Abstract

This paper compares two control methods to predict and correct aero-optical wavefronts derived from recent flight-test data. The first is an optimal linear time-invariant controller constructed from an identified state-space model of the turbulence flow. The second control method is an adaptive controller based on a recursive least-squares lattice filter. The performance of these control schemes versus classical integrator methods is investigated in an adaptive optics experiment that reproduces the aberrations from in-flight measurements of aero-optical turbulence. Experimental results show the improvement in wavefront correction achieved by both prediction methods. Altering the flow characteristics of the disturbance wavefront during the control process illustrates the ability of the adaptive controller to track changes in the aberration statistics.

© 2012 Optical Society of America

PDF Article

References

  • View by:
  • |
  • |
  • |

  1. B. L. Ellerbroek and T. A. Rhoadarmer, “Real-time adaptive optimization of wavefront reconstruction algorithms for closed-loop adaptive optical systems,” Proc. SPIE 3353, 1174–1185 (1998).
    [CrossRef]
  2. J. S. Gibson, C. C. Chang, and B. L. Ellerbroek, “Adaptive optics: wave-front correction by use of adaptive filtering and control,” Appl. Opt. 39, 2525–2538 (2000).
    [CrossRef]
  3. T. A. Rhoadarmer, L. M. Klein, J. S. Gibson, N. Chen, and Y.-T. Liu, “Adaptive control and filtering for closed-loop adaptive-optical wavefront reconstruction,” Proc. SPIE 6306, 63060E (2006).
    [CrossRef]
  4. Y. T. Liu and J. S. Gibson, “Adaptive control in adaptive optics for directed-energy systems,” Opt. Eng. 46, 046601 (2007).
    [CrossRef]
  5. S. Monirabbasi and J. S. Gibson, “Adaptive control in an adaptive optics experiment,” J. Opt. Soc. Am. A 27, A84–A96 (2010).
    [CrossRef]
  6. C. M. S. Corley, M. Nagashima, and B. N. Agrawal, “Beam control and a new laboratory testbed for adaptive optics in a maritime environment,” in Proceedings of 2010 IEEE Aerospace Conference (IEEE, 2010), pp. 1–13.
  7. C. M. S. Corley, “Maritime adaptive optics beam control,” Ph.D. thesis (Naval Post Graduate School, 2010).
  8. C. Petit, J.-M. Conan, C. Kulcsar, H.-F. Raynaud, T. Fusco, J. Montri, F. Chemla, and D. Rabaud, “Off-axis adaptive optics with optimal control: experimental and numerical validation,” Proc. SPIE 5903, 59030P (2005).
    [CrossRef]
  9. C. Kulcsár, H.-F. Raynaud, C. Petit, J.-M. Conan, and P. Viaris de Lesegno, “Optimal control, observers and integrators in adaptive optics,” Opt. Express 14, 7464–7476 (2006).
    [CrossRef]
  10. K. Hinnen, M. Verhaegen, and N. Doelman, “Exploiting the spatiotemporal correlation in adaptive optics using data-driven H2 optimal control,” J. Opt. Soc. Am. A 24, 1714–1725 (2007).
    [CrossRef]
  11. K. Hinnen, M. Verhaegen, and N. Doelman, “A data-driven H2 optimal control approach for adaptive optics,” IEEE Trans. Control Syst. Technol. 16, 381–395 (2008).
    [CrossRef]
  12. C. Petit, J.-M. Conan, C. Kulcsár, and H.-F. Raynaud, “Linear quadratic Gaussian control for adaptive optics and multiconjugate adaptive optics: experimental and numerical analysis,” J. Opt. Soc. Am. A 26, 1307–1325 (2009).
    [CrossRef]
  13. J. Tesch, J. S. Gibson, S. Gordeyev, and E. Jumper, “Identification, prediction and control of aero optical wavefronts in laser beam propagation,” in 42nd AIAA Plasmadynamics and Lasers Conference (AIAA, 2011), paper 2011-3276.
