Using satellite data for the surface ocean, aerosol optical depth (AOD), and cloud microphysical parameters, we show that statistically significant positive correlations exist between ocean ecosystem productivity, the abundance of submicron aerosols, and cloud microphysical properties over different parts of the remote oceans. The correlation coefficient for remotely sensed surface chlorophyll a concentration ([Chl-a]) and liquid cloud effective radii over productive areas of the oceans varies between and . Special attention is given to identifying (and addressing) problems from correlation analysis used in the previous studies that can lead to erroneous conclusions. A new approach (using the difference between retrieved AOD and predicted sea salt aerosol optical depth, ) is developed to explore causal links between ocean physical and biological systems and the abundance of cloud condensation nuclei (CCN) in the remote marine atmosphere. We have found that over multiple time periods, 550?nm (sensitive to accumulation mode aerosol, which is the prime contributor to CCN) correlates well with [Chl-a] over the productive waters of the Southern Ocean. Since [Chl-a] can be used as a proxy of ocean biological productivity, our analysis demonstrates the role of ocean ecology in contributing CCN, thus shaping the microphysical properties of low-level marine clouds. 1. Introduction Aerosols influence the planetary radiation balance directly by scattering and absorbing sunlight, and indirectly by modifying cloud microphysical properties [1–4]. Marine aerosols are particularly important, as they contribute considerably to the global aerosol load, are emitted from a large surface area, and have an ability to strongly influence reflective properties and lifetime of marine stratiform clouds [5]. Marine aerosols could be especially important for understanding the cloud-mediated effects of aerosols on climate, because cloud properties are most sensitive to the addition of particles when the background concentration is low [6]. Factors that regulate the concentration of marine aerosols, and thus the reflectivity of low-level marine clouds, can strongly affect the whole climate system [7, 8]. Cloud droplet number concentration (CDNC) over the remote oceans ranges from a few tens per cm3 in biologically inactive regions (seasons) to a few hundred per cm3 under biologically active conditions [9]. Despite recognizing their crucial role, the source strength and chemical composition of marine aerosols remain poorly quantified [10, 11]. Aerosols over the remote oceans consist
References
[1]
S. Twomey, “The influence of pollution on the shortwave albedo of clouds,” Journal of Atmospheric Science, vol. 34, pp. 1149–1152, 1977.
[2]
B. A. Albrecht, “Aerosols, cloud microphysics, and fractional cloudiness,” Science, vol. 245, no. 4923, pp. 1227–1230, 1989.
[3]
R. J. Charlson, S. E. Schwartz, J. M. Hales et al., “Climate forcing by anthropogenic aerosols,” Science, vol. 255, no. 5043, pp. 423–430, 1992.
[4]
IPCC, “Summary for policy makers,” in Climate Change 2007: The Physical Science Basis. Contribution of Working Group I to the Fourth Assessment Report of the Intergovernmental Panel on Climate Change, S. Solomon, D. Qin, and M. Manning, Eds., Cambridge University Press, Cambridge, UK, 2007.
[5]
S. A. Klein and D. L. Hartmann, “The seasonal cycle of low stratiform clouds,” Journal of Climate, vol. 6, no. 8, pp. 1587–1606, 1993.
[6]
S. Platnick and S. Twomey, “Determining the susceptibility of cloud albedo to changes in droplet concentration with the Advanced Very High Resolution Radiometer,” Journal of Applied Meteorology, vol. 33, no. 5, pp. 334–347, 1994.
[7]
D. A. Randell, J. A. Coakley Jr., C. W. Fairall, R. A. Kropfli, and D. H. Lenschow, “Outlook for research on subtropical marine stratiform clouds,” Bulletin—American Meteorological Society, vol. 65, no. 12, pp. 1290–1301, 1984.
[8]
B. Stevens, G. Vali, K. Comstock et al., “Pockets of open cells and drizzle in marine stratocumulus,” Bulletin of the American Meteorological Society, vol. 86, no. 1, pp. 51–57, 2005.
