  B. Welsh,et al.  Imaging Through Turbulence , 1996 .

[20]  Caroline Kulcsar,et al.  Survey paper: Minimum variance prediction and control for adaptive optics , 2012 .

[21]  Oliver Sawodny,et al.  Model Predictive Control of Multi-Mirror Adaptive Optics Systems , 2018, 2018 IEEE Conference on Control Technology and Applications (CCTA).

[22]  Lisa Poyneer,et al.  A laboratory demonstration of an LQG technique for correcting frozen flow turbulence in adaptive optics systems , 2015 .

[23]  Gene F. Franklin,et al.  Digital control of dynamic systems , 1980 .

[24]  R. Paschall,et al.  Linear quadratic Gaussian control of a deformable mirror adaptive optics system with time-delayed measurements. , 1993, Applied optics.

[25]  Juan C. Agüero,et al.  Identification and control of an experimental Adaptive Optics setup , 2019, 2019 IEEE CHILEAN Conference on Electrical, Electronics Engineering, Information and Communication Technologies (CHILECON).

[26]  Changhui Rao,et al.  Experimental demonstration of LQG control with disturbance mitigation on multiple modes in adaptive optics system , 2020 .

[27]  Jean-Marc Conan,et al.  Optimal control, observers and integrators in adaptive optics. , 2006, Optics express.

[28]  Gene H. Golub,et al.  Matrix computations , 1983 .

[29]  Riccardo Muradore,et al.  An application of adaptive techniques to vibration rejection in adaptive optics systems , 2014 .

[30]  Francois Roddier,et al.  Adaptive Optics in Astronomy: Imaging through the atmosphere , 2004 .

[31]  J. Hardy,et al.  Adaptive Optics for Astronomical Telescopes , 1998 .

[32]  Enrico Fedrigo,et al.  On the rejection of vibrations in adaptive optics systems , 2012, Other Conferences.

[33]  Aleksandar Haber,et al.  Modeling and state-space identification of deformable mirrors. , 2020, Optics express.

[34]  Robert K. Tyson Introduction to Adaptive Optics , 2000 .

[35]  Riccardo Muradore,et al.  Dynamic Calibration of Adaptive Optics Systems: A System Identification Approach , 2010, IEEE Trans. Control. Syst. Technol..

[36]  Virendra N. Mahajan,et al.  Zernike annular polynomials for imaging systems with annular pupils , 1984 .

[37]  Jean-Marc Conan,et al.  LQG adaptive optics control with wind-dependent turbulent models , 2016, Astronomical Telescopes + Instrumentation.

[38]  D. D. Ruscio,et al.  Discrete LQ optimal control with integral action: A simple controller on incremental form for MIMO systems , 2012 .

[39]  Michel Verhaegen,et al.  Exploiting the spatiotemporal correlation in adaptive optics using data-driven H2-optimal control. , 2007, Journal of the Optical Society of America. A, Optics, image science, and vision.

[40]  C. Kulcsár,et al.  Optimal control law for classical and multiconjugate adaptive optics. , 2004, Journal of the Optical Society of America. A, Optics, image science, and vision.

[41]  S. Stroebele,et al.  Large DM AO systems: synthetic IM or calibration on sky? , 2006, SPIE Astronomical Telescopes + Instrumentation.

[42]  Thierry Fusco,et al.  First laboratory validation of vibration filtering with LQG control law for adaptive optics. , 2008, Optics express.