  14. J. Tesch and J. S. Gibson, “Optimal and adaptive correction of aero-optical wavefronts in an adaptive optics experiment,” Proc. SPIE 8165, 816502 (2011).
    [CrossRef]
  15. J. Tesch, “High-performance control and prediction for adaptive optics,” Ph.D. thesis (University of California, Los Angeles, 2011).
  16. C. Porter, S. Gordeyev, M. Zenk, and E. Jumper, “Flight measurements of aero-optical distortions from a flat-windowed turret on the Airborne Aero-Optics Laboratory (AAOL),” in 42nd AIAA Plasmadynamics and Lasers Conference (AIAA, 2011), paper 2011-3280.
  17. R. Fraanje, J. Rice, M. Verhaegen, and N. Doelman, “Fast reconstruction and prediction of frozen flow turbulence based on structured Kalman filtering,” J. Opt. Soc. Am. A 27, A235–A245 (2010).
    [CrossRef]
  18. A. Beghi, A. Cenedese, and A. Masiero, “A Markov-random-field-based approach to modeling and prediction of atmospheric turbulence,” in 16th Mediterranean Conference on Control and Automation (MCA, 2008), pp. 1735–1740.
  19. A. Beghi, A. Cenedese, and A. Masiero, “Stochastic realization approach to the efficient simulation of phase screens,” J. Opt. Soc. Am. A 25, 515–525 (2008).
    [CrossRef]
  20. A. Beghi, A. Cenedese, and A. Masiero, “Multiscale stochastic approach for phase screens synthesis,” Appl. Opt. 50, 4124–4133 (2011).
    [CrossRef]
  21. P. K. Orzechowski, N. Chen, J. S. Gibson, and T. C. Tsao, “Optimal suppression of laser beam jitter by high-order RLS adaptive control,” IEEE Trans. Control Syst. Technol. 16, 255–267 (2008).
    [CrossRef]
  22. S. Gordeyev and E. Jumper, “Fluid dynamics and aero-optics of turrets,” Prog. Aerosp. Sci. 46, 388–400 (2010).
    [CrossRef]
  23. S. Gordeyev, J. A. Cress, E. Jumper, and A. B. Cain, “Aero-optical environment around a cylindrical turret with a flat window,” AIAA J. 49, 308–315 (2011).
    [CrossRef]
  24. M. Weng, A. Mani, and S. Gordeyev, “Physics and computation of aero-optics,” Annu. Rev. Fluid Mech. 44, 299–321 (2012).
    [CrossRef]
  25. N. Y. Chen and J. S. Gibson, “Subspace system identification using a multichannel lattice filter,” in Proceedings of the 2004 American Control Conference (IEEE, 2004), Vol. 1, pp. 855–860.
  26. P. Van Overschee and B. De Moor, Subspace Identification for Linear Systems (Kluwer Academic, 1996).
  27. T. Katayama, Subspace Methods for System Identification (Springer-Verlag, 2005).
  28. M. Verhaegen and V. Verdult, Filtering and System Identification, a Least Squares Approach (Cambridge University, 2007).
  29. S. B. Jiang and J. S. Gibson, “An unwindowed multichannel lattice filter with orthogonal channels,” IEEE Trans. Signal Process. 43, 2831–2842 (1995).
    [CrossRef]
  30. B. Widrow and E. Walsh, Adaptive Inverse Control (Prentice Hall, 1996).
  31. N. O. Arancibia, S. Perez Gibson, and T.-C. Tsao, “Frequency-weighted minimum-variance adaptive control of laser beam jitter,” IEEE/ASME Trans. Mechatron. 14, 337–348 (2009).
    [CrossRef]
  32. A. H. Sayed, Fundamentals of Adaptive Filtering (Wiley, 2003).
  33. W. H. Southwell, “Wave-front estimation from wave-front slope measurements,” J. Opt. Soc. Am. 70, 998–1006 (1980).
    [CrossRef]
  34. J. D. Mansell and B. Henderson, “Temporal and spatial characterization of polymer membrane deformable mirrors,” Proc. SPIE 7466, 74660D (2009).
    [CrossRef]

