Application of machine learning and deep learning in geothermal resource development: Trends and perspectives
Abdulrahman Al-Fakih, Abdulazeez Abdulraheem, Sanlinn Kaka
在清洁能源转型中，地热能作为稳定绿色资源备受关注，但地质复杂性及高成本限制了其发展。新兴的机器学习与深度学习技术正在突破这些限制，通过精准地质建模与实时系统监控，显著提升地热资源管理效率，降低成本，推动可持续能源解决方案。本文通过具体案例的剖析，生动展现了人工智能技术在地热能源领域的应用实践与显著成果，为地热能的科学开发与合理利用提供了坚实的理论依据与实践指南。
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Abdulrahman Al-Fakih, Abdulazeez Abdulraheem, Sanlinn Kaka. Application of machine learning and deep learning in geothermal resource development: trends and perspectives. Deep Underground Science and Engineering. 2024; 1-16. doi:10.1002/dug2.12098
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01
本文简介：
本文探讨了ML（机器学习）和DL（深度学习）技术在地热能源生产中的变革性影响。该研究通过回顾近期的研究进展和实际应用，提供了这些技术如何加强储层特征描述、生产优化和异常检测的见解。研究结果表明，ML和DL方法极大地提高了地热资源管理的效率和准确性，为更加可持续的能源解决方案铺平了道路。
Brief Introduction：
The article "Application of machine learning and deep learning in geothermal resource development: Trends and perspectives" explores the transformative impact of ML and DL technologies on geothermal energy production. The study provides insights into how these technologies enhance reservoir characterization, production optimization, and anomaly detection by reviewing recent advancements and practical applications. The findings suggest that ML and DL methods significantly improve the efficiency and accuracy of geothermal resource management, paving the way for more sustainable energy solutions.
02
本文亮点：
截至2024年，机器学习和深度学习在地热开发领域的最新进展得到展现。
通过案例研究呈现了人工智能在地震检测和储层工程中的实际应用。
分析了从2000年至2024年人工智能在地热能源领域的应用趋势。
探讨了未来人工智能在地热钻探和生产中的融合方向。
Highlights：
Recent machine learning/deep learning advancements in geothermal development up to 2024.
Case studies are presented on AI's practical impact in seismic detection and reservoir engineering.
AI application trends in geothermal energy from 2000 to 2024 are analyzed.
Future AI integration into geothermal drilling and production is explored.
03
第一作者简介：
Abdulrahman Ahmed Al-Fakih
姓名：Abdulrahman Ahmed Al-Fakih
隶属：法赫德国王石油与矿业大学，石油工程与地球科学学院
职位：研究员及SPE-KFUPM学生分会副会长
Name: Abdulrahman Ahmed Al-Fakih
Affiliation: College of Petroleum Engineering and Geosciences, King Fahd University of Petroleum and Minerals
Title: Researcher and Vice President of SPE-KFUPM Student Chapter
通讯作者简介：
Abdulazeez Abdulraheem
姓名：Abdulazeez Abdulraheem
隶属：法赫德国王石油与矿业大学，石油工程与地球科学学院
职称：在KFUPM的石油工程系担任教授。
Name: Abdulazeez Abdulraheem
Affiliation: College of Petroleum Engineering and Geosciences, King Fahd University of Petroleum and Minerals
Title: Professor, at the Department of Petroleum Engineering in KFUPM.
姓名：SanLinn I. Kaka
隶属：法赫德国王石油与矿业大学，石油工程与地球科学学院
职称：副教授，研究生协调员，CPG学生事务办公室，KFUPM地球科学系。
Name: SanLinn I. Kaka
Affiliation: College of Petroleum Engineering and Geosciences, King Fahd University of Petroleum and Minerals
Title: Associate Professor, Graduate Coordinator, CPG Student Affairs Office, Department of Geosciences in KFUPM.
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刊登范围：
地质资源勘探与开采
Exploration and extraction of geo-resources
能源物质地下储存和提取
Energy extraction and storage
地下空间基础设施
Underground infrastructures
地质环境和废弃物地质处置
Geo-environments and waste geological disposal
深地空间科学实验
Research and testing space in deep underground
地下空间或地下工程规划，设计和施工技术
Plan， design and construction technology for underground space and engineering
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