孔凡童
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- Supervisor of Master's Candidates
- E-Mail:
- School/Department:电子信息与电气工程学院
- Education Level:With Certificate of Graduation for Doctorate Study
- Degree:Doctoral Degree in Engineering
- Alma Mater:中国石油大学（华东）
- Teacher College:电子信息与电气工程学院
- Paper Publications
A Deep Prior Convolutional Autoencoder for Seismic Data Interpolation
Release time:2026-08-11 Hits:
- DOI number:10.3997/2214-4609.202011461
- Affiliation of Author(s):中国石油大学（华东）;米兰理工大学
- Teaching and Research Group:地球科学与技术学院;电子信息系
- Journal:EAGE 2020 Annual Conference & Exhibition Online
- Place of Publication:荷兰
- Key Words:seismic data interpolation; deep prior; convolutional autoencoder; unsupervised learning
- Abstract:提出以卷积自编码器作为深度先验的地震数据插值方法，在不依赖外部训练集的情况下由观测数据优化网络参数。方法利用编码器—解码器结构表达空间相关性，用于恢复缺失地震道并降低过拟合风险。
- Note:来源：https://doi.org/10.3997/2214-4609.202011461
- Co-author:Vincenzo Lipari, Francesco Picetti, Paolo Bestagini, Stefano Tubaro
- First Author:Fantong Kong
- Indexed by:科研论文
- Discipline:Natural Science
- First-Level Discipline:Geophysics
- Document Type:会议论文
- Issue:1
- Page Number:1-5
- Date of Publication:2020-01-01