2012 (1)

M. Weng, A. Mani, and S. Gordeyev, “Physics and computation of aero-optics,” Annu. Rev. Fluid Mech. 44, 299–321 (2012).
[CrossRef]

2011 (3)

S. Gordeyev, J. A. Cress, E. Jumper, and A. B. Cain, “Aero-optical environment around a cylindrical turret with a flat window,” AIAA J. 49, 308–315 (2011).
[CrossRef]

J. Tesch and J. S. Gibson, “Optimal and adaptive correction of aero-optical wavefronts in an adaptive optics experiment,” Proc. SPIE 8165, 816502 (2011).
[CrossRef]

A. Beghi, A. Cenedese, and A. Masiero, “Multiscale stochastic approach for phase screens synthesis,” Appl. Opt. 50, 4124–4133 (2011).
[CrossRef]

2010 (3)

2009 (3)

N. O. Arancibia, S. Perez Gibson, and T.-C. Tsao, “Frequency-weighted minimum-variance adaptive control of laser beam jitter,” IEEE/ASME Trans. Mechatron. 14, 337–348 (2009).
[CrossRef]

J. D. Mansell and B. Henderson, “Temporal and spatial characterization of polymer membrane deformable mirrors,” Proc. SPIE 7466, 74660D (2009).
[CrossRef]

C. Petit, J.-M. Conan, C. Kulcsár, and H.-F. Raynaud, “Linear quadratic Gaussian control for adaptive optics and multiconjugate adaptive optics: experimental and numerical analysis,” J. Opt. Soc. Am. A 26, 1307–1325 (2009).
[CrossRef]

2008 (3)

A. Beghi, A. Cenedese, and A. Masiero, “Stochastic realization approach to the efficient simulation of phase screens,” J. Opt. Soc. Am. A 25, 515–525 (2008).
[CrossRef]

K. Hinnen, M. Verhaegen, and N. Doelman, “A data-driven H2 optimal control approach for adaptive optics,” IEEE Trans. Control Syst. Technol. 16, 381–395 (2008).
[CrossRef]

P. K. Orzechowski, N. Chen, J. S. Gibson, and T. C. Tsao, “Optimal suppression of laser beam jitter by high-order RLS adaptive control,” IEEE Trans. Control Syst. Technol. 16, 255–267 (2008).
[CrossRef]

2007 (2)

2006 (2)

C. Kulcsár, H.-F. Raynaud, C. Petit, J.-M. Conan, and P. Viaris de Lesegno, “Optimal control, observers and integrators in adaptive optics,” Opt. Express 14, 7464–7476 (2006).
[CrossRef]

T. A. Rhoadarmer, L. M. Klein, J. S. Gibson, N. Chen, and Y.-T. Liu, “Adaptive control and filtering for closed-loop adaptive-optical wavefront reconstruction,” Proc. SPIE 6306, 63060E (2006).
[CrossRef]

2005 (1)

C. Petit, J.-M. Conan, C. Kulcsar, H.-F. Raynaud, T. Fusco, J. Montri, F. Chemla, and D. Rabaud, “Off-axis adaptive optics with optimal control: experimental and numerical validation,” Proc. SPIE 5903, 59030P (2005).
[CrossRef]

2000 (1)

1998 (1)

B. L. Ellerbroek and T. A. Rhoadarmer, “Real-time adaptive optimization of wavefront reconstruction algorithms for closed-loop adaptive optical systems,” Proc. SPIE 3353, 1174–1185 (1998).
[CrossRef]

1995 (1)

S. B. Jiang and J. S. Gibson, “An unwindowed multichannel lattice filter with orthogonal channels,” IEEE Trans. Signal Process. 43, 2831–2842 (1995).
[CrossRef]

1980 (1)

Agrawal, B. N.

C. M. S. Corley, M. Nagashima, and B. N. Agrawal, “Beam control and a new laboratory testbed for adaptive optics in a maritime environment,” in Proceedings of 2010 IEEE Aerospace Conference (IEEE, 2010), pp. 1–13.

Arancibia, N. O.

N. O. Arancibia, S. Perez Gibson, and T.-C. Tsao, “Frequency-weighted minimum-variance adaptive control of laser beam jitter,” IEEE/ASME Trans. Mechatron. 14, 337–348 (2009).
[CrossRef]

Beghi, A.

A. Beghi, A. Cenedese, and A. Masiero, “Multiscale stochastic approach for phase screens synthesis,” Appl. Opt. 50, 4124–4133 (2011).
[CrossRef]

A. Beghi, A. Cenedese, and A. Masiero, “Stochastic realization approach to the efficient simulation of phase screens,” J. Opt. Soc. Am. A 25, 515–525 (2008).
[CrossRef]

A. Beghi, A. Cenedese, and A. Masiero, “A Markov-random-field-based approach to modeling and prediction of atmospheric turbulence,” in 16th Mediterranean Conference on Control and Automation (MCA, 2008), pp. 1735–1740.

Cain, A. B.

S. Gordeyev, J. A. Cress, E. Jumper, and A. B. Cain, “Aero-optical environment around a cylindrical turret with a flat window,” AIAA J. 49, 308–315 (2011).
[CrossRef]

Cenedese, A.

