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Modeling Grassland Ecosystem Responses to Coupled Climate and Socioeconomic Influences in Multi-Spatial-And-Temporal Scales
Xie, Y.; Crary, D.; Bai, Y.; Cui, X.; Zhang, A.
2019
发表期刊JOURNAL OF ENVIRONMENTAL INFORMATICS
ISSN1726-2135
卷号33期号:1页码:37-46
摘要Assessment of ecosystem responses to coupled human and environmental impacts is increasingly acknowledged as an important research of environmental informatics. However, current ecological and environmental models are not effective for capturing the coupled influences due to prevalent approaches of separating human interferences from environmental changes, common uses of time-averaged or cumulative data, and the lack of efficient methods integrating environmental observations with socioeconomic statistics that are tabulated over different spatial units. In this paper, we presented an integrated modeling framework to tackle these limitations. We developed data-assimilation techniques to integrate ecological and climate data with socioeconomic statistics into a coherent dataset on the basis of conforming spatial units. These data were used in panel regressions to estimate responses of grassland productivity to coupled climate factors (seven) and socioeconomic indicators (ten) across 37 counties for nine 16-day growing periods each year from 2000 to 2010. We also advanced the analysis of climate impacts by allowing for quadratic rather than linear impacts and by incorporating lagged time effects for the dependent variable. The case study was conducted in Inner Mongolia Autonomous Region of China. Our findings provided strong evidence that the grassland productivity responded significantly to variations in both climate factors and socioeconomic variables; displayed significant seasonal, annual, and regional variation; and revealed cumulative influences from prior climate conditions and extreme climate fluctuations. The assimilation of climatic, ecological and socioeconomic data into a big-data set and the application of multi-spatial-and-temporal panel regression model were much more comprehensive than prior studies.
关键词climate change data assimilation grasslands multi-dimensional panel data model socioeconomic transformation spatiotemporal analysis
学科领域Environmental Sciences
DOI10.3808/jei.201600337
收录类别SCI
语种英语
WOS关键词PLANT-RESPONSES ; GROWTH ; PRECIPITATION ; DYNAMICS ; SYSTEMS ; SPACE
WOS研究方向Environmental Sciences & Ecology
WOS记录号WOS:000454633700004
出版者INT SOC ENVIRON INFORM SCI
文献子类Article
出版地REGINA
EISSN1684-8799
资助机构Land-Cover/Land-Use Program at NASA [NNX09 AK87G]
作者邮箱yxie@emich.edu
引用统计
被引频次:31[WOS]   [WOS记录]     [WOS相关记录]
文献类型期刊论文
条目标识符http://ir.ibcas.ac.cn/handle/2S10CLM1/19830
专题植被与环境变化国家重点实验室
作者单位1.[Xie, Y.] Eastern Michigan Univ, Inst Geospatial Res & Educ, Ypsilanti, MI 48197 USA
2.[Xie, Y.
3.Zhang, A.] Hebei Univ Engn, Sch Hydropower, Handan 056021, Peoples R China
4.[Crary, D.] Eastern Michigan Univ, Dept Econ, Ypsilanti, MI 48197 USA
5.[Bai, Y.] Chinese Acad Sci, Inst Bot, Beijing 100093, Peoples R China
6.[Cui, X.] Wuhan Univ, Int Sch Software, Wuhan 430079, Hubei, Peoples R China
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GB/T 7714
Xie, Y.,Crary, D.,Bai, Y.,et al. Modeling Grassland Ecosystem Responses to Coupled Climate and Socioeconomic Influences in Multi-Spatial-And-Temporal Scales[J]. JOURNAL OF ENVIRONMENTAL INFORMATICS,2019,33(1):37-46.
APA Xie, Y.,Crary, D.,Bai, Y.,Cui, X.,&Zhang, A..(2019).Modeling Grassland Ecosystem Responses to Coupled Climate and Socioeconomic Influences in Multi-Spatial-And-Temporal Scales.JOURNAL OF ENVIRONMENTAL INFORMATICS,33(1),37-46.
MLA Xie, Y.,et al."Modeling Grassland Ecosystem Responses to Coupled Climate and Socioeconomic Influences in Multi-Spatial-And-Temporal Scales".JOURNAL OF ENVIRONMENTAL INFORMATICS 33.1(2019):37-46.
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