Reconstructed Sea Level Anomalies and modeled Sea Level Anomalies for US coasts Self-organizing map data affiliated with four upper atmospheric parameters over the US
收藏Mendeley Data2024-03-27 更新2024-06-26 收录
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资源简介:
This data set contains several components affiliated with a research article from JGR-Oceans: Observed Anom SL by region: contains the anomalous sea level values in m for the period 1979-2016 for the 12 regions defined in the article Narx Open Loop Anom SL: contains the projected sea level values for the same regions using the neural network NARX models in open loop Narx Closed Loop Anom SL: contains the projected sea level values for the same regions using the neural network NARX models in closed loop SOM membership: SOM node membership for each day for each of the 12 SOMs produced
本数据集包含源自《地球物理学研究杂志:海洋》(Journal of Geophysical Research: Oceans,JGR-Oceans)一篇研究论文的多个组分:
1. 按区域划分的实测异常海平面(Observed Anomalous Sea Level, Anom SL):收录该论文中定义的12个区域在1979年至2016年期间的异常海平面数值(单位:米)。
2. NARX开环异常海平面:采用开环模式下的非线性自回归外生(Nonlinear AutoRegressive eXogenous, NARX)神经网络模型,针对上述12个区域生成的对应预测海平面数值。
3. NARX闭环异常海平面:采用闭环模式下的NARX神经网络模型,针对上述12个区域生成的对应预测海平面数值。
4. 自组织映射(Self-Organizing Map, SOM)隶属度:针对所生成的12个自组织映射,给出每个映射下每日的节点隶属关系。
创建时间:
2024-01-23



