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抗差主成分估计在单位线推算中的应用

王玉丽 包为民 沈丹丹 张阳 费如君

水力发电2017,Vol.43Issue(2):23-26,4.
水力发电2017,Vol.43Issue(2):23-26,4.

抗差主成分估计在单位线推算中的应用

Robust Principal Component Estimate in Unit Hydrograph Evaluation

王玉丽 1包为民 1沈丹丹 1张阳 2费如君2

作者信息

  • 1. 河海大学水文水资源学院,江苏 南京210098
  • 2. 中国电建集团中南勘测设计研究院有限公司,湖南长沙410014
  • 折叠

摘要

Abstract

The Unit Hydrograph is widely used in simulating surface runoff processes.However,the results of least squares estimator are not satisfactory or even unreasonable when the matrix is ill-conditioned or outlier in the observed data.For solving these problems,the Robust Least Squares Estimator and Robust Principal Component Estimate are used and the results are compared with the Least Squares Estimator.The calculation results show that the Robust Principal Component Estimate cannot be able to overcome the ill-conditioned matrix,but can withstand the observations of interference in outliers.

关键词

单位线/最小二乘法/抗差最小二乘法/抗差主成分估计

Key words

Unit Hydrograph/Least Squares Estimator/Robust Least Squares Estimator/Robust Principal Component Estimate

分类

建筑与水利

引用本文复制引用

王玉丽,包为民,沈丹丹,张阳,费如君..抗差主成分估计在单位线推算中的应用[J].水力发电,2017,43(2):23-26,4.

基金项目

国家自然科学基金面上基金项目资助(51279057) (51279057)

水利部公益性行业科研专项项目(201501059) (201501059)

水力发电

OA北大核心CSTPCD

0559-9342

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