Effects of environmental variables on seedling distribution of rare and endangered Dacrydium pierrei

Because growth environment is affected by climate change, Dacrydium pierrei resources are becoming less and less. Therefore, understanding the effects of environmental variables on seedling-sapling distributions can help gain insight into changes in population recruitment in the context of climate c...

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Main Authors: Wu Chunyan, Chen Yongfu, Chen Qiao, Wang Wenquan, Hong Xiaojiang, Han Wentao, Li Xiaocheng
Format: Article
Language:English
Published: De Gruyter 2017-11-01
Series:Open Life Sciences
Subjects:
pca
gmm
Online Access:https://doi.org/10.1515/biol-2017-0040
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spelling doaj-78c6508016b84306b49587b0f3650e572021-09-05T20:42:22ZengDe GruyterOpen Life Sciences2391-54122017-11-0112134535510.1515/biol-2017-0040biol-2017-0040Effects of environmental variables on seedling distribution of rare and endangered Dacrydium pierreiWu Chunyan0Chen Yongfu1Chen Qiao2Wang Wenquan3Hong Xiaojiang4Han Wentao5Li Xiaocheng6Research Institute of Forest Resource Information Techniques, Chinese Academy of Forestry, Beijing, 100091, ChinaResearch Institute of Forest Resource Information Techniques, Chinese Academy of Forestry, Beijing, 100091, ChinaResearch Institute of Forest Resource Information Techniques, Chinese Academy of Forestry, Beijing, 100091, ChinaResearch Institute of Forest Resource Information Techniques, Chinese Academy of Forestry, Beijing, 100091, ChinaHainan Bawangling National Natural Reserve, Changjiang572722, Hainan, ChinaHainan Bawangling National Natural Reserve, Changjiang572722, Hainan, ChinaHainan Bawangling National Natural Reserve, Changjiang572722, Hainan, ChinaBecause growth environment is affected by climate change, Dacrydium pierrei resources are becoming less and less. Therefore, understanding the effects of environmental variables on seedling-sapling distributions can help gain insight into changes in population recruitment in the context of climate change. The seedling-saplings distribution and variability of Dacrydium pierrei in environmental variables at Bawangling, Hainan, China, was surveyed over a 3-year period. In addition, laboratory experiments measuring the effects of soil moisture on seedling emergence were conducted to identify seedling development characteristics; principal component analysis (PCA) and Gaussian mixture model (GMM) were used to assess how different factors influenced Dacrydium pierrei seedlings-saplings distribution. The results demonstrated that the influence degree of seedling-sapling distribution is soil temperature>litter thickness>available phosphorus>canopy density> available potassium>nitrate nitrogen; a large number of seedling-saplings occurring at altitudes 1140-1300 m; a GMM trained with a C2-L3-H4-A5-I6 combination yielded an accuracy of 72.23% in simulating seedling-saplings distribution; temperature and precipitation have strong impact on seedling-sapling distribution, with increasing soil moisture, seedling emergence shows a positive relationship. This study focuses more on developing a new method for research on the seedling-sapling distribution of Dacrydium pierrei to get reference for its adaptive management with the intense extreme climate change.https://doi.org/10.1515/biol-2017-0040environmentseedling-saplingsoil moisturepcagmmdacrydium pierrei
collection DOAJ
language English
format Article
sources DOAJ
author Wu Chunyan
Chen Yongfu
Chen Qiao
Wang Wenquan
Hong Xiaojiang
Han Wentao
Li Xiaocheng
spellingShingle Wu Chunyan
Chen Yongfu
Chen Qiao
Wang Wenquan
Hong Xiaojiang
Han Wentao
Li Xiaocheng
Effects of environmental variables on seedling distribution of rare and endangered Dacrydium pierrei
Open Life Sciences
environment
seedling-sapling
soil moisture
pca
gmm
dacrydium pierrei
author_facet Wu Chunyan
Chen Yongfu
Chen Qiao
Wang Wenquan
Hong Xiaojiang
Han Wentao
Li Xiaocheng
author_sort Wu Chunyan
title Effects of environmental variables on seedling distribution of rare and endangered Dacrydium pierrei
title_short Effects of environmental variables on seedling distribution of rare and endangered Dacrydium pierrei
title_full Effects of environmental variables on seedling distribution of rare and endangered Dacrydium pierrei
title_fullStr Effects of environmental variables on seedling distribution of rare and endangered Dacrydium pierrei
title_full_unstemmed Effects of environmental variables on seedling distribution of rare and endangered Dacrydium pierrei
title_sort effects of environmental variables on seedling distribution of rare and endangered dacrydium pierrei
publisher De Gruyter
series Open Life Sciences
issn 2391-5412
publishDate 2017-11-01
description Because growth environment is affected by climate change, Dacrydium pierrei resources are becoming less and less. Therefore, understanding the effects of environmental variables on seedling-sapling distributions can help gain insight into changes in population recruitment in the context of climate change. The seedling-saplings distribution and variability of Dacrydium pierrei in environmental variables at Bawangling, Hainan, China, was surveyed over a 3-year period. In addition, laboratory experiments measuring the effects of soil moisture on seedling emergence were conducted to identify seedling development characteristics; principal component analysis (PCA) and Gaussian mixture model (GMM) were used to assess how different factors influenced Dacrydium pierrei seedlings-saplings distribution. The results demonstrated that the influence degree of seedling-sapling distribution is soil temperature>litter thickness>available phosphorus>canopy density> available potassium>nitrate nitrogen; a large number of seedling-saplings occurring at altitudes 1140-1300 m; a GMM trained with a C2-L3-H4-A5-I6 combination yielded an accuracy of 72.23% in simulating seedling-saplings distribution; temperature and precipitation have strong impact on seedling-sapling distribution, with increasing soil moisture, seedling emergence shows a positive relationship. This study focuses more on developing a new method for research on the seedling-sapling distribution of Dacrydium pierrei to get reference for its adaptive management with the intense extreme climate change.
topic environment
seedling-sapling
soil moisture
pca
gmm
dacrydium pierrei
url https://doi.org/10.1515/biol-2017-0040
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