CDI Type II/Collaborative Research: Ultra-high Resolution Dynamic Earth Models through Joint Inversion of Seismic and Geodynamic Data
CDI II 型/合作研究:通过地震和地球动力学数据联合反演的超高分辨率动态地球模型
基本信息
- 批准号:1209203
- 负责人:
- 金额:$ 40万
- 依托单位:
- 依托单位国家:美国
- 项目类别:Standard Grant
- 财政年份:2011
- 资助国家:美国
- 起止时间:2011-08-17 至 2014-08-31
- 项目状态:已结题
- 来源:
- 关键词:
项目摘要
Seismic and geodynamic observational data will be employed to infer a unified dynamic earth model through solution of the joint nonlinear inverse problem governed by high-resolution mantle convection and seismic wave propagation models. This will lead to a merging of the diverse data used to constrain plate tectonics and mantle convection, providing a new 4-D picture of earth's surface and interior over the last 50 million years. The inverse problem entails severe mathematical, computational, and geophysical challenges, which conventional methods are incapable of addressing. There are several parts of this project that are planned to overcome these challenges. We will devise inverse methods that can extract full information from the large volumes of seismic and geodynamic data by creating algorithms to solve the coupled full waveform seismic and geodynamic inverse problem, and use those methods to invert for global and regional earth models from broadband seismic and geodynamic data. We will develop inversion algorithms that can scale to the large numbers of CPU cores and complex memory hierarchies characterizing emerging multi-petaflop systems. We will also extend adaptive mesh refinement (AMR) ideas from large-scale forward simulation to the setting of large-scale inverse problems. Beyond the scientific impact, the project has a program of outreach and education that is highlighted by dissemination of 4-D animations of dynamic earth models. This project fits within the "From Data to Knowledge" and "Understanding Complexity" themes of the CDI Program.The earth is a four-dimensional dynamic system where mantle convection drives plate tectonics and continental drift and, in turn, controls much activity ranging from the occurrence of earthquakes and volcanoes to mountain building and long-term sea level change. Despite the central role mantle convection plays in our understanding of earth, we have enormous first-order gaps in our knowledge, with questions that are as basic as what are the principal driving and resisting forces on plate tectonics to what is the energy balance of the planet as a whole. However, rapidly-expanding volumes of geophysical data, the arrival of the petaflop computing era, and the emergence of high-resolution forward model simulation capabilities now provide an opportunity to merge the geophysical data into dynamic earth models to greatly enhance our understanding of earth structure. This project could catalyze a shift in the field of geodynamics, since it will lead to rigorous inference of earth models from data employing high-resolution forward models. Moreover, the project could be transformative for many other fields with similar needs, through the development of parallel mesh algorithms for large-scale inverse problems, scalable methods for large-scale nonlinear inverse problems, and inverse methods for joint inversion of data for large complex multi-physics forward models. All of these computational/mathematical advances will benefit a much wider community of scientists working on a much broader set of problems than the ones encountered in this project.
地震和地球动力学观测数据将用于通过解决由高分辨率地幔对流和地震波传播模型控制的联合非线性反问题来推断统一的动态地球模型。这将导致用于约束板块构造和地幔对流的各种数据的合并,提供过去 5000 万年地球表面和内部的新 4 维图像。反演问题带来了严峻的数学、计算和地球物理挑战,传统方法无法解决。 该项目的几个部分计划用于克服这些挑战。 我们将设计反演方法,通过创建算法来解决耦合的全波形地震和地球动力学反演问题,从大量地震和地球动力学数据中提取完整信息,并使用这些方法从宽带地震和地球动力学反演全球和区域地球模型。地球动力学数据。 我们将开发可扩展到大量 CPU 核心和复杂内存层次结构的反演算法,这些都是新兴的多千万亿次系统的特征。 我们还将把自适应网格细化(AMR)的思想从大规模正向模拟扩展到大规模逆问题的设置。除了科学影响之外,该项目还有一项推广和教育计划,其重点是传播动态地球模型的 4D 动画。该项目符合 CDI 计划的“从数据到知识”和“理解复杂性”主题。地球是一个四维动态系统,其中地幔对流驱动板块构造和大陆漂移,进而控制以下范围的许多活动:地震和火山的发生导致造山和长期海平面变化。 尽管地幔对流在我们对地球的理解中发挥着核心作用,但我们在知识上仍然存在巨大的一阶差距,我们的问题包括板块构造的主要驱动力和阻力是什么,以及地球的能量平衡是什么等基本问题。整个星球。 然而,地球物理数据量的快速增长、千万亿次计算时代的到来以及高分辨率正演模型模拟能力的出现,现在提供了将地球物理数据合并到动态地球模型中的机会,从而大大增强我们对地球结构的理解。 该项目可能会促进地球动力学领域的转变,因为它将导致使用高分辨率正演模型从数据中严格推断地球模型。 此外,通过开发大规模反问题的并行网格算法、大规模非线性反问题的可扩展方法以及大型复杂数据联合反演的反方法,该项目可以为具有类似需求的许多其他领域带来变革。多物理场正演模型。所有这些计算/数学进步都将使更广泛的科学家群体受益,他们致力于解决比本项目中遇到的问题更广泛的问题。
项目成果
期刊论文数量(0)
专著数量(0)
科研奖励数量(0)
会议论文数量(0)
专利数量(0)
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George Biros其他文献
Adjoint methods for electromagnetic shape optimization of the low-loss cavity for the International Linear Collider
国际直线对撞机低损耗腔体电磁形状优化的伴随方法
- DOI:
10.1088/1742-6596/16/1/059 - 发表时间:
2024-09-13 - 期刊:
- 影响因子:0
- 作者:
Volkan Akçelik;George Biros;Omar Ghattas;David Keyes;Kwok Ko;Lie;Esmond G Ng - 通讯作者:
Esmond G Ng
George Biros的其他文献
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{{ truncateString('George Biros', 18)}}的其他基金
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XPS: DSD: A2MA - Algorithms and Architectures for Multiresolution Applications
XPS:DSD:A2MA - 多分辨率应用的算法和架构
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Standard Grant
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CDI Type II/Collaborative Research: Ultra-high Resolution Dynamic Earth Models through Joint Inversion of Seismic and Geodynamic Data
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- 批准号:
1029022 - 财政年份:2010
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$ 40万 - 项目类别:
Standard Grant
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