GSTDTAP
DOI10.1029/2019JD031288
Ocean Biogeochemistry Control on the Marine Emissions of Brominated Very Short-Lived Ozone-Depleting Substances: A Machine-Learning Approach
Wang, Siyuan1,2; Kinnison, Douglas2; Montzka, Stephen A.3; Apel, Eric C.2; Hornbrook, Rebecca S.2; Hills, Alan J.2; Blake, Donald R.4; Barletta, Barbara4; Meinardi, Simone4; Sweeney, Colm3; Moore, Fred3; Long, Matthew5; Saiz-Lopez, Alfonso6; Pedro Fernandez, Rafael6,7; Tilmes, Simone2,5; Emmons, Louisa K.2; Lamarque, Jean-Francois5
2019-11-17
发表期刊JOURNAL OF GEOPHYSICAL RESEARCH-ATMOSPHERES
ISSN2169-897X
EISSN2169-8996
出版年2019
卷号124期号:22页码:12319-12339
文章类型Article
语种英语
国家USA; Spain; Argentina
英文摘要

Halogenated very short lived substances (VSLS) affect the ozone budget in the atmosphere. Brominated VSLS are naturally emitted from the ocean, and current oceanic emission inventories vary dramatically. We present a new global oceanic emission inventory of Br-VSLS (bromoform and dibromomethane), considering the physical forcing in the ocean and the atmosphere, as well as the ocean biogeochemistry control. A data-oriented machine-learning emulator was developed to couple the air-sea exchange with the ocean biogeochemistry. The predicted surface seawater concentrations and the surface atmospheric mixing ratios of Br-VSLS are evaluated with long-term, global-scale observations; and the predicted vertical distributions of Br-VSLS are compared to the global airborne observations in both boreal summer and winter. The global marine emissions of bromoform and dibromomethane are estimated to be 385 and 54 Gg Br per year, respectively. The new oceanic emission inventory of Br-VSLS is more skillful than the widely used top-down approaches for representing the seasonal/spatial variations and the annual means of atmospheric concentrations. The new approach improves the model predictability for the coupled Earth system model and can be used as a basis for investigating the past and future ocean emissions and feedbacks under climate change. This model framework can be used to calculate the bidirectional oceanic fluxes for other compounds of interest.


英文关键词very short lived substances (VSLS) air-sea exchange ocean biogeochemistry machine Learning
领域气候变化
收录类别SCI-E
WOS记录号WOS:000496755200001
WOS关键词ORGANIC BROMINE ; HALOGEN CHEMISTRY ; DEPTH PROFILES ; TECHNICAL NOTE ; INDIAN-OCEAN ; AIR ; BROMOFORM ; SYSTEM ; MODEL ; HALOCARBONS
WOS类目Meteorology & Atmospheric Sciences
WOS研究方向Meteorology & Atmospheric Sciences
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/225789
专题环境与发展全球科技态势
作者单位1.Natl Ctr Atmospher Res, Adv Study Program, Boulder, CO 80307 USA;
2.Natl Ctr Atmospher Res, Atmospher Chem Observat & Modeling Lab, Boulder, CO 80309 USA;
3.NOAA, Earth Syst Res Lab, Global Monitoring Div, Boulder, CO USA;
4.Univ Calif Irvine, Dept Chem, Irvine, CA 92717 USA;
5.Natl Ctr Atmospher Res, Climate & Global Dynam, Boulder, CO 80307 USA;
6.CSIC, Inst Phys Chem Rocasolano, Dept Atmospher Chem & Climate, Madrid, Spain;
7.UNT FRM, FCEN UNCuyo, Natl Res Council CONICET, Mendoza, Argentina
推荐引用方式
GB/T 7714
Wang, Siyuan,Kinnison, Douglas,Montzka, Stephen A.,et al. Ocean Biogeochemistry Control on the Marine Emissions of Brominated Very Short-Lived Ozone-Depleting Substances: A Machine-Learning Approach[J]. JOURNAL OF GEOPHYSICAL RESEARCH-ATMOSPHERES,2019,124(22):12319-12339.
APA Wang, Siyuan.,Kinnison, Douglas.,Montzka, Stephen A..,Apel, Eric C..,Hornbrook, Rebecca S..,...&Lamarque, Jean-Francois.(2019).Ocean Biogeochemistry Control on the Marine Emissions of Brominated Very Short-Lived Ozone-Depleting Substances: A Machine-Learning Approach.JOURNAL OF GEOPHYSICAL RESEARCH-ATMOSPHERES,124(22),12319-12339.
MLA Wang, Siyuan,et al."Ocean Biogeochemistry Control on the Marine Emissions of Brominated Very Short-Lived Ozone-Depleting Substances: A Machine-Learning Approach".JOURNAL OF GEOPHYSICAL RESEARCH-ATMOSPHERES 124.22(2019):12319-12339.
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