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中国地震局地球物理研究所/geoist

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mingzhaochina_ded4 提交于 2022-04-19 14:36 . DiTingTools_v0419

DiTingTools [谛听--用于天然地震数据处理的深度学习工具包]

This module is undergoing rapid development.

该模块仍在开发阶段。

Description [简介]

DiTingTools aims to provide modules for developing, training, evaluating, and applying deep-learning-based methods to solve data processing tasks in earthquake seismology.

谛听工具包主要为开发、训练、测评和应用基于深度学习的天然地震数据处理方法提供帮助。

Getting Started [教程]

Right now there are three example notebooks: (1) How to read DiTing50Hz dataset;(2) How to train an earthquake detection and phase picking model with DiTingTools; (3) How to train a first-motion polarity determination model with DiTingTools. More examples will be updated in the futrue.

目前有三个例子:(1)如何读取谛听数据集;(2)如何训练地震检测和震相拾取模型;(3)如何训练一个初动极性判别模型。

Dependencies

  • tensorflow == 2.2.0
  • keras == 2.4.3
  • scipy
  • numpy
  • pyyaml
  • h5py
  • tqdm
  • scikit-learn
  • obspy

Installing

-- To be updated

Authors

Xiao zhuowei, Zhao ming, Chen shi.

Version History

-- To be updated

License

-- To be updated

Acknowledgments

-- To be updated

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