Three-dimensional coordinate measurement algorithm by optimizing BP neural network based on GA

坐标系 坐标空间 人工神经网络 职位(财务) 球坐标系 算法 坐标下降 计算机科学 空间参考系 失真(音乐) 遗传算法 椭球坐标系 数学 人工智能 几何学 放大器 带宽(计算) 经济 机器学习 计算机网络 财务
作者
Xiaohong Lü,Yongquan Wang,Jie Li,Yang Zhou,Zongjin Ren,Steven Y. Liang
出处
期刊:Engineering Computations [Emerald Publishing Limited]
卷期号:36 (6): 2066-2083 被引量:15
标识
DOI:10.1108/ec-09-2018-0410
摘要

Purpose The purpose of this paper is to solve the problem that the analytic solution model of spatial three-dimensional coordinate measuring system based on dual-position sensitive detector (PSD) is complex and its precision is not high. Design/methodology/approach A new three-dimensional coordinate measurement algorithm by optimizing back propagation (BP) neural network based on genetic algorithm (GA) is proposed. The mapping relation between three-dimensional coordinates of space points in the world coordinate system and light spot coordinates formed on dual-PSD has been built and applied to the prediction of three-dimensional coordinates of space points. Findings The average measurement error of three-dimensional coordinates of space points at three-dimensional coordinate measuring system based on dual-PSD based on GA-BP neural network is relatively small. This method does not require considering the lens distortion and the non-linearity of PSD. It has simple structure and high precision and is suitable for three-dimensional coordinate measurement of space points. Originality/value A new three-dimensional coordinate measurement algorithm by optimizing BP neural network based on GA is proposed to predict three-dimensional coordinates of space points formed on three-dimensional coordinate measuring system based on dual-PSD.
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