Data synthesis in the Community Land Model for ecosystem simulation
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- 作者：Hongsheng Hea ; he@utk.edu" class="auth_mail" title="E-mail the corresponding authorAuthor Vitae ; Dali Wangb ; wangd@ornl.gov" class="auth_mail" title="E-mail the corresponding authorAuthor Vitae ; Yang XucAuthor Vitae ; Jindong Tana ; tan@utk.edu" class="auth_mail" title="E-mail the corresponding authorAuthor Vitae
- 关键词：Data synthesis ; Data analysis ; Machine learning ; Affinity Propagation ; ARIMA model
- 刊名：Journal of Computational Science
- 出版年：2016
- 出版时间：March 2016
- 年：2016
- 卷：13
- 期：Complete
- 页码：83-95
- 全文大小：2533 K
文摘
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A data synthesis model is proposed to generate geosystem data in climate simulation.
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The feature extraction method is customizable for different physical properties in time and frequency domain.
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The physical relationships between geosystem variables are discovered and modeled in different feature space.