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联合BEMD与LS-SVM的多波束异常数据探测方法

赵祥鸿 暴景阳 欧阳永忠 刘聚

海洋测绘2017,Vol.37Issue(4):43-46,50,5.
海洋测绘2017,Vol.37Issue(4):43-46,50,5.DOI:10.3969/j.issn.1671-3044.2017.04.009

联合BEMD与LS-SVM的多波束异常数据探测方法

Detecting Outliers of Multibeam Sounding Data Based on BEMD and LS-SVM

赵祥鸿 1暴景阳 1欧阳永忠 2刘聚1

作者信息

  • 1. 海军大连舰艇学院海洋测绘系,辽宁大连116018
  • 2. 海军海洋测绘研究所,天津300061
  • 折叠

摘要

Abstract

A method of detecting outlier of multibeam sounding based on BEMD and LSSVM is proposed for the nonlinear characteristics of multi-beam depth data.First,decompose the data into a number of functions in different frequencies using the method of BEMD;then,detect the outliers in IMF1 and IMF2 with the method of LSSVM;last,the outliers of original depth data was detected by the two outliers before.The feasibility of the method is proved by experiment,and better than the single model in defecting outliers.

关键词

多波束测深系统/异常值/本征模态函数/二维经验模态/最小二乘支持向量机

Key words

multibeam sounding system/outliers/intrinsic mode function/bidimensional empirical mode decomposition/least squares support vector machine

分类

天文与地球科学

引用本文复制引用

赵祥鸿,暴景阳,欧阳永忠,刘聚..联合BEMD与LS-SVM的多波束异常数据探测方法[J].海洋测绘,2017,37(4):43-46,50,5.

基金项目

国家自然科学基金(41474012,41374018). (41474012,41374018)

海洋测绘

OACSCDCSTPCD

1671-3044

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