A. Beghi, A. Cenedese, and A. Masiero, “Multiscale stochastic approach for phase screens synthesis,” Appl. Opt. 50, 4124–4133 (2011).
[CrossRef]

A. Beghi, A. Cenedese, and A. Masiero, “Stochastic realization approach to the efficient simulation of phase screens,” J. Opt. Soc. Am. A 25, 515–525 (2008).
[CrossRef]

A. Beghi, A. Cenedese, and A. Masiero, “A Markov-random-field-based approach to modeling and prediction of atmospheric turbulence,” in 16th Mediterranean Conference on Control and Automation (MCA, 2008), pp. 1735–1740.

Chang, C. C.

Chemla, F.

C. Petit, J.-M. Conan, C. Kulcsar, H.-F. Raynaud, T. Fusco, J. Montri, F. Chemla, and D. Rabaud, “Off-axis adaptive optics with optimal control: experimental and numerical validation,” Proc. SPIE 5903, 59030P (2005).
[CrossRef]

Chen, N.

P. K. Orzechowski, N. Chen, J. S. Gibson, and T. C. Tsao, “Optimal suppression of laser beam jitter by high-order RLS adaptive control,” IEEE Trans. Control Syst. Technol. 16, 255–267 (2008).
[CrossRef]

T. A. Rhoadarmer, L. M. Klein, J. S. Gibson, N. Chen, and Y.-T. Liu, “Adaptive control and filtering for closed-loop adaptive-optical wavefront reconstruction,” Proc. SPIE 6306, 63060E (2006).
[CrossRef]

Chen, N. Y.

N. Y. Chen and J. S. Gibson, “Subspace system identification using a multichannel lattice filter,” in Proceedings of the 2004 American Control Conference (IEEE, 2004), Vol. 1, pp. 855–860.

Conan, J.-M.

Corley, C. M. S.

C. M. S. Corley, M. Nagashima, and B. N. Agrawal, “Beam control and a new laboratory testbed for adaptive optics in a maritime environment,” in Proceedings of 2010 IEEE Aerospace Conference (IEEE, 2010), pp. 1–13.

C. M. S. Corley, “Maritime adaptive optics beam control,” Ph.D. thesis (Naval Post Graduate School, 2010).

Cress, J. A.

S. Gordeyev, J. A. Cress, E. Jumper, and A. B. Cain, “Aero-optical environment around a cylindrical turret with a flat window,” AIAA J. 49, 308–315 (2011).
[CrossRef]

de Lesegno, P. Viaris

De Moor, B.

P. Van Overschee and B. De Moor, Subspace Identification for Linear Systems (Kluwer Academic, 1996).

Doelman, N.

Ellerbroek, B. L.

J. S. Gibson, C. C. Chang, and B. L. Ellerbroek, “Adaptive optics: wave-front correction by use of adaptive filtering and control,” Appl. Opt. 39, 2525–2538 (2000).
[CrossRef]

B. L. Ellerbroek and T. A. Rhoadarmer, “Real-time adaptive optimization of wavefront reconstruction algorithms for closed-loop adaptive optical systems,” Proc. SPIE 3353, 1174–1185 (1998).
[CrossRef]

Fraanje, R.

Fusco, T.

C. Petit, J.-M. Conan, C. Kulcsar, H.-F. Raynaud, T. Fusco, J. Montri, F. Chemla, and D. Rabaud, “Off-axis adaptive optics with optimal control: experimental and numerical validation,” Proc. SPIE 5903, 59030P (2005).
[CrossRef]

Gibson, J. S.

J. Tesch and J. S. Gibson, “Optimal and adaptive correction of aero-optical wavefronts in an adaptive optics experiment,” Proc. SPIE 8165, 816502 (2011).
[CrossRef]

S. Monirabbasi and J. S. Gibson, “Adaptive control in an adaptive optics experiment,” J. Opt. Soc. Am. A 27, A84–A96 (2010).
[CrossRef]

P. K. Orzechowski, N. Chen, J. S. Gibson, and T. C. Tsao, “Optimal suppression of laser beam jitter by high-order RLS adaptive control,” IEEE Trans. Control Syst. Technol. 16, 255–267 (2008).
[CrossRef]

Y. T. Liu and J. S. Gibson, “Adaptive control in adaptive optics for directed-energy systems,” Opt. Eng. 46, 046601 (2007).
[CrossRef]

T. A. Rhoadarmer, L. M. Klein, J. S. Gibson, N. Chen, and Y.-T. Liu, “Adaptive control and filtering for closed-loop adaptive-optical wavefront reconstruction,” Proc. SPIE 6306, 63060E (2006).
[CrossRef]

