Use The Coiflets and Daubechies Wavelet Transform To Reduce Data Noise For a Simple Experiment

Mahmood Jader, Sabah Manfi Redha
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Abstract

In this research, a simple experiment in the field of agriculture was studied, in terms of the effect of out-of-control noise as a result of several reasons, including the effect of environmental conditions on the observations of agricultural experiments, through the use of Discrete Wavelet transformation, specifically (The Coiflets transform of wavelength 1 to 2 and the Daubechies transform of wavelength 2 To 3) based on two levels of transform (J-4) and (J-5), and applying the hard threshold rules, soft and non-negative, and comparing the wavelet transformation methods using real data for an experiment with a size of 2 6 observations. The application was carried out through a program in the language of MATLAB. The researcher concluded that using the wavelet transform with the Suggested threshold reduced the noise of observations through the comparison criteria
用coiflet和daubecies小波变换去噪数据做一个简单的实验
本研究以农业领域的一个简单实验为例,基于(J-4)和(J-5)两个层次的变换,利用离散小波变换(波长1 ~ 2的Coiflets变换和波长2 ~ 3的Daubechies变换),研究了环境条件对农业实验观测结果的影响等几种原因导致的失控噪声的影响。并将硬阈值规则、软阈值规则和非负阈值规则应用于实际数据的小波变换方法中,对一个规模为26个观测值的实验进行了比较。该应用是通过MATLAB语言编写的程序来实现的。研究人员得出结论,使用小波变换和建议阈值通过比较标准降低了观测值的噪声
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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