GSTDTAP  > 地球科学
DOI10.1126/science.aau0323
Machine learning for data-driven discovery in solid Earth geoscience
Bergen, Karianne J.1,2; Johnson, Paul A.3; de Hoop, Maarten V.4; Beroza, Gregory C.5
2019-03-22
发表期刊SCIENCE
ISSN0036-8075
EISSN1095-9203
出版年2019
卷号363期号:6433页码:1299-+
文章类型Review
语种英语
国家USA
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.


领域地球科学 ; 气候变化 ; 资源环境
收录类别SCI-E
WOS记录号WOS:000462016400041
WOS关键词SEISMIC EVENT CLASSIFICATION ; DEEP NEURAL-NETWORKS ; HIDDEN MARKOV-MODELS ; REMOTE-SENSING DATA ; AUTOMATIC DISCRIMINATION ; PATTERN-RECOGNITION ; AIRBORNE GEOPHYSICS ; INVERSE PROBLEMS ; FACIES ANALYSIS ; RANDOM FORESTS
WOS类目Multidisciplinary Sciences
WOS研究方向Science & Technology - Other Topics
引用统计
文献类型期刊论文
条目标识符http://119.78.100.173/C666/handle/2XK7JSWQ/201024
专题地球科学
资源环境科学
气候变化
作者单位1.Stanford Univ, Inst Computat & Math Engn, Stanford, CA 94305 USA;
2.Harvard Univ, Dept Earth & Planetary Sci, 20 Oxford St, Cambridge, MA 02138 USA;
3.Los Alamos Natl Lab, Geophys Grp, Los Alamos, NM 87545 USA;
4.Rice Univ, Dept Computat & Appl Math, Houston, TX 77005 USA;
5.Stanford Univ, Dept Geophys, Stanford, CA 94305 USA
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GB/T 7714
Bergen, Karianne J.,Johnson, Paul A.,de Hoop, Maarten V.,et al. Machine learning for data-driven discovery in solid Earth geoscience[J]. SCIENCE,2019,363(6433):1299-+.
APA Bergen, Karianne J.,Johnson, Paul A.,de Hoop, Maarten V.,&Beroza, Gregory C..(2019).Machine learning for data-driven discovery in solid Earth geoscience.SCIENCE,363(6433),1299-+.
MLA Bergen, Karianne J.,et al."Machine learning for data-driven discovery in solid Earth geoscience".SCIENCE 363.6433(2019):1299-+.
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