J. S. Gibson, C. C. Chang, and B. L. Ellerbroek, “Adaptive optics: wave-front correction by use of adaptive filtering and control,” Appl. Opt. 39, 2525–2538 (2000).
[CrossRef]

S. B. Jiang and J. S. Gibson, “An unwindowed multichannel lattice filter with orthogonal channels,” IEEE Trans. Signal Process. 43, 2831–2842 (1995).
[CrossRef]

N. Y. Chen and J. S. Gibson, “Subspace system identification using a multichannel lattice filter,” in Proceedings of the 2004 American Control Conference (IEEE, 2004), Vol. 1, pp. 855–860.

J. Tesch, J. S. Gibson, S. Gordeyev, and E. Jumper, “Identification, prediction and control of aero optical wavefronts in laser beam propagation,” in 42nd AIAA Plasmadynamics and Lasers Conference (AIAA, 2011), paper 2011-3276.

Gordeyev, S.

M. Weng, A. Mani, and S. Gordeyev, “Physics and computation of aero-optics,” Annu. Rev. Fluid Mech. 44, 299–321 (2012).
[CrossRef]

S. Gordeyev, J. A. Cress, E. Jumper, and A. B. Cain, “Aero-optical environment around a cylindrical turret with a flat window,” AIAA J. 49, 308–315 (2011).
[CrossRef]

S. Gordeyev and E. Jumper, “Fluid dynamics and aero-optics of turrets,” Prog. Aerosp. Sci. 46, 388–400 (2010).
[CrossRef]

J. Tesch, J. S. Gibson, S. Gordeyev, and E. Jumper, “Identification, prediction and control of aero optical wavefronts in laser beam propagation,” in 42nd AIAA Plasmadynamics and Lasers Conference (AIAA, 2011), paper 2011-3276.

C. Porter, S. Gordeyev, M. Zenk, and E. Jumper, “Flight measurements of aero-optical distortions from a flat-windowed turret on the Airborne Aero-Optics Laboratory (AAOL),” in 42nd AIAA Plasmadynamics and Lasers Conference (AIAA, 2011), paper 2011-3280.

Henderson, B.

J. D. Mansell and B. Henderson, “Temporal and spatial characterization of polymer membrane deformable mirrors,” Proc. SPIE 7466, 74660D (2009).
[CrossRef]

Hinnen, K.

K. Hinnen, M. Verhaegen, and N. Doelman, “A data-driven H2 optimal control approach for adaptive optics,” IEEE Trans. Control Syst. Technol. 16, 381–395 (2008).
[CrossRef]

K. Hinnen, M. Verhaegen, and N. Doelman, “Exploiting the spatiotemporal correlation in adaptive optics using data-driven H2 optimal control,” J. Opt. Soc. Am. A 24, 1714–1725 (2007).
[CrossRef]

Jiang, S. B.

S. B. Jiang and J. S. Gibson, “An unwindowed multichannel lattice filter with orthogonal channels,” IEEE Trans. Signal Process. 43, 2831–2842 (1995).
[CrossRef]

Jumper, E.

S. Gordeyev, J. A. Cress, E. Jumper, and A. B. Cain, “Aero-optical environment around a cylindrical turret with a flat window,” AIAA J. 49, 308–315 (2011).
[CrossRef]

S. Gordeyev and E. Jumper, “Fluid dynamics and aero-optics of turrets,” Prog. Aerosp. Sci. 46, 388–400 (2010).
[CrossRef]

J. Tesch, J. S. Gibson, S. Gordeyev, and E. Jumper, “Identification, prediction and control of aero optical wavefronts in laser beam propagation,” in 42nd AIAA Plasmadynamics and Lasers Conference (AIAA, 2011), paper 2011-3276.

C. Porter, S. Gordeyev, M. Zenk, and E. Jumper, “Flight measurements of aero-optical distortions from a flat-windowed turret on the Airborne Aero-Optics Laboratory (AAOL),” in 42nd AIAA Plasmadynamics and Lasers Conference (AIAA, 2011), paper 2011-3280.

Katayama, T.

T. Katayama, Subspace Methods for System Identification (Springer-Verlag, 2005).

Klein, L. M.

T. A. Rhoadarmer, L. M. Klein, J. S. Gibson, N. Chen, and Y.-T. Liu, “Adaptive control and filtering for closed-loop adaptive-optical wavefront reconstruction,” Proc. SPIE 6306, 63060E (2006).
[CrossRef]

Kulcsar, C.

