推进二氧化碳地质封存的前沿:统计和计算视角

IF 10.8 1区 地球科学 Q1 GEOSCIENCES, MULTIDISCIPLINARY Earth-Science Reviews Pub Date : 2024-11-01 DOI:10.1016/j.earscirev.2024.104906
Ming Li , Xue Zhou , Congguang Zhang , Zhi Zhang , Tianfei Yu
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引用次数: 0

摘要

本讨论涉及 Zhang 和 Arif 最近在《地球科学评论》上发表的一篇关于用于二氧化碳地质封存的地下系统的剩余截留能力的系统综述。讨论强调了剩余捕集在确保二氧化碳长期封存中的关键作用。该研究利用统计方法和计算机理论,探讨了测量技术、影响因素和未来前景。研究指出了方法上的问题,如对已公布数据集的依赖和高级统计分析的需要。讨论建议改进研究中的统计稳健性和计算机建模技术。未来的发展方向包括将机器学习用于数据分析,以及改进模拟模型以更好地预测二氧化碳封存。这项综合评估强调了严格的分析方法对推动二氧化碳地质封存领域发展的重要意义。
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Advancing the frontiers of CO2 geological storage: A statistical and computational perspective
This discussion addresses a recent systematic review by Zhang and Arif on the residual trapping capacity of subsurface systems for geological CO2 storage, published in Earth-Science Reviews. The discussion highlights the critical role of residual trapping in ensuring long-term CO2 sequestration. Utilizing statistical methods and computer theory, the study examines measurement techniques, influencing factors, and future prospects. Methodological concerns, such as reliance on published datasets and the need for advanced statistical analyses, are identified. The discussion suggests improvements in statistical robustness and computer modeling techniques in research. Future directions include incorporating machine learning for data analysis and enhancing simulation models for better CO2 storage predictions. This comprehensive evaluation underscores the significance of rigorous analytical methods in advancing the field of CO2 geological storage.
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来源期刊
Earth-Science Reviews
Earth-Science Reviews 地学-地球科学综合
CiteScore
21.70
自引率
5.80%
发文量
294
审稿时长
15.1 weeks
期刊介绍: Covering a much wider field than the usual specialist journals, Earth Science Reviews publishes review articles dealing with all aspects of Earth Sciences, and is an important vehicle for allowing readers to see their particular interest related to the Earth Sciences as a whole.
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