[9]
M. O. Andreae, “Aerosols before pollution,” Science, vol. 315, no. 5808, pp. 50–51, 2007.
[10]
C. D. O'Dowd and G. De Leeuw, “Marine aerosol production: a review of the current knowledge,” Philosophical Transactions of the Royal Society A, vol. 365, no. 1856, pp. 1753–1774, 2007.
[11]
M. O. Andreae and D. Rosenfeld, “Aerosol-cloud-precipitation interactions. Part 1. The nature and sources of cloud-active aerosols,” Earth-Science Reviews, vol. 89, no. 1-2, pp. 13–41, 2008.
[12]
C. D. O'Dowd, M. H. Smith, I. E. Consterdine, and J. A. Lowe, “Marine aerosol, sea-salt, and the marine sulphur cycle: a short review,” Atmospheric Environment, vol. 31, no. 1, pp. 73–80, 1997.
[13]
D. M. Murphy, J. R. Anderson, P. K. Quinn, et al., “Influence of sea-salt on aerosol radiative properties in the Southern Ocean marine boundary layer,” Nature, vol. 392, no. 6671, pp. 62–65, 1998.
[14]
P. K. Quinn, D. J. Coffman, V. N. Kapustin, T. S. Bates, and D. S. Covert, “Aerosol optical properties in the marine boundary layer during the first aerosol Characterization Experiment (ACE 1) and the underlying chemical and physical aerosol properties,” Journal of Geophysical Research D, vol. 103, no. 13, pp. 16547–16563, 1998.
[15]
C. Kleefeld, C. D. O'Dowd, S. O'Reilly et al., “Relative contribution of submicron and supermicron particles to aerosol light scattering in the marine boundary layer,” Journal of Geophysical Research D, vol. 107, no. 19, article 8103, 2002.
[16]
T. S. Bates, P. K. Quinn, D. J. Coffman, J. E. Johnson, and A. M. Middlebrook, “Dominance of organic aerosols in the marine boundary layer over the Gulf of Maine during NEAQS 2002 and their role in aerosol light scattering,” Journal of Geophysical Research D, vol. 110, no. 18, pp. 1–14, 2005.
[17]
G. E. Shaw, “Bio-controlled thermostasis involving the sulfur cycle,” Climatic Change, vol. 5, no. 3, pp. 297–303, 1983.
[18]
R. J. Charlson, J. E. Lovelock, M. O. Andreae, and S. G. Warren, “Oceanic phytoplankton, atmospheric sulphur, cloud albedo and climate,” Nature, vol. 326, no. 6114, pp. 655–661, 1987.
[19]
T. Novakov, C. E. Corrigan, J. E. Penner, C. C. Chuang, O. Rosario, and O. L. Mayol Bracero, “Organic aerosols in the Caribbean trade winds: a natural source?” Journal of Geophysical Research D, vol. 102, no. 17, pp. 21307–21313, 1997.
[20]
J.-P. Putaud, R. Van Dingenen, M. Mangoni et al., “Chemical mass closure and assessment of the origin of the submicron aerosol in the marine boundary layer and the free troposphere at Tenerife during ACE-2,” Tellus, Series B, vol. 52, no. 2, pp. 141–168, 2000.
[21]
F. Cavalli, M. C. Facchini, S. Decesari et al., “Advances in characterization of size-resolved organic matter in marine aerosol over the North Atlantic,” Journal of Geophysical Research D, vol. 109, no. 24, pp. 1–14, 2004.
[22]
Y. J. Yoon, D. Ceburnis, F. Cavalli et al., “Seasonal characteristics of the physicochemical properties of North Atlantic marine atmospheric aerosols,” Journal of Geophysical Research D, vol. 112, no. 4, Article ID D04206, 2007.
