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基于 ICA 的动态测量误差分解重构方法

杨洪涛 方传智 费业泰

中国机械工程Issue(19):2592-2596,2602,6.
中国机械工程Issue(19):2592-2596,2602,6.DOI:10.3969/j.issn.1004-132X.2014.19.008

基于 ICA 的动态测量误差分解重构方法

Dynamic Measurement Error Decomposition and Reconstruction Method Based on ICA

杨洪涛 1方传智 1费业泰1

作者信息

  • 1. 安徽理工大学,淮南,232001
  • 折叠

摘要

Abstract

The method that ICA was used to decompose and reconstruct dynamic measurement er-rors was researched.The basic algorithm of ICA to decompose and reconstruct dynamic errors was elabrated detailedly.A measuring device for dynamic measurement errors was built by using the coor-dinate measuring machine and dual-frequency laser interferometer.The dynamic error separating ex-periments were done.The dynamic error data was processed respectively by using the method of adaptive filtering,wavelet analysis and ICA,which was aimed to separate and reconstruct the system-atic errors with linear change and with periodic change and the dynamic random errors.The experi-mental results prove that the overall sample of the measured dynamic errors must be fully applied for the precise analysis and error component indentification of the measured dynamic errors.Compared with the previous two methods,the systematic error with linear change and with periodic change and the dynamic random error can be separated and reconstructed more effectively and accurately by using ICA.

关键词

动态测量误差/独立成分分析/三坐标测量机/分解重构

Key words

dynamic measurement error/independent component analysis (ICA)/coordinate measuring machine/decomposition and reconstruction

分类

信息技术与安全科学

引用本文复制引用

杨洪涛,方传智,费业泰..基于 ICA 的动态测量误差分解重构方法[J].中国机械工程,2014,(19):2592-2596,2602,6.

中国机械工程

OA北大核心CSCDCSTPCD

1004-132X

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