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Applying an artificial neural network to simulate and predict Chinese fir (Cunninghamia lanceolata) plantation carbon flux in subtropical China

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成果类型:
期刊论文
作者:
Wen, Xuding;Zhao, Zhonghui;Deng, Xiangwen*;Xiang, Wenhua;Tian, Dalun;...
通讯作者:
Deng, Xiangwen
作者机构:
[Wen, Xuding; Tian, Dalun; Zhao, Zhonghui; Zhou, Xiaolu; Xiang, Wenhua; Yan, Wende; Peng, Changhui; Deng, Xiangwen] Cent South Univ Forestry & Technol, Fac Life Sci & Technol, Natl Engn Lab Appl Technol Forestry & Ecol South, Changsha 410004, Hunan, Peoples R China.
[Zhou, Xiaolu; Peng, Changhui] Univ Quebec, Dept Biol Sci, Ctr CEF ESCER, Montreal, PQ H3C 3P8, Canada.
通讯机构:
[Deng, Xiangwen] C
Cent South Univ Forestry & Technol, Fac Life Sci & Technol, Natl Engn Lab Appl Technol Forestry & Ecol South, Changsha 410004, Hunan, Peoples R China.
语种:
英文
关键词:
C flux;Cunninghamia lanceolata plantation;Artificial neural network;Nonlinear problem
期刊:
Ecological Modelling
ISSN:
0304-3800
年:
2014
卷:
294
页码:
19-26
基金类别:
This study was supported by the Chinese 973 Program ( 2010CB833504-X ), the Introducing Advanced Technology Program (948 Program) (no. 2010-4-03 ), the Program for Science and Technology Innovative Research Team in Higher Educational Institutions of Hunan Province , and the Furong Scholar Program . We thank Brian Doonan for his assistance in editing of the manuscript.
机构署名:
本校为第一且通讯机构
院系归属:
生命科学与技术学院
摘要:
Carbon (C) flux between forest ecosystems and the atmosphere is an important ecosystem C cycling component. Modeling C flux plays a critical role in assessing both C cycles and budgets. This study aimed to determine important non-redundant input variables to quantify C flux and to develop a new application of a genetic neural network (GNN) model that accurately simulates C flux. Four input variables (atmospheric CO2 concentration, air temperature, photosynthetically active radiation (PAR), and relative humidity) were fixed, whereas three additi...

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