[23]
C. A. Pio, M. Legrand, T. Oliveira et al., “Climatology of aerosol composition (organic versus inorganic) at nonurban sites on a west-east transect across Europe,” Journal of Geophysical Research D, vol. 112, no. 23, Article ID D23S02, 2007.
[24]
C. D. O'Dowd, M. C. Facchini, F. Cavalli et al., “Biogenically driven organic contribution to marine aerosol,” Nature, vol. 431, no. 7009, pp. 676–680, 2004.
[25]
D. Ceburnis, C. D. O'Dowd, G. S. Jennings et al., “Marine aerosol chemistry gradients: elucidating primary and secondary processes and fluxes,” Geophysical Research Letters, vol. 35, no. 7, Article ID L07804, 2008.
[26]
D. C. Blanchard and A. H. Woodcock, “Bubble formation and modification in the sea and its meteorological significance,” Tellus, vol. 9, pp. 145–158, 1957.
[27]
A. M. Middlebrook, D. M. Murphy, and D. S. Thomson, “Observations of organic material in individual marine particles at Cape Grim during the First Aerosol Characterization Experiment (ACE I),” Journal of Geophysical Research D, vol. 103, no. 13, pp. 16475–16483, 1998.
[28]
C. Leck and E. K. Bigg, “Source and evolution of the marine aerosol—a new perspective,” Geophysical Research Letters, vol. 32, no. 19, Article ID L19803, pp. 1–4, 2005.
[29]
C. Leck and E. K. Bigg, “Biogenic particles in the surface microlayer and overlaying atmosphere in the central Arctic Ocean during summer,” Tellus, Series B, vol. 57, no. 4, pp. 305–316, 2005.
[30]
B. Bonsang, C. Polle, and G. Lambert, “Evidence for marine production of isoprene,” Geophysical Research Letters, vol. 19, no. 11, pp. 1129–1132, 1992.
[31]
S. L. Shaw, S. W. Chisholm, and R. G. Prinn, “Isoprene production by Prochlorococcus, a marine cyanobacterium, and other phytoplankton,” Marine Chemistry, vol. 80, no. 4, pp. 227–245, 2003.
[32]
N. Meskhidze and A. Nenes, “Phytoplankton and cloudiness in the southern ocean,” Science, vol. 314, no. 5804, pp. 1419–1423, 2006.
[33]
N. Yassaa, I. Peeken, E. Z?llner et al., “Evidence for marine production of monoterpenes,” Environmental Chemistry, vol. 5, no. 6, pp. 391–401, 2008.
[34]
G. Luo and F. Yu, “A numerical evaluation of global oceanic emissions of α-pinene and isoprene,” Atmospheric Chemistry and Physics, vol. 10, no. 4, pp. 2007–2015, 2010.
[35]
C. Leck and E. K. Bigg, “Comparison of sources and nature of the tropical aerosol with the summer high Arctic aerosol,” Tellus, Series B, vol. 60, no. 1, pp. 118–126, 2008.
[36]
W. C. Keene, H. Maring, J. R. Maben et al., “Chemical and physical characteristics of nascent aerosols produced by bursting bubbles at a model air-sea interface,” Journal of Geophysical Research D, vol. 112, no. 21, Article ID D21202, 2007.
[37]
M. C. Facchini, M. Rinaldi, S. Decesari et al., “Primary submicron marine aerosol dominated by insoluble organic colloids and aggregates,” Geophysical Research Letters, vol. 35, no. 17, Article ID L17814, 2008.
[38]
S. R. Zorn, F. Drewnick, M. Schott, T. Hoffmann, and S. Borrmann, “Characterization of the South Atlantic marine boundary layer aerosol using an aerodyne aerosol mass spectrometer,” Atmospheric Chemistry and Physics, vol. 8, no. 16, pp. 4711–4728, 2008.
