GSTDTAP  > 地球科学
DOI10.5194/acp-19-6931-2019
Classification of aerosol population type and cloud condensation nuclei properties in a coastal California littoral environment using an unsupervised cluster model
Atwood, Samuel A.1; Kreidenweis, Sonia M.1; DeMott, Paul J.1; Petters, Markus D.2; Cornwell, Gavin C.3; Martin, Andrew C.4,5; Moore, Kathryn A.1
2019-05-23
发表期刊ATMOSPHERIC CHEMISTRY AND PHYSICS
ISSN1680-7316
EISSN1680-7324
出版年2019
卷号19期号:10页码:6931-6947
文章类型Article
语种英语
国家USA
英文摘要

Aerosol particle and cloud condensation nuclei (CCN) measurements from a littoral location on the northern coast of California at Bodega Bay Marine Laboratory (BML) are presented for approximately six weeks of observations during the boreal winter-spring as part of the CalWater-2015 field campaign. The nature and variability of surface (marine boundary layer, MBL) aerosol populations were evaluated by classifying observations into periods of similar aerosol and meteorological characteristics using an unsupervised cluster model to derive distinct littoral aerosol population types and link them to source regions. Such classifications support efforts to understand the impact of changing aerosol properties on precipitation and cloud development in the region, including during important atmospheric river (AR) tropical moisture advection events. Eight aerosol population types were identified that were associated with a range of impacts from both marine and terrestrial sources. Average measured total particle number concentrations, size distributions, hygroscopicities, and activated fraction spectra between 0.08% and 1.1% supersaturation are given for each of the identified aerosol population types, along with meteorological observations and transport pathways during time periods associated with each type. Five terrestrially influenced aerosol population types represented different degrees of aging of the continental outflow from the coast and interior of California, and their appearance at the BML site was often linked to changes in wind direction and transport path-ways. In particular, distinct aerosol populations, associated with diurnal variations in source regions induced by landand sea-breeze shifts, were classified by the clustering technique. A terrestrial type representing fresh emissions, and/or a recent new particle formation event, occurred in approximately 10% of the observations. Over the entire study period, three marine-influenced population types were identified that typically occurred when the regular diurnal land and sea-breeze cycle collapsed and BML was continuously ventilated by air masses from marine regions for multiple days. These marine types differed from each other primarily in the degree of cloud processing evident in the size distributions, and in the presence of an additional large-particle mode for the type associated with the highest wind speeds. One of the marine types was associated with a multi-day period during which an atmospheric river made landfall at BML. Differences between many of the terrestrial and marine population types in total CCN number concentrations active at a specific supersaturation were often not as pronounced as the associated differences in the corresponding activated fraction spectra, particularly for supersaturations below about 0.4 %. This finding was due to the generally higher number concentrations in terrestrial air masses offsetting the lower fraction of particles activating at low supersaturations. At higher supersaturations, CCN concentrations for aged terrestrial types were typically above those of the marine types due to their higher number concentrations.


领域地球科学
收录类别SCI-E
WOS记录号WOS:000468810000004
WOS关键词MARINE BOUNDARY-LAYER ; SOUTH CHINA SEA ; ATMOSPHERIC RIVERS ; SIZE DISTRIBUTION ; PHYSICAL-PROPERTIES ; HYGROSCOPIC GROWTH ; PART 1 ; PRECIPITATION ; OCEAN ; PARTICLES
WOS类目Environmental Sciences ; Meteorology & Atmospheric Sciences
WOS研究方向Environmental Sciences & Ecology ; 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/183325
专题地球科学
作者单位1.Colorado State Univ, Dept Atmospher Sci, Ft Collins, CO 80523 USA;
2.North Carolina State Univ, Dept Marine Earth & Atmospher Sci, Raleigh, NC USA;
3.Univ Calif San Diego, Dept Chem & Biochem, La Jolla, CA 92093 USA;
4.Scripps Inst Oceanog, Climate Atmospher Sci & Phys Oceanog, La Jolla, CA USA;
5.Portland State Univ, Dept Geog, Portland, OR 97207 USA
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Atwood, Samuel A.,Kreidenweis, Sonia M.,DeMott, Paul J.,et al. Classification of aerosol population type and cloud condensation nuclei properties in a coastal California littoral environment using an unsupervised cluster model[J]. ATMOSPHERIC CHEMISTRY AND PHYSICS,2019,19(10):6931-6947.
APA Atwood, Samuel A..,Kreidenweis, Sonia M..,DeMott, Paul J..,Petters, Markus D..,Cornwell, Gavin C..,...&Moore, Kathryn A..(2019).Classification of aerosol population type and cloud condensation nuclei properties in a coastal California littoral environment using an unsupervised cluster model.ATMOSPHERIC CHEMISTRY AND PHYSICS,19(10),6931-6947.
MLA Atwood, Samuel A.,et al."Classification of aerosol population type and cloud condensation nuclei properties in a coastal California littoral environment using an unsupervised cluster model".ATMOSPHERIC CHEMISTRY AND PHYSICS 19.10(2019):6931-6947.
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