气候变化领域集成服务门户(CCPortal): Machine learning for data-driven discovery in solid Earth geoscience

CCPortal

DOI	10.1126/science.aau0323
	Machine learning for data-driven discovery in solid Earth geoscience
	Bergen K.J.; Johnson P.A.; De Hoop M.V.; Beroza G.C.
发表日期	2019
ISSN	0036-8075
卷号	363 期号:6433
英文摘要	Understanding the behavior of Earth through the diverse fields of the solid Earth geosciences is an increasingly important task. It is made challenging by the complex, interacting, and multiscale processes needed to understand Earth’s behavior and by the inaccessibility of nearly all of Earth’s subsurface to direct observation. Substantial increases in data availability and in the increasingly realistic character of computer simulations hold promise for accelerating progress, but developing a deeper understanding based on these capabilities is itself challenging. Machine learning will play a key role in this effort. We review the state of the field and make recommendations for how progress might be broadened and accelerated. 2017 © The Authors.
英文关键词	computer simulation; data assimilation; machine learning; solid Earth; computer simulation; machine learning; review
语种	英语
来源期刊	Science
文献类型	期刊论文
条目标识符	http://gcip.llas.ac.cn/handle/2XKMVOVA/243027
作者单位	Institute for Computational and Mathematical Engineering, Stanford University, Stanford, CA 94305, United States; Department of Earth and Planetary Sciences, Harvard University, Cambridge, MA 02138, United States; Geophysics Group, Los Alamos National Laboratory, Los Alamos, NM 87545, United States; Department of Computational and Applied Mathematics, Rice University, Houston, TX 77005, United States; Department of Geophysics, Stanford University, Stanford, CA 94305, United States
推荐引用方式 GB/T 7714	Bergen K.J.,Johnson P.A.,De Hoop M.V.,et al. Machine learning for data-driven discovery in solid Earth geoscience[J],2019,363(6433).
APA	Bergen K.J.,Johnson P.A.,De Hoop M.V.,&Beroza G.C..(2019).Machine learning for data-driven discovery in solid Earth geoscience.Science,363(6433).
MLA	Bergen K.J.,et al."Machine learning for data-driven discovery in solid Earth geoscience".Science 363.6433(2019).