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An imputation/copula-based stochastic individual tree growth model for mixed species Acadian forests: a case study using the Nova Scotia permanent sample plot network
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作者 John A. Kershaw Jr Aaron R. Weiskittel +1 位作者 Michael B. Lavigne Elizabeth McGarrigle 《Forest Ecosystems》 SCIE CSCD 2017年第4期251-263,共13页
Background: A novel approach to modelling individual tree growth dynamics is proposed. The approach combines multiple imputation and copula sampling to produce a stochastic individual tree growth and yield projection... Background: A novel approach to modelling individual tree growth dynamics is proposed. The approach combines multiple imputation and copula sampling to produce a stochastic individual tree growth and yield projection system. Methods: The Nova Scotia, Canada permanent sample plot network is used as a case study to develop and test the modelling approach. Predictions from this model are compared to predictions from the Acadian variant of the Forest Vegetation Simulator, a widely used statistical individual tree growth and yield model. Results: Diameter and height growth rates were predicted with error rates consistent with those produced using statistical models. Mortality and ingrowth error rates were higher than those observed for diameter and height, but also were within the bounds produced by traditional approaches for predicting these rates. Ingrowth species composition was very poorly predicted. The model was capable of reproducing a wide range of stand dynamic trajectories and in some cases reproduced trajectories that the statistical model was incapable of reproducing. Conclusions: The model has potential to be used as a benchmarking tool for evaluating statistical and process models and may provide a mechanism to separate signal from noise and improve our ability to analyze and learn from large regional datasets that often have underlying flaws in sample design. 展开更多
关键词 Nearest neighbor imputation Copula sampling Individual tree growth model Mortality INGROWTH mixed species stand development Acadian forests Nova Scotia
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RESEARCH ON BUILT ENVIRONMENT FORM IN CITY AND TOWN
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作者 孙洪刚 《Journal of Shanghai Jiaotong university(Science)》 EI 2001年第1期113-116,共4页
Aimed at the fading environment characteristics with globalization, this paper provided a new solution based on the conclusion of practical survey. The following steps are emphasized in the new methods:① the idea of ... Aimed at the fading environment characteristics with globalization, this paper provided a new solution based on the conclusion of practical survey. The following steps are emphasized in the new methods:① the idea of holistic thinking;② the quantitative approach; and ③ the mixed development. 展开更多
关键词 REHABILITATION quantitative analysis mixed development
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Optimizing Export Commodities Mix and Developing Complete Equipment Export
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作者 Cheng Jian President of Zhejiang Machinery Equipment Import & Export Corporation 《China's Foreign Trade》 1997年第1期9-9,共1页
Founded in 1978, the Zhejiang Machinery Equipment Import & Export Corporation is an industrial and trading company engaged in the import and export business of machinery, electronics and instruments. Since 1980, w... Founded in 1978, the Zhejiang Machinery Equipment Import & Export Corporation is an industrial and trading company engaged in the import and export business of machinery, electronics and instruments. Since 1980, when is was granted self-operational rights, the company has increased year by year in terms of export volume, with its management improving and economic returns steadily rising. In 1995, its import and export volume hit US$119. 展开更多
关键词 Optimizing Export Commodities Mix and Developing Complete Equipment Export
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