Simultaneous Seismic Phase Picking and Polarity Determination with an Attention-Based Neural Network
发布时间:2023-01-19
点击次数:
- DOI码:
- 10.1785/0220220247
- 所属单位:
- 中国科学技术大学地球和空间科学学院
- 发表刊物:
- Seismological Research Letters
- 刊物所在地:
- 美国
- 摘要:
- Earthquake focal mechanisms present information on fault plane and stress direction, which is crucial for understanding tectonics and seismicity. Source focal mechanisms of small earthquakes are often difficult to determine from waveform modeling but feasible to infer from initial polarities. Here, we employ a state-of-the-art neural network infused with an attention mechanism to simultaneously pick arrivals and determine the first-motion polarity. The model is trained and tested with data from southern California. Compared with polarity inference with manual picks in the catalog, predicted po
- 第一作者:
- Ji Zhang
- 合写作者:
- 李泽峰, Jie Zhang
- 论文类型:
- 期刊论文
- 通讯作者:
- Jie Zhang
- 论文编号:
- 26
- 学科门类:
- 理学
- 一级学科:
- 地球物理学
- 文献类型:
- SCI
- 卷号:
- 94
- 期号:
- 2A
- 页面范围:
- 813-828
- ISSN号:
- 0895-0695
- 是否译文:
- 否
- 发表时间:
- 2023-01-19


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