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自然语言处理技术在油气勘探开发的应用前景

李桂仔 魏莉 尹彦君 冯高城 王凤刚 张震

重庆大学学报2025,Vol.48Issue(10):95-109,15.
重庆大学学报2025,Vol.48Issue(10):95-109,15.DOI:10.11835/j.issn.1000-582X.2025.10.009

自然语言处理技术在油气勘探开发的应用前景

The prospects of applying natural language processing technology in oil and gas exploration and development:A case study of ChatGPT

李桂仔 1魏莉 1尹彦君 1冯高城 1王凤刚 1张震1

作者信息

  • 1. 中海油能源发展股份有限公司 工程技术分公司,天津 300450
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摘要

Abstract

With the rapid progress of artificial intelligence,the application of natural language processing(NLP)has expanded across various fields,such as finance,medical care,education,and e-commerce,offering efficient and intelligent solutions for diverse business arenas.This study primarily discusses the specific application scenarios,challenges,and potential future developments of ChatGPT in oil and gas exploration and development.Using Python to access the ChatGPT API,illustrative examples demonstrate its strengths in information retrieval,decision support,and customer service within this industry.These advantages translate into improved operational efficiency,optimized decision-making,enhanced customer service and communication,and innovative problem-solving methods.Additionally,ChatGPT's strong programming capabilities further improve the efficiency of AI applications in this field.Fine-tuning ChatGPT with domain-specific knowledge and data enables the development of dedicated intelligent systems for oil and gas operations,where the quantity and quality of data determine the model's accuracy and expertise.Nevertheless,challenges remain,such as response reliability,data quality,model accuracy,and data security.Future trends are expected to include enhanced comprehension,improved creativity,and greater interactivity.Furthermore,ChatGPT can be integrated with data lakes to support data querying,fault prediction,automated report generation,training,and workflow automation.With continuous upgrades and user-driving optimization,NLP technologies such as ChatGPT are anticipated to play an increasingly critical role in the oil and gas sector.

关键词

ChatGPT/自然语言处理/人工智能/油气勘探开发/数据湖

Key words

ChatGPT/natural language processing/artificial intelligence/oil and gas exploration and development/data lakes

分类

天文与地球科学

引用本文复制引用

李桂仔,魏莉,尹彦君,冯高城,王凤刚,张震..自然语言处理技术在油气勘探开发的应用前景[J].重庆大学学报,2025,48(10):95-109,15.

基金项目

海油发展重大专项(HFKJ-ZX-GJ-2023-02).Supported by Major Special Program of Cenertech(HFKJ-ZX-GJ-2023-02). (HFKJ-ZX-GJ-2023-02)

重庆大学学报

OA北大核心

1000-582X

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