Application of gradient descent method to the sedimentary grain-size distribution fitting

被引:10
|
作者
Chen, Haibo [1 ]
Lv, Xianqing [1 ]
Qiao, Yansong [2 ]
机构
[1] Ocean Univ China, Lab Phys Oceanog, Qingdao 266100, Peoples R China
[2] Chinese Acad Geol Sci, Inst Geomech, Beijing 100081, Peoples R China
关键词
Nonlinear least squares data fitting; Gradient descent; Mixture distribution of three lognormal components; Laser grain-size; Existence theorem; LEAST-SQUARES; ORTHOGONAL DISTANCES; NORTHERN CHINA; MODEL FUNCTION; CURVE; IDENTIFICATION; EXISTENCE; MONSOON; RECORDS;
D O I
10.1016/j.cam.2009.09.005
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
Existence of a least squares solution for a sum of several weighted normal functions is proved. The gradient descent (GD) method is used to fit the measured data (i.e. the laser grain-size distribution of the sediments) with a sum of three weighted lognormal functions. The numerical results indicate that the GD method is not only easy to operate but also could effectively optimize the parameters of the fitting function with the error decreasing steadily. Meanwhile the overall fitting results are satisfactory. As a new way of data fitting, the GD method could also be used to solve other optimization problems. (C) 2009 Elsevier B.V. All rights reserved.
引用
收藏
页码:1128 / 1138
页数:11
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