[39]
D. Hegg, L. Radke, and P. Hobbs, “Measurements of Aitken nuclei and cloud condensation nuclei in the marine atmosphere and their relationship to the DMS-cloud-climate hypothesis,” Journal of Geophysical Research, vol. 96, pp. 18727–18733, 1991.
[40]
M. O. Andreae, W. Elbert, and S. J. de Mora, “Biogenic sulfur emissions and aerosols over the tropical South Atlantic. 3. Atmospheric dimethylsulfide, aerosols and cloud condensation nuclei,” Journal of Geophysical Research, vol. 100, no. 6, pp. 335–356, 1995.
[41]
P. G. Falkowski, Y. Kim, Z. Kolber, C. Wilson, C. Wirick, and R. Cess, “Natural versus anthropogenic factors affecting low-level cloud albedo over the North Atlantic,” Science, vol. 256, no. 5061, pp. 1311–1313, 1992.
[42]
R. Boers, G. P. Ayers, and J. L. Gras, “Coherence between seasonal cycles in satellite observed cloud optical depth and boundary layer CCN concentration at a mid-latitude Southern Hemispheric site,” Tellus, Series B, vol. 46, pp. 123–131, 1994.
[43]
R. Boers, J. R. Acarreta, and J. L. Gras, “Satellite monitoring of the first indirect aerosol effect: retrieval of the droplet concentration of water clouds,” Journal of Geophysical Research D, vol. 111, no. 22, Article ID D22208, 2006.
[44]
S. M. Vallina, R. Simó, and S. Gassó, “What controls CCN seasonality in the Southern Ocean? A statistical analysis based on satellite-derived chlorophyll and CCN and model-estimated OH radical and rainfall,” Global Biogeochemical Cycles, vol. 20, no. 1, Article ID GB1014, 2006.
[45]
Y. Hu, M. Vaughan, C. McClain et al., “Global statistics of liquid water content and effective number concentration of water clouds over ocean derived from combined CALIPSO and MODIS measurements,” Atmospheric Chemistry and Physics, vol. 7, no. 12, pp. 3353–3359, 2007.
[46]
M. G. Lawrence, “An empirical analysis of the strength of the phytoplankton- dimethylsulfide-cloud-climate feedback cycle,” Journal of Geophysical Research, vol. 98, no. 11, pp. 663–673, 1993.
[47]
G. J. Roelofs, “A GCM study of organic matter in marine aerosol and its potential contribution to cloud drop activation,” Atmospheric Chemistry and Physics, vol. 8, no. 3, pp. 709–719, 2008.
[48]
M. A. Miller and S. E. Yuter, “Lack of correlation between chlorophyll a and cloud droplet effective radius in shallow marine clouds,” Geophysical Research Letters, vol. 35, no. 13, Article ID L13807, 2008.
[49]
J. V. Martins, D. Tanré, L. Remer, Y. Kaufman, S. Mattoo, and R. Levy, “MODIS cloud screening for remote sensing of aerosols over oceans using spatial variability,” Geophysical Research Letters, vol. 29, no. 12, Article ID 8009, 2002.
[50]
B.-C. Gao, Y. J. Kaufman, D. Tanre, and R.-R. Li, “Distinguishing tropospheric aerosols from thin cirrus clouds for improved aerosol retrievals using the ratio of 1.38-μm and 1.24-μm channels,” Geophysical Research Letters, vol. 29, no. 18, Article ID 1890, 2002.
[51]
J. I. Brennan, Y. J. Kaufman, I. Koren, and R. R. Li, “Aerosol-cloud interaction—misclassification of MODIS clouds in heavy aerosol,” IEEE Transactions on Geoscience and Remote Sensing, vol. 43, no. 4, pp. 911–915, 2005.
[52]
Y. J. Kaufman, I. Koren, L. A. Remer, D. Rosenfeld, and Y. Rudich, “The effect of smoke, dust, and pollution aerosol on shallow cloud development over the Atlantic Ocean,” Proceedings of the National Academy of Sciences of the United States of America, vol. 102, no. 32, pp. 11207–11212, 2005.