C. Petit, J.-M. Conan, C. Kulcsar, H.-F. Raynaud, T. Fusco, J. Montri, F. Chemla, and D. Rabaud, “Off-axis adaptive optics with optimal control: experimental and numerical validation,” Proc. SPIE 5903, 59030P (2005).
[CrossRef]

Kulcsár, C.

Liu, Y. T.

Y. T. Liu and J. S. Gibson, “Adaptive control in adaptive optics for directed-energy systems,” Opt. Eng. 46, 046601 (2007).
[CrossRef]

Liu, Y.-T.

T. A. Rhoadarmer, L. M. Klein, J. S. Gibson, N. Chen, and Y.-T. Liu, “Adaptive control and filtering for closed-loop adaptive-optical wavefront reconstruction,” Proc. SPIE 6306, 63060E (2006).
[CrossRef]

Mani, A.

M. Weng, A. Mani, and S. Gordeyev, “Physics and computation of aero-optics,” Annu. Rev. Fluid Mech. 44, 299–321 (2012).
[CrossRef]

Mansell, J. D.

J. D. Mansell and B. Henderson, “Temporal and spatial characterization of polymer membrane deformable mirrors,” Proc. SPIE 7466, 74660D (2009).
[CrossRef]

Masiero, A.

A. Beghi, A. Cenedese, and A. Masiero, “Multiscale stochastic approach for phase screens synthesis,” Appl. Opt. 50, 4124–4133 (2011).
[CrossRef]

A. Beghi, A. Cenedese, and A. Masiero, “Stochastic realization approach to the efficient simulation of phase screens,” J. Opt. Soc. Am. A 25, 515–525 (2008).
[CrossRef]

A. Beghi, A. Cenedese, and A. Masiero, “A Markov-random-field-based approach to modeling and prediction of atmospheric turbulence,” in 16th Mediterranean Conference on Control and Automation (MCA, 2008), pp. 1735–1740.

Monirabbasi, S.

Montri, J.

C. Petit, J.-M. Conan, C. Kulcsar, H.-F. Raynaud, T. Fusco, J. Montri, F. Chemla, and D. Rabaud, “Off-axis adaptive optics with optimal control: experimental and numerical validation,” Proc. SPIE 5903, 59030P (2005).
[CrossRef]

Nagashima, M.

C. M. S. Corley, M. Nagashima, and B. N. Agrawal, “Beam control and a new laboratory testbed for adaptive optics in a maritime environment,” in Proceedings of 2010 IEEE Aerospace Conference (IEEE, 2010), pp. 1–13.

Orzechowski, P. K.

P. K. Orzechowski, N. Chen, J. S. Gibson, and T. C. Tsao, “Optimal suppression of laser beam jitter by high-order RLS adaptive control,” IEEE Trans. Control Syst. Technol. 16, 255–267 (2008).
[CrossRef]

Perez Gibson, S.

N. O. Arancibia, S. Perez Gibson, and T.-C. Tsao, “Frequency-weighted minimum-variance adaptive control of laser beam jitter,” IEEE/ASME Trans. Mechatron. 14, 337–348 (2009).
[CrossRef]

Petit, C.

Porter, C.

C. Porter, S. Gordeyev, M. Zenk, and E. Jumper, “Flight measurements of aero-optical distortions from a flat-windowed turret on the Airborne Aero-Optics Laboratory (AAOL),” in 42nd AIAA Plasmadynamics and Lasers Conference (AIAA, 2011), paper 2011-3280.

Rabaud, D.

C. Petit, J.-M. Conan, C. Kulcsar, H.-F. Raynaud, T. Fusco, J. Montri, F. Chemla, and D. Rabaud, “Off-axis adaptive optics with optimal control: experimental and numerical validation,” Proc. SPIE 5903, 59030P (2005).
[CrossRef]

Raynaud, H.-F.

Rhoadarmer, T. A.

T. A. Rhoadarmer, L. M. Klein, J. S. Gibson, N. Chen, and Y.-T. Liu, “Adaptive control and filtering for closed-loop adaptive-optical wavefront reconstruction,” Proc. SPIE 6306, 63060E (2006).
[CrossRef]

B. L. Ellerbroek and T. A. Rhoadarmer, “Real-time adaptive optimization of wavefront reconstruction algorithms for closed-loop adaptive optical systems,” Proc. SPIE 3353, 1174–1185 (1998).
[CrossRef]

Rice, J.

