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 Oscillating Neural Networks with Time-Delay by Intermittent Control [J].
Liu, Chao ;
Li, Chuandong ;
Duan, Shukai .
INTERNATIONAL JOURNAL OF CONTROL AUTOMATION AND SYSTEMS, 2011, 9 (06) :1074-1079
[22]   Stabilization control for power systems by nonlinear state feedback control using neural networks [J].
Senjyu, T ;
Arakaki, T ;
Morishima, Y ;
Uezato, K .
ELECTRICAL ENGINEERING IN JAPAN, 2002, 139 (03) :26-34
[23]   Stabilization with control networks [J].
Ishii, H ;
Francis, BA .
AUTOMATICA, 2002, 38 (10) :1745-1751
[24]   Intelligent Proportional-Integral-Derivative Control-Based Modulating Functions for Laser Beam Pointing and Stabilization [J].
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
[25]   DIGITAL DIVIDER CIRCUIT FOR A LASER-BEAM-POINTING STABILIZATION SYSTEM [J].
SINCLAIR, PM ;
DRUMMOND, JR ;
MAY, AD .
APPLIED OPTICS, 1995, 34 (03) :408-409
[26]   Digital divider circuit for a laser-beam-pointing stabilization system [J].
Univ of Toronto, Toronto, Canada .
Appl Opt, 3 (408-409)
[27]   CONTROL OF NONLINEAR DYNAMIC-SYSTEMS USING NEURAL NETWORKS - CONTROLLABILITY AND STABILIZATION [J].
LEVIN, AU ;
NARENDRA, KS .
IEEE TRANSACTIONS ON NEURAL NETWORKS, 1993, 4 (02) :192-206
[28]   Global Exponential Stabilization of Neural Networks with Time Delay via Impulsive Control [J].
Chen, Wu-Hua ;
Lu, Xiaomei ;
Zheng, Wei Xing .
2014 IEEE 53RD ANNUAL CONFERENCE ON DECISION AND CONTROL (CDC), 2014, :6782-6787
[29]   Finite-time stabilization control of memristor-based neural networks [J].
Cai, Zuowei ;
Huang, Lihong ;
Zhu, Mingxun ;
Wang, Dongshu .
NONLINEAR ANALYSIS-HYBRID SYSTEMS, 2016, 20 :37-54
[30]   Delayed state-feedback control for stabilization of neural networks with leakage delay [J].
Zhu, Haitao ;
Rakkiyappan, R. ;
Li, Xiaodi .
NEURAL NETWORKS, 2018, 105 :249-255