Convolutional neural network-based moment tensor inversion using domain adaptation for microseismicity monitoring

J Choi, J Byun, SJ Seol, SK Lee - Exploration Geophysics, 2023 - Taylor & Francis
Microseismic monitoring is widely used to analyze the locations and growth directions of
fractures formed at sites of hydraulic fracturing treatment and CO2 geologic sequestration …

[HTML][HTML] 应用图像语义分割网络的微地震事件识别和初至拾取方法

邓飞, 蒋沛凡, 蒋先艺, 帅鹏飞, 唐云 - 石油地球物理勘探, 2022 - html.rhhz.net
微地震初至精确拾取是目前微地震监测关键环节之一, 传统的人工拾取方法耗时长, 效率低,
在实际应用中容易导致无法及时预警等问题. **年来, 基于深度学**的长短期记忆网络模型 …

Sensitivity analysis for successful microseismic moment tensor inversion using machine learning

J Choi, J Byun, SJ Seol - SEG Technical Program Expanded …, 2020 - library.seg.org
As development of machine learning technology, many researchers are trying to graft
machine learning into seismic processing. However, it is hard to create the training dataset …