Physics-Based Forecasts of Eruptive Vent Locations at Calderas

IF 3.9 2区 地球科学 Q1 GEOCHEMISTRY & GEOPHYSICS
L. Mantiloni, E. Rivalta, K. R. Anderson, T. Davis, L. Passarelli
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Abstract

Constraining stresses in the Earth's crust in volcanic regions is critical for understanding many mechanical processes related to eruptive activity. Dike pathways, in particular, are shaped by the orientation of principal stress axes. Therefore, accurate models of dike trajectories and future vent locations rely on accurate estimates of stresses in the subsurface. This work presents a framework for probabilistic constraint of the stress state of calderas by combining three-dimensional physics-based dike pathway models with observed past vent locations using a Monte Carlo approach. The retrieved stress state is then used to produce probability maps of future vent opening across a caldera. We test our stress inversion and vent forecast approach on synthetic scenarios, and find it successful depending on the distribution of the available vents and the complexity of the volcano's structural history. We explore the potential and limitations of the approach, show how its performance is sensitive to the assumptions in the models and available prior information, and discuss how it may be applied to real calderas.

Abstract Image

基于物理学的火山口爆发喷口位置预测
确定火山地区地壳的应力对于了解与火山爆发活动有关的许多机械过程至关重要。特别是,堤坝路径是由主应力轴的方向决定的。因此,堤坝轨迹和未来喷口位置的精确模型依赖于对地下应力的精确估算。这项研究提出了一个火山口应力状态概率约束框架,通过蒙特卡洛方法将基于物理的三维堤坝路径模型与观测到的过去喷口位置相结合。然后,利用检索到的应力状态绘制整个破火山口未来喷口开放的概率图。我们在合成场景中测试了我们的应力反演和喷口预测方法,发现它的成功取决于可用喷口的分布和火山结构历史的复杂性。我们探讨了该方法的潜力和局限性,展示了其性能如何对模型假设和可用先验信息敏感,并讨论了如何将其应用于真实的火山口。
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来源期刊
Journal of Geophysical Research: Solid Earth
Journal of Geophysical Research: Solid Earth Earth and Planetary Sciences-Geophysics
CiteScore
7.50
自引率
15.40%
发文量
559
期刊介绍: The Journal of Geophysical Research: Solid Earth serves as the premier publication for the breadth of solid Earth geophysics including (in alphabetical order): electromagnetic methods; exploration geophysics; geodesy and gravity; geodynamics, rheology, and plate kinematics; geomagnetism and paleomagnetism; hydrogeophysics; Instruments, techniques, and models; solid Earth interactions with the cryosphere, atmosphere, oceans, and climate; marine geology and geophysics; natural and anthropogenic hazards; near surface geophysics; petrology, geochemistry, and mineralogy; planet Earth physics and chemistry; rock mechanics and deformation; seismology; tectonophysics; and volcanology. JGR: Solid Earth has long distinguished itself as the venue for publication of Research Articles backed solidly by data and as well as presenting theoretical and numerical developments with broad applications. Research Articles published in JGR: Solid Earth have had long-term impacts in their fields. JGR: Solid Earth provides a venue for special issues and special themes based on conferences, workshops, and community initiatives. JGR: Solid Earth also publishes Commentaries on research and emerging trends in the field; these are commissioned by the editors, and suggestion are welcome.
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