填补GRACE和GRACE-FO任务之间的差距:对插值技术的评估
Hugo Lecomte1,2, Severine Rosat1, Mioara Mandea3
1ITES, Université de Strasbourg (CNRS UMR7063), 5 Rue Descartes, 67084 Strasbourg, France.
概括
我们评估了填补地球差距的方法.
科学领域:
- 地测与地球系统科学 地测与地球系统科学
- 对时间变量的重力场数据的分析.
背景情况:
- 重力恢复和气候实验 (GRACE) 和GRACE后续任务为研究地球的重力场提供了关键数据.
- 这些时间序列中缺少的数据阻碍了对地球过程的分析.
研究的目的:
- 建立一个基准来比较全球时间变量的重力场数据的填空技术.
- 评估和比较各种卫星监测和插值方法.
主要方法:
- 复制和调整卫星监测和插值技术.
- 评估的技术包括最小正方形匹配,PCA,SSA,MSSA和自动回归模型.
- 采用删除和恢复方法进行相互比较.
主要成果:
- 自动回归插值技术获得了最高分.
- 季节周期的最小正方形适配提供了一个简单,有效的预测.
- 提供了技术优势和局限性的详细比较.
结论:
- 为了评估重力场分析中的填空技术,建立了一个基准.
- 自动回归模型和季节性循环适配是有效的填补差距的策略.
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