从迅速的弹性重力信号中对大地震进行快速和全面的表征
Kévin Juhel1,2, Quentin Bletery1, Andrea Licciardi1
1Observatoire de la Côte d'Azur, Université Côte d'Azur, IRD, CNRS, Géoazur, Valbonne, France.
概括
在地震波之前检测到的快速弹性重力信号现在可以用于地震特征. 一个深度学习模型准确地估计了早期海警告的幅度和焦点机制.
科学领域:
- 地质物理学 地质物理学
- 地震学 地震学
- 机器学习 机器学习
背景情况:
- 快速弹性重力信号是引力诱导的信号,先于地震波,为早期地震预警提供了潜在的可能性.
- 在地震噪声附近的弱信号幅度限制了它们的操作使用,特别是对于较小的地震或未知的焦点机制.
- 以前的深度学习模型对大地震 (M ≥8.3) 显示出有前途,但需要已知的焦点机制.
研究的目的:
- 通过使用快速弹性重力信号,在完全地震表征方面展示了前所未有的性能.
- 提高地震预警深度学习模型的准确性和范围.
- 评估海预警应用的潜力.
主要方法:
- 在阿拉斯加和加拿大西部利用了密集的宽带地震网络.
- 应用了深度学习模型来分析快速弹性重力信号.
- 专注于全面的地震表征,包括大小和焦点机制估计.
主要成果:
- 实现了对地震的精确幅度 (M≥7.8) 和焦点机制估计.
- 在起源时间后2分钟内提供了表征,突出了海产生的潜力.
- 与以前的方法相比,表现显著改善.
结论:
- 这项研究代表了对快速弹性重力信号的常规操作使用的重大进展.
- 深度学习模型显示了加强地震和海预警系统在设备密集的地区的巨大潜力.
- 现在可以使用这些信号准确和快速地对地震进行表征.
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