扎格罗斯褶皱冲断带地质灾害影响与气藏压力动态:环境视角

Mahsa Asghari , Zahra Maleki , Ali Solgi , Mohammad Ali Ganjavian , Pooria Kianoush
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引用次数: 0

摘要

扎格罗斯褶皱冲断带(ZFTB)呈现出独特的地质灾害和天然气储层动力学的交叉点,由阿拉伯板块和欧亚板块碰撞引起的持续构造活动形成。这项研究的目的是评估地震诱发滑坡的风险及其对气藏压力动态的影响——特别关注Kabir Kuh气田——由于容易受到地震事件的影响,该气田被确定为一个需要监测的关键区域。提出了一种融合地理信息系统(GIS)制图、决策支持系统(DSS)建模和机器学习算法的新型混合模型。通过分析一个世纪以来的地震数据和实时环境参数,该模型使用随机森林算法的预测精度达到92%,显著优于传统方法。研究结果表明,地震活动与气藏压力波动之间存在很强的相关性,在重大地震事件期间观察到的平均压力变化为±150 psi。生成了滑坡易感性图,确定了需要采取主动管理策略的区域,特别是那些严重滑坡潜在威胁气田稳定的区域。将Seymareh滑坡确定为重大地质事件,凸显了滑坡灾害对气田完整性的影响。本研究强调将先进的预测技术整合到地震风险评估中,为地震活跃地区的可持续气藏管理提供可操作的见解。持续监测和实施先进岩土技术措施的必要性被强调为有效的地质灾害管理的重要组成部分。这项研究有助于理解地震灾害与气藏动态之间的相互作用,为未来的研究和风险管理和环境可持续性的实际应用提供了一个全面的框架。
本文章由计算机程序翻译,如有差异,请以英文原文为准。

Geohazard impact and gas reservoir pressure dynamics in the Zagros Fold-Thrust Belt: An environmental perspective

Geohazard impact and gas reservoir pressure dynamics in the Zagros Fold-Thrust Belt: An environmental perspective
The Zagros Fold-Thrust Belt (ZFTB) presents a unique intersection of geohazards and gas reservoir dynamics, shaped by the ongoing tectonic activity resulting from the collision of the Arabian and Eurasian plates. This study aims to assess the risk of earthquake-induced landslides and their impact on gas reservoir pressure dynamics – with a particular focus on the Kabir Kuh gas field – identified as a critical area for monitoring due to its vulnerability to seismic events. A novel hybrid model is introduced that integrates geographic information system (GIS) mapping, decision support system (DSS) modeling, and machine learning algorithms. By analyzing a century's worth of seismic data alongside real-time environmental parameters, the model demonstrates a predictive accuracy of 92% using Random Forest algorithms, significantly outperforming traditional methods. The findings reveal a strong correlation between seismic activity and fluctuations in gas reservoir pressure, with an average pressure change of ±150 psi observed during significant seismic events. A landslide susceptibility map was generated, pinpointing regions that require proactive management strategies, particularly where significant landslide potential threatens gas field stability. Identifying the Seymareh landslide as a monumental geological event underscores the impact of landslide hazards on gas field integrity. This research emphasizes the integration of advanced predictive techniques into seismic risk assessments, providing actionable insights for the sustainable gas reservoir management in seismically active regions. The necessity for continuous monitoring and the implementation of advanced geotechnical measures are highlighted as essential components of effective geohazard management. This study contributes to understanding the interplay between seismic hazards and gas reservoir dynamics, offering a comprehensive framework for future research and practical applications in risk management and environmental sustainability.
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