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利用基于Transformer的深度学习方法填补GRACE数据空白

Created2024-12-16|Updated2024-12-16
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Author: ALTNT
Link: http://blog.705553939.xyz/2024/12/16/crop_classification/Crop%20classification/2024-rse-Transformer-based-Grace/
Copyright Notice: All articles in this blog are licensed under CC BY-NC-SA 4.0 unless stating additionally.
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Contents
  1. 1. 利用基于Transformer的深度学习方法填补GRACE数据空白
    1. 1.1. 摘要
    2. 1.2. 研究背景
    3. 1.3. 数据来源
      1. 1.3.1. GRACE数据
      2. 1.3.2. 气候数据
      3. 1.3.3. 蒸散数据
    4. 1.4. 研究方法
      1. 1.4.1. Transformer模型
      2. 1.4.2. 训练与验证
      3. 1.4.3. 性能指标
    5. 1.5. 研究结果
      1. 1.5.1. 验证填补结果
      2. 1.5.2. 不同干旱条件下的准确性评估
      3. 1.5.3. 时间序列填补质量评估
    6. 1.6. 研究讨论
    7. 1.7. 研究结论
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