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地质钻进过程数据处理与智能监测方法综述

杜胜 马天宇 范海鹏 黄澄

西华大学学报(自然科学版)2026,Vol.45Issue(5):1-16,16.
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西华大学学报(自然科学版)2026,Vol.45Issue(5):1-16,16.DOI:10.12198/j.issn.1673-159X.6115

地质钻进过程数据处理与智能监测方法综述

Review of Data Processing and Intelligent Monitoring Methods for Geological Drilling Processes

杜胜 1马天宇 2范海鹏 3黄澄2

作者信息

  • 1. 中国地质大学(武汉)人工智能与自动化学院,湖北 武汉 430074||中国地质大学(武汉)未来技术学院,湖北 武汉 430074||复杂系统先进控制与智能自动化湖北省重点实验室,湖北 武汉 430074
  • 2. 中国地质大学(武汉)未来技术学院,湖北 武汉 430074
  • 3. 中国地质大学(武汉)人工智能与自动化学院,湖北 武汉 430074||复杂系统先进控制与智能自动化湖北省重点实验室,湖北 武汉 430074
  • 折叠

摘要

Abstract

As an important basis for energy exploration,resource development,and environmental pro-tection,geological drilling is of significance to national energy security and sustainable development.In the face of complex geological conditions brought by deep and unconventional resource exploration,tradition-al monitoring technologies can no longer meet the requirements of efficient and safe operations.The key methods and research progress of geological drilling processes were systematically reviewed from the two aspects of data processing and intelligent monitoring.At the data processing level,the applicability and lim-itations of data augmentation and dimensionality reduction techniques in complex operating conditions were analyzed.At the intelligent monitoring level,the core ideas of different modeling schemes were sum-marized,and the construction principles and physical meanings of monitoring statistics in various methods were sorted out.Finally,challenges facing current research were deeply analyzed,and future research direc-tions were prospected.

关键词

地质钻进/过程监测/数据处理/智能建模

Key words

geological drilling/process monitoring/data processing/intelligent modeling

分类

天文与地球科学

引用本文复制引用

杜胜,马天宇,范海鹏,黄澄..地质钻进过程数据处理与智能监测方法综述[J].西华大学学报(自然科学版),2026,45(5):1-16,16.

基金项目

湖北省自然科学基金面上项目(2025AFB471) (2025AFB471)

武汉市自然科学基金项目(2024040801020280) (2024040801020280)

中央高校基本科研业务费专项资金资助项目(2021237). (2021237)

西华大学学报(自然科学版)

1673-159X

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