Laser pointing stabilization and control in the submicroradian regime with neural networks

被引:13
作者
Breitling, F [1 ]
Weigel, RS
Downer, MC
Tajima, T
机构
[1] Univ Texas, Dept Phys, Austin, TX 78712 USA
[2] Lawrence Livermore Natl Lab, Livermore, CA 94551 USA
关键词
D O I
10.1063/1.1334624
中图分类号
TH7 [仪器、仪表];
学科分类号
0804 ; 080401 ; 081102 ;
摘要
The possibility of controling the pointing stability of a slowly pulsed Ti:Sapphire laser system by lowpass filters and artificial neural networks (NN) is investigated by performing time series analysis and computer simulations on experimentally measured datasets. The simulations show that at pulse repetition rates of 20 Hz it is possible to use a feedforward algorithm to reduce the angular standard deviation from 0.7 to 0.3 mu rad. The properties and advantages of NN methods such as automatic adaptation characteristics of a time series are discussed. (C) 2001 American Institute of Physics.
引用
收藏
页码:1339 / 1342
页数:4
相关论文
共 50 条
  • [21] Stabilization of stochastic recurrent neural networks via inverse optimal control
    Sanchez, EN
    Perez, JP
    Chen, GR
    PROCEEDINGS OF THE 41ST IEEE CONFERENCE ON DECISION AND CONTROL, VOLS 1-4, 2002, : 1762 - 1763
  • [22] Stabilization of delayed neural networks
    Sanchez, EN
    Perez, JP
    Perez, J
    INTERNATIONAL CONFERENCE ON SYSTEMS, MAN AND CYBERNETICS, VOL 1-4, PROCEEDINGS, 2005, : 2156 - 2160
  • [23] Stabilization control for power systems by nonlinear state feedback control using neural networks
    Senjyu, T
    Arakaki, T
    Morishima, Y
    Uezato, K
    ELECTRICAL ENGINEERING IN JAPAN, 2002, 139 (03) : 26 - 34
  • [24] DIGITAL DIVIDER CIRCUIT FOR A LASER-BEAM-POINTING STABILIZATION SYSTEM
    SINCLAIR, PM
    DRUMMOND, JR
    MAY, AD
    APPLIED OPTICS, 1995, 34 (03): : 408 - 409
  • [25] Stabilization with control networks
    Ishii, H
    Francis, BA
    AUTOMATICA, 2002, 38 (10) : 1745 - 1751
  • [26] Digital divider circuit for a laser-beam-pointing stabilization system
    Univ of Toronto, Toronto, Canada
    Appl Opt, 3 (408-409):
  • [27] Intelligent Proportional-Integral-Derivative Control-Based Modulating Functions for Laser Beam Pointing and Stabilization
    N'Doye, Ibrahima
    Asiri, Sharefa
    Aloufi, Adil
    Al-Awan, Asem
    Laleg-Kirati, Taous-Meriem
    IEEE TRANSACTIONS ON CONTROL SYSTEMS TECHNOLOGY, 2020, 28 (03) : 1001 - 1008
  • [28] CONTROL OF NONLINEAR DYNAMIC-SYSTEMS USING NEURAL NETWORKS - CONTROLLABILITY AND STABILIZATION
    LEVIN, AU
    NARENDRA, KS
    IEEE TRANSACTIONS ON NEURAL NETWORKS, 1993, 4 (02): : 192 - 206
  • [29] Global Exponential Stabilization of Neural Networks with Time Delay via Impulsive Control
    Chen, Wu-Hua
    Lu, Xiaomei
    Zheng, Wei Xing
    2014 IEEE 53RD ANNUAL CONFERENCE ON DECISION AND CONTROL (CDC), 2014, : 6782 - 6787
  • [30] Stabilization of Discrete-Time Stochastic Delayed Neural Networks by Intermittent Control
    Wang, Pengfei
    He, Qianjing
    Su, Huan
    IEEE TRANSACTIONS ON CYBERNETICS, 2023, 53 (03) : 2017 - 2027