Cargando…

Uncertainty in gap filling and estimating the annual sum of carbon dioxide exchange for the desert Tugai forest, Ebinur Lake Basin, Northwest China

In most eddy covariance (EC) studies, carbon flux measurements have a high defect rate for a variety of reasons. Obtaining the annual sum of carbon dioxide exchange requires imputation of data gaps with high precision and accuracy. This study used five methods to fill the gaps in carbon flux data an...

Descripción completa

Detalles Bibliográficos
Autores principales: Teng, Dexiong, He, Xuemin, Wang, Jingzhe, Wang, Jinlong, Lv, Guanghui
Formato: Online Artículo Texto
Lenguaje:English
Publicado: PeerJ Inc. 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7017791/
https://www.ncbi.nlm.nih.gov/pubmed/32095356
http://dx.doi.org/10.7717/peerj.8530
_version_ 1783497253921488896
author Teng, Dexiong
He, Xuemin
Wang, Jingzhe
Wang, Jinlong
Lv, Guanghui
author_facet Teng, Dexiong
He, Xuemin
Wang, Jingzhe
Wang, Jinlong
Lv, Guanghui
author_sort Teng, Dexiong
collection PubMed
description In most eddy covariance (EC) studies, carbon flux measurements have a high defect rate for a variety of reasons. Obtaining the annual sum of carbon dioxide exchange requires imputation of data gaps with high precision and accuracy. This study used five methods to fill the gaps in carbon flux data and estimate the total annual carbon dioxide exchange of the Tugai forest in the arid desert ecosystem of Ebinur Lake Basin, Northwest China. The Monte Carlo method was used to estimate the random error and bias caused by gap filling. The results revealed that (1) there was a seasonal difference in the friction velocity threshold of nighttime flux, with values in the growing season and non-growing season of 0.12 and 0.10 m/s, respectively; (2) the five gap-filling methods explained 77–84% of the data variability in the fluxes, and the random errors estimated by these methods were characterized by non-normality and leptokurtic heavy tail features, following the Laplacian (or double-exponential) distribution; (3) estimates of the annual sum of carbon dioxide exchange using the five methods at the study site in 2015 ranged from −178.25 to −155.21 g C m(−2) year(−1), indicating that the Tugai forest in the Ebinur Lake Basin is a net carbon sink. The standard deviation of the total annual carbon dioxide exchange sums estimated by the five different methods ranged from 3.15 to 19.08 g C m(−2) year(−1), with bias errors ranging from −13.69 to 14.05 g C m(−2) year(−1). This study provides a theoretical basis for the carbon dioxide exchange and carbon source/sink assessment of the Tugai forest in an arid desert ecosystem. In order to explore the functioning of the Tugai forest at this site, a greater understanding of the underlying ecological mechanisms is necessary.
format Online
Article
Text
id pubmed-7017791
institution National Center for Biotechnology Information
language English
publishDate 2020
publisher PeerJ Inc.
record_format MEDLINE/PubMed
spelling pubmed-70177912020-02-24 Uncertainty in gap filling and estimating the annual sum of carbon dioxide exchange for the desert Tugai forest, Ebinur Lake Basin, Northwest China Teng, Dexiong He, Xuemin Wang, Jingzhe Wang, Jinlong Lv, Guanghui PeerJ Ecology In most eddy covariance (EC) studies, carbon flux measurements have a high defect rate for a variety of reasons. Obtaining the annual sum of carbon dioxide exchange requires imputation of data gaps with high precision and accuracy. This study used five methods to fill the gaps in carbon flux data and estimate the total annual carbon dioxide exchange of the Tugai forest in the arid desert ecosystem of Ebinur Lake Basin, Northwest China. The Monte Carlo method was used to estimate the random error and bias caused by gap filling. The results revealed that (1) there was a seasonal difference in the friction velocity threshold of nighttime flux, with values in the growing season and non-growing season of 0.12 and 0.10 m/s, respectively; (2) the five gap-filling methods explained 77–84% of the data variability in the fluxes, and the random errors estimated by these methods were characterized by non-normality and leptokurtic heavy tail features, following the Laplacian (or double-exponential) distribution; (3) estimates of the annual sum of carbon dioxide exchange using the five methods at the study site in 2015 ranged from −178.25 to −155.21 g C m(−2) year(−1), indicating that the Tugai forest in the Ebinur Lake Basin is a net carbon sink. The standard deviation of the total annual carbon dioxide exchange sums estimated by the five different methods ranged from 3.15 to 19.08 g C m(−2) year(−1), with bias errors ranging from −13.69 to 14.05 g C m(−2) year(−1). This study provides a theoretical basis for the carbon dioxide exchange and carbon source/sink assessment of the Tugai forest in an arid desert ecosystem. In order to explore the functioning of the Tugai forest at this site, a greater understanding of the underlying ecological mechanisms is necessary. PeerJ Inc. 2020-02-10 /pmc/articles/PMC7017791/ /pubmed/32095356 http://dx.doi.org/10.7717/peerj.8530 Text en © 2020 Teng et al. https://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, reproduction and adaptation in any medium and for any purpose provided that it is properly attributed. For attribution, the original author(s), title, publication source (PeerJ) and either DOI or URL of the article must be cited.
spellingShingle Ecology
Teng, Dexiong
He, Xuemin
Wang, Jingzhe
Wang, Jinlong
Lv, Guanghui
Uncertainty in gap filling and estimating the annual sum of carbon dioxide exchange for the desert Tugai forest, Ebinur Lake Basin, Northwest China
title Uncertainty in gap filling and estimating the annual sum of carbon dioxide exchange for the desert Tugai forest, Ebinur Lake Basin, Northwest China
title_full Uncertainty in gap filling and estimating the annual sum of carbon dioxide exchange for the desert Tugai forest, Ebinur Lake Basin, Northwest China
title_fullStr Uncertainty in gap filling and estimating the annual sum of carbon dioxide exchange for the desert Tugai forest, Ebinur Lake Basin, Northwest China
title_full_unstemmed Uncertainty in gap filling and estimating the annual sum of carbon dioxide exchange for the desert Tugai forest, Ebinur Lake Basin, Northwest China
title_short Uncertainty in gap filling and estimating the annual sum of carbon dioxide exchange for the desert Tugai forest, Ebinur Lake Basin, Northwest China
title_sort uncertainty in gap filling and estimating the annual sum of carbon dioxide exchange for the desert tugai forest, ebinur lake basin, northwest china
topic Ecology
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7017791/
https://www.ncbi.nlm.nih.gov/pubmed/32095356
http://dx.doi.org/10.7717/peerj.8530
work_keys_str_mv AT tengdexiong uncertaintyingapfillingandestimatingtheannualsumofcarbondioxideexchangeforthedeserttugaiforestebinurlakebasinnorthwestchina
AT hexuemin uncertaintyingapfillingandestimatingtheannualsumofcarbondioxideexchangeforthedeserttugaiforestebinurlakebasinnorthwestchina
AT wangjingzhe uncertaintyingapfillingandestimatingtheannualsumofcarbondioxideexchangeforthedeserttugaiforestebinurlakebasinnorthwestchina
AT wangjinlong uncertaintyingapfillingandestimatingtheannualsumofcarbondioxideexchangeforthedeserttugaiforestebinurlakebasinnorthwestchina
AT lvguanghui uncertaintyingapfillingandestimatingtheannualsumofcarbondioxideexchangeforthedeserttugaiforestebinurlakebasinnorthwestchina