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基于神经网络的消色差旋转双棱镜反向解算 被引量:1

Inverse calculation of achromatic Risley prism based on neural network
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摘要 为了实现基于双棱镜的光电跟踪平台,需要根据光束指向精确求解两棱镜转角。基于非近轴光线追迹法与二步法,利用神经网络拟合了消色差旋转双棱镜角度差值与偏转角之间的关系,并在求解方位角与消色差旋转双棱镜两组棱镜转角的时候,将其中的非线性关系与线性关系分开,利用神经网络对其中的非线性关系进行了拟合,最终得到了消色差旋转双棱镜转角与出射光束指向的数值关系。实验表明,在仅用3层神经网络共20个神经元的条件下,得到了两棱镜旋转角度反向解算值达到了0.0001°量级。 To achieve an optoelectronic tracking platform based on biprisms,it is necessary to accuratelycalculate the angle of the Risley prisms based on the beam direction.This article uses non-paraxial ray tracing methodand two-step method to fit the relationship between the angle difference and deflection angle of achromatic rotatingbiprism using the Neural Network.In solving the azimuth angle and the angle of achromatic rotating biprism,weseparate the nonlinear relationship from the linear relationship,which is also fitted by using neural network.Finally,the mapping relationship between the angle of achromatic rotating biprism and the direction of the outgoing beam isobtained.The experiment shows that the exact inverse calculation of angle value of 0.0001°is obtained under thecondition of using only three layers of neural network with 20 neurons.
作者 罗昊鑫 姚宇翔 潘文武 游安清 Luo Haoxin;Yao Yuxiang;Pan Wenwu;You Anqing(Institute of Applied Electronics,CAEP,Mianyang 621900,China;Graduate School of China Academy of Engineering Physics,Mianyang 621999,China)
出处 《强激光与粒子束》 CAS CSCD 北大核心 2023年第7期61-67,共7页 High Power Laser and Particle Beams
关键词 旋转双棱镜 反向解析解 消色差 光束指向 非近轴光线追迹 rotational double prism inverse solution achromatic aberration beam steering nonparaxial raytracing
作者简介 联系方式:罗昊鑫,874577946@qq.com。
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