智能地热场技术现状与建设方案

IF 7 Q1 ENERGY & FUELS Petroleum Exploration and Development Pub Date : 2024-08-01 DOI:10.1016/S1876-3804(24)60523-9
Gensheng LI , Xianzhi SONG , Yu SHI , Gaosheng WANG , Zhongwei HUANG
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引用次数: 0

摘要

针对智能技术在地热开发中应用的关键问题,构建了地热开发的智能应用场景。分析了各场景中智能技术的研究现状和存在的挑战,提出了智能地热田系统的建设方案。智能地热田是地热开发工程与人工智能等先进技术的有机结合。目前,智能地热田技术仍处于探索阶段。它已经在地热储层智能表征、地热储层动态智能模拟、开发方案智能优化、地热开发智能管理等场景中进行了应用测试。但其仍面临计算成本高、实时响应难、多解及模型依赖性强、动态多约束实时优化难、多源数据深度集成等诸多问题。提出了智能地热田系统的构建方案,该方案由全数据库、智能表征、智能模拟和智能优化控制等模块组成。模块之间通过数据传输和模型交互建立联系。下一阶段,要重点研究智能地热田系统各模块的基础理论和关键技术,加快地热开发利用的全生命周期智能化改造,促进地热资源的智能、稳定、长效、优化和安全生产。
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Current status and construction scheme of smart geothermal field technology

To address the key problems in the application of intelligent technology in geothermal development, smart application scenarios for geothermal development are constructed. The research status and existing challenges of intelligent technology in each scenario are analyzed, and the construction scheme of smart geothermal field system is proposed. The smart geothermal field is an organic integration of geothermal development engineering and advanced technologies such as the artificial intelligence. At present, the technology of smart geothermal field is still in the exploratory stage. It has been tested for application in scenarios such as intelligent characterization of geothermal reservoirs, dynamic intelligent simulation of geothermal reservoirs, intelligent optimization of development schemes and smart management of geothermal development. However, it still faces many problems, including the high computational cost, difficult real-time response, multiple solutions and strong model dependence, difficult real-time optimization of dynamic multi-constraints, and deep integration of multi-source data. The construction scheme of smart geothermal field system is proposed, which consists of modules including the full database, intelligent characterization, intelligent simulation and intelligent optimization control. The connection between modules is established through the data transmission and the model interaction. In the next stage, it is necessary to focus on the basic theories and key technologies in each module of the smart geothermal field system, to accelerate the lifecycle intelligent transformation of the geothermal development and utilization, and to promote the intelligent, stable, long-term, optimal and safe production of geothermal resources.

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来源期刊
CiteScore
11.50
自引率
0.00%
发文量
473
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