The protracted role of India-Eurasia collision in the uplift of the Gangdese terrane revealed by machine learning

IF 3.6 2区 地球科学 Q1 GEOCHEMISTRY & GEOPHYSICS
Zhikang Luan , Jia Liu , Yantao Hao , J. ZhangZhou , Qunke Xia , Cheng Su , Eero Hanski , Jingjun Zhou , Tianting Lei
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引用次数: 0

Abstract

The crustal thickening due to India-Asia collision was previously believed to play a key role in uplift of plateau. However, recent paleoaltimetry data indicates parts of the plateau reached high elevations earlier than previously thought. Accurate determination of crustal thickening history is critical to further constrain this issue. We applied machine learning to model crustal thickness using refined global geochemical datasets, addressing limitations in earlier approaches. The crustal thickness evolution history of Gangdese terrane in southern Tibet was recovered by the new machine learning model and compared with the paleoaltimetry data. Results show that at the initial stage of collision, the crust thickness was normal and decoupled with high paleoaltimetry, while the subsequent crustal thickening occurred after 41 Ma and kept the same path with the uplift of plateau. This challenges the notion of rapid uplift driven by crustal thickening and instead suggests a protracted uplift process, offering new perspectives on the geodynamics of southern Tibetan Plateau.
机器学习揭示的印度-欧亚大陆碰撞在冈底斯板块隆起中的长期作用
印度-亚洲碰撞引起的地壳增厚曾被认为是高原隆升的关键因素。然而,最近的古测高数据表明,高原部分地区达到高海拔的时间比以前认为的要早。准确确定地壳增厚历史对进一步限制这一问题至关重要。我们利用精细的全球地球化学数据集应用机器学习来模拟地壳厚度,解决了早期方法的局限性。结果表明,碰撞初期地壳厚度正常,与古高程解耦,而随后的地壳增厚发生在41 Ma之后,与高原隆升保持同一路径。
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来源期刊
Chemical Geology
Chemical Geology 地学-地球化学与地球物理
CiteScore
7.20
自引率
10.30%
发文量
374
审稿时长
3.6 months
期刊介绍: Chemical Geology is an international journal that publishes original research papers on isotopic and elemental geochemistry, geochronology and cosmochemistry. The Journal focuses on chemical processes in igneous, metamorphic, and sedimentary petrology, low- and high-temperature aqueous solutions, biogeochemistry, the environment and cosmochemistry. Papers that are field, experimentally, or computationally based are appropriate if they are of broad international interest. The Journal generally does not publish papers that are primarily of regional or local interest, or which are primarily focused on remediation and applied geochemistry. The Journal also welcomes innovative papers dealing with significant analytical advances that are of wide interest in the community and extend significantly beyond the scope of what would be included in the methods section of a standard research paper.
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