Sayed, A. H.

A. H. Sayed, Fundamentals of Adaptive Filtering (Wiley, 2003).

Southwell, W. H.

Tesch, J.

J. Tesch and J. S. Gibson, “Optimal and adaptive correction of aero-optical wavefronts in an adaptive optics experiment,” Proc. SPIE 8165, 816502 (2011).
[CrossRef]

J. Tesch, “High-performance control and prediction for adaptive optics,” Ph.D. thesis (University of California, Los Angeles, 2011).

J. Tesch, J. S. Gibson, S. Gordeyev, and E. Jumper, “Identification, prediction and control of aero optical wavefronts in laser beam propagation,” in 42nd AIAA Plasmadynamics and Lasers Conference (AIAA, 2011), paper 2011-3276.

Tsao, T. C.

P. K. Orzechowski, N. Chen, J. S. Gibson, and T. C. Tsao, “Optimal suppression of laser beam jitter by high-order RLS adaptive control,” IEEE Trans. Control Syst. Technol. 16, 255–267 (2008).
[CrossRef]

Tsao, T.-C.

N. O. Arancibia, S. Perez Gibson, and T.-C. Tsao, “Frequency-weighted minimum-variance adaptive control of laser beam jitter,” IEEE/ASME Trans. Mechatron. 14, 337–348 (2009).
[CrossRef]

Van Overschee, P.

P. Van Overschee and B. De Moor, Subspace Identification for Linear Systems (Kluwer Academic, 1996).

Verdult, V.

M. Verhaegen and V. Verdult, Filtering and System Identification, a Least Squares Approach (Cambridge University, 2007).

Verhaegen, M.

R. Fraanje, J. Rice, M. Verhaegen, and N. Doelman, “Fast reconstruction and prediction of frozen flow turbulence based on structured Kalman filtering,” J. Opt. Soc. Am. A 27, A235–A245 (2010).
[CrossRef]

K. Hinnen, M. Verhaegen, and N. Doelman, “A data-driven H2 optimal control approach for adaptive optics,” IEEE Trans. Control Syst. Technol. 16, 381–395 (2008).
[CrossRef]

K. Hinnen, M. Verhaegen, and N. Doelman, “Exploiting the spatiotemporal correlation in adaptive optics using data-driven H2 optimal control,” J. Opt. Soc. Am. A 24, 1714–1725 (2007).
[CrossRef]

M. Verhaegen and V. Verdult, Filtering and System Identification, a Least Squares Approach (Cambridge University, 2007).

Walsh, E.

B. Widrow and E. Walsh, Adaptive Inverse Control (Prentice Hall, 1996).

Weng, M.

M. Weng, A. Mani, and S. Gordeyev, “Physics and computation of aero-optics,” Annu. Rev. Fluid Mech. 44, 299–321 (2012).
[CrossRef]

Widrow, B.

B. Widrow and E. Walsh, Adaptive Inverse Control (Prentice Hall, 1996).

Zenk, M.

C. Porter, S. Gordeyev, M. Zenk, and E. Jumper, “Flight measurements of aero-optical distortions from a flat-windowed turret on the Airborne Aero-Optics Laboratory (AAOL),” in 42nd AIAA Plasmadynamics and Lasers Conference (AIAA, 2011), paper 2011-3280.

AIAA J. (1)

S. Gordeyev, J. A. Cress, E. Jumper, and A. B. Cain, “Aero-optical environment around a cylindrical turret with a flat window,” AIAA J. 49, 308–315 (2011).
[CrossRef]

Annu. Rev. Fluid Mech. (1)

M. Weng, A. Mani, and S. Gordeyev, “Physics and computation of aero-optics,” Annu. Rev. Fluid Mech. 44, 299–321 (2012).
[CrossRef]

Appl. Opt. (2)

IEEE Trans. Control Syst. Technol. (2)

K. Hinnen, M. Verhaegen, and N. Doelman, “A data-driven H2 optimal control approach for adaptive optics,” IEEE Trans. Control Syst. Technol. 16, 381–395 (2008).
[CrossRef]

P. K. Orzechowski, N. Chen, J. S. Gibson, and T. C. Tsao, “Optimal suppression of laser beam jitter by high-order RLS adaptive control,” IEEE Trans. Control Syst. Technol. 16, 255–267 (2008).
[CrossRef]

IEEE Trans. Signal Process. (1)

