Exploring Scale-Specific Controls on Soil Water Content across a 500-Kilometer Transect Using Multivariate Empirical Mode Decomposition

Soil water content (SWC) varies both spatially and temporally and is highly controlled by various factors operating at different intensities and scales. In this study, we investigated the scale-specific controls of SWC along a 500-km transect using multivariate empirical mode decomposition (MEMD) at...

Full description

Bibliographic Details
Main Authors: Yali Zhao, Yunqiang Wang, Xingchang Zhang, Li Wang
Format: Article
Language:English
Published: Wiley 2018-10-01
Series:Vadose Zone Journal
Online Access:https://dl.sciencesocieties.org/publications/vzj/articles/17/1/180097
id doaj-6ab835b0370740178565cf83bb7cfd7e
record_format Article
spelling doaj-6ab835b0370740178565cf83bb7cfd7e2020-11-25T01:29:40ZengWileyVadose Zone Journal1539-16632018-10-0117110.2136/vzj2018.05.0097Exploring Scale-Specific Controls on Soil Water Content across a 500-Kilometer Transect Using Multivariate Empirical Mode DecompositionYali ZhaoYunqiang WangXingchang ZhangLi WangSoil water content (SWC) varies both spatially and temporally and is highly controlled by various factors operating at different intensities and scales. In this study, we investigated the scale-specific controls of SWC along a 500-km transect using multivariate empirical mode decomposition (MEMD) at 42 sites. Soil water content and six environmental factors were divided into different intrinsic mode functions (IMFs) and residuals to represent different scales. Different values of IMFs for SWC and environmental factors were obtained throughout the whole profile and within five soil layers (0–1, 1–2, 2–3, 3–4, and 4–5 m). The largest scales (i.e., the scales that explain largest portion of variances) of SWC and environmental factors depended on the soil layer from which SWC was involved in MEMD analysis, and they were 272, 126, 134, 126, 117, and 121 km for soil layers from 0 to 1, 1 to 2, 2 to 3, 3 to 4, 4 to 5, and 0 to 5 m, respectively. The residuals accounted for a majority (33–78.1%) of the variance of the original data. At large scales (>250 km), precipitation and temperature were the controlling factors on SWC, whereas at moderate scales (65 km), elevation and sand were the factors determining SWC. In contrast, at all scales, clay content affected SWC distribution. The scale-specific prediction of SWC on the basis of IMFs and residuals contained more information on environmental factors than the results obtained at the measurement scale. Overall, SWC prediction from IMFs and their residuals were superior to those based on the original data. Using information obtained from MEMD could improve our understanding of the scale-specific characteristics of soil water and environmental factors across a long transect scale.https://dl.sciencesocieties.org/publications/vzj/articles/17/1/180097
collection DOAJ
language English
format Article
sources DOAJ
author Yali Zhao
Yunqiang Wang
Xingchang Zhang
Li Wang
spellingShingle Yali Zhao
Yunqiang Wang
Xingchang Zhang
Li Wang
Exploring Scale-Specific Controls on Soil Water Content across a 500-Kilometer Transect Using Multivariate Empirical Mode Decomposition
Vadose Zone Journal
author_facet Yali Zhao
Yunqiang Wang
Xingchang Zhang
Li Wang
author_sort Yali Zhao
title Exploring Scale-Specific Controls on Soil Water Content across a 500-Kilometer Transect Using Multivariate Empirical Mode Decomposition
title_short Exploring Scale-Specific Controls on Soil Water Content across a 500-Kilometer Transect Using Multivariate Empirical Mode Decomposition
title_full Exploring Scale-Specific Controls on Soil Water Content across a 500-Kilometer Transect Using Multivariate Empirical Mode Decomposition
title_fullStr Exploring Scale-Specific Controls on Soil Water Content across a 500-Kilometer Transect Using Multivariate Empirical Mode Decomposition
title_full_unstemmed Exploring Scale-Specific Controls on Soil Water Content across a 500-Kilometer Transect Using Multivariate Empirical Mode Decomposition
title_sort exploring scale-specific controls on soil water content across a 500-kilometer transect using multivariate empirical mode decomposition
publisher Wiley
series Vadose Zone Journal
issn 1539-1663
publishDate 2018-10-01
description Soil water content (SWC) varies both spatially and temporally and is highly controlled by various factors operating at different intensities and scales. In this study, we investigated the scale-specific controls of SWC along a 500-km transect using multivariate empirical mode decomposition (MEMD) at 42 sites. Soil water content and six environmental factors were divided into different intrinsic mode functions (IMFs) and residuals to represent different scales. Different values of IMFs for SWC and environmental factors were obtained throughout the whole profile and within five soil layers (0–1, 1–2, 2–3, 3–4, and 4–5 m). The largest scales (i.e., the scales that explain largest portion of variances) of SWC and environmental factors depended on the soil layer from which SWC was involved in MEMD analysis, and they were 272, 126, 134, 126, 117, and 121 km for soil layers from 0 to 1, 1 to 2, 2 to 3, 3 to 4, 4 to 5, and 0 to 5 m, respectively. The residuals accounted for a majority (33–78.1%) of the variance of the original data. At large scales (>250 km), precipitation and temperature were the controlling factors on SWC, whereas at moderate scales (65 km), elevation and sand were the factors determining SWC. In contrast, at all scales, clay content affected SWC distribution. The scale-specific prediction of SWC on the basis of IMFs and residuals contained more information on environmental factors than the results obtained at the measurement scale. Overall, SWC prediction from IMFs and their residuals were superior to those based on the original data. Using information obtained from MEMD could improve our understanding of the scale-specific characteristics of soil water and environmental factors across a long transect scale.
url https://dl.sciencesocieties.org/publications/vzj/articles/17/1/180097
work_keys_str_mv AT yalizhao exploringscalespecificcontrolsonsoilwatercontentacrossa500kilometertransectusingmultivariateempiricalmodedecomposition
AT yunqiangwang exploringscalespecificcontrolsonsoilwatercontentacrossa500kilometertransectusingmultivariateempiricalmodedecomposition
AT xingchangzhang exploringscalespecificcontrolsonsoilwatercontentacrossa500kilometertransectusingmultivariateempiricalmodedecomposition
AT liwang exploringscalespecificcontrolsonsoilwatercontentacrossa500kilometertransectusingmultivariateempiricalmodedecomposition
_version_ 1725095648916668416