S. B. Jiang and J. S. Gibson, “An unwindowed multichannel lattice filter with orthogonal channels,” IEEE Trans. Signal Process. 43, 2831–2842 (1995).
[CrossRef]

IEEE/ASME Trans. Mechatron. (1)

N. O. Arancibia, S. Perez Gibson, and T.-C. Tsao, “Frequency-weighted minimum-variance adaptive control of laser beam jitter,” IEEE/ASME Trans. Mechatron. 14, 337–348 (2009).
[CrossRef]

J. Opt. Soc. Am. (1)

J. Opt. Soc. Am. A (5)

Opt. Eng. (1)

Y. T. Liu and J. S. Gibson, “Adaptive control in adaptive optics for directed-energy systems,” Opt. Eng. 46, 046601 (2007).
[CrossRef]

Opt. Express (1)

Proc. SPIE (5)

J. D. Mansell and B. Henderson, “Temporal and spatial characterization of polymer membrane deformable mirrors,” Proc. SPIE 7466, 74660D (2009).
[CrossRef]

B. L. Ellerbroek and T. A. Rhoadarmer, “Real-time adaptive optimization of wavefront reconstruction algorithms for closed-loop adaptive optical systems,” Proc. SPIE 3353, 1174–1185 (1998).
[CrossRef]

T. A. Rhoadarmer, L. M. Klein, J. S. Gibson, N. Chen, and Y.-T. Liu, “Adaptive control and filtering for closed-loop adaptive-optical wavefront reconstruction,” Proc. SPIE 6306, 63060E (2006).
[CrossRef]

C. Petit, J.-M. Conan, C. Kulcsar, H.-F. Raynaud, T. Fusco, J. Montri, F. Chemla, and D. Rabaud, “Off-axis adaptive optics with optimal control: experimental and numerical validation,” Proc. SPIE 5903, 59030P (2005).
[CrossRef]

J. Tesch and J. S. Gibson, “Optimal and adaptive correction of aero-optical wavefronts in an adaptive optics experiment,” Proc. SPIE 8165, 816502 (2011).
[CrossRef]

Prog. Aerosp. Sci. (1)

S. Gordeyev and E. Jumper, “Fluid dynamics and aero-optics of turrets,” Prog. Aerosp. Sci. 46, 388–400 (2010).
[CrossRef]

Other (12)

A. Beghi, A. Cenedese, and A. Masiero, “A Markov-random-field-based approach to modeling and prediction of atmospheric turbulence,” in 16th Mediterranean Conference on Control and Automation (MCA, 2008), pp. 1735–1740.

N. Y. Chen and J. S. Gibson, “Subspace system identification using a multichannel lattice filter,” in Proceedings of the 2004 American Control Conference (IEEE, 2004), Vol. 1, pp. 855–860.

P. Van Overschee and B. De Moor, Subspace Identification for Linear Systems (Kluwer Academic, 1996).

T. Katayama, Subspace Methods for System Identification (Springer-Verlag, 2005).

M. Verhaegen and V. Verdult, Filtering and System Identification, a Least Squares Approach (Cambridge University, 2007).

J. Tesch, “High-performance control and prediction for adaptive optics,” Ph.D. thesis (University of California, Los Angeles, 2011).

C. Porter, S. Gordeyev, M. Zenk, and E. Jumper, “Flight measurements of aero-optical distortions from a flat-windowed turret on the Airborne Aero-Optics Laboratory (AAOL),” in 42nd AIAA Plasmadynamics and Lasers Conference (AIAA, 2011), paper 2011-3280.

J. Tesch, J. S. Gibson, S. Gordeyev, and E. Jumper, “Identification, prediction and control of aero optical wavefronts in laser beam propagation,” in 42nd AIAA Plasmadynamics and Lasers Conference (AIAA, 2011), paper 2011-3276.

C. M. S. Corley, M. Nagashima, and B. N. Agrawal, “Beam control and a new laboratory testbed for adaptive optics in a maritime environment,” in Proceedings of 2010 IEEE Aerospace Conference (IEEE, 2010), pp. 1–13.

C. M. S. Corley, “Maritime adaptive optics beam control,” Ph.D. thesis (Naval Post Graduate School, 2010).

A. H. Sayed, Fundamentals of Adaptive Filtering (Wiley, 2003).

B. Widrow and E. Walsh, Adaptive Inverse Control (Prentice Hall, 1996).

Cited By

OSA participates in CrossRef's Cited-By Linking service. Citing articles from OSA journals and other participating publishers are listed here.

Alert me when this article is cited.


Metrics