[53]
J. Zhang, J. S. Reid, and B. N. Holben, “An analysis of potential cloud artifacts in MODIS over ocean aerosol optical thickness products,” Geophysical Research Letters, vol. 32, no. 15, Article ID L15803, 2005.
[54]
A. Marshak, S. Platnick, T. Varnai, G. Wen, and R. F. Cahalan, “Impact of 3D radiative effects on satellite retrievals of cloud droplet sizes,” Journal of Geophysical Research, vol. 111, Article ID D09207, 2006.
[55]
G. Wen, A. Marshak, R. F. Cahalan, L. A. Remer, and R. G. Kleidman, “3D aerosol-cloud radiative interaction observed in collocated MODIS and ASTER images of cumulus cloud fields,” Journal of Geophysical Research, vol. 112, Article ID D13204, 2007.
[56]
J. L. Tackett and L. Di Girolamo, “Enhanced aerosol backscatter adjacent to tropical trade wind clouds revealed by satellite-based lidar,” Geophysical Research Letters, vol. 36, no. 14, Article ID L14804, 2009.
[57]
A. Smirnov, B. N. Holben, T. F. Eck, O. Dubovik, and I. Slutsker, “Effect of wind speed on columnar aerosol optical properties at Midway Island,” Journal of Geophysical Research D, vol. 108, no. 24, Article ID 4802, 2003.
[58]
J. P. Mulcahy, C. D. O'Dowd, S. G. Jennings, and D. Ceburnis, “Significant enhancement of aerosol optical depth in marine air under high wind conditions,” Geophysical Research Letters, vol. 35, no. 16, Article ID L16810, 2008.
[59]
P. Glantz, E. D. Nilsson, and W. von Hoyningen-Huene, “Estimating a relationship between aerosol optical thickness and surface wind speed over the ocean,” Atmospheric Research, vol. 92, no. 1, pp. 58–68, 2009.
[60]
N. Bellouin, O. Boucher, J. Haywood, and M. S. Reddy, “Global estimate of aerosol direct radiative forcing from satellite measurements,” Nature, vol. 438, no. 7071, pp. 1138–1141, 2005.
[61]
B. M. Uz and J. A. Yoder, “High frequency and mesoscale variability in SeaWiFS chlorophyll imagery and its relation to other remotely sensed oceanographic variables,” Deep-Sea Research Part II, vol. 51, no. 10-11, pp. 1001–1017, 2004.
[62]
Y. Lehahn, I. Koren, E. Boss, Y. Ben-Ami, and O. Altaratz, “Estimating the maritime component of aerosol optical depth and its dependency on surface wind speed using MODIS and QuikSCAT data,” Atmospheric Chemistry and Physics Discussions, vol. 10, no. 1, pp. 1983–2003, 2010.
[63]
P. W. Boyd, T. Jickells, C. S. Law et al., “Mesoscale iron enrichment experiments 1993–2005: synthesis and future directions,” Science, vol. 315, no. 5812, pp. 612–617, 2007.
[64]
Y. J. Kaufman, D. Tanré, and O. Boucher, “A satellite view of aerosols in the climate system,” Nature, vol. 419, no. 6903, pp. 215–223, 2002.
[65]
Y. J. Kaufman, O. Boucher, D. Tanré, M. Chin, L. A. Remer, and T. Takemura, “Aerosol anthropogenic component estimated from satellite data,” Geophysical Research Letters, vol. 32, no. 17, Article ID L17804, 2005.
[66]
R. E. Korb, M. J. Whitehouse, and P. Ward, “SeaWiFS in the southern ocean: spatial and temporal variability in phytoplankton biomass around South Georgia,” Deep-Sea Research Part II, vol. 51, no. 1–3, pp. 99–116, 2004.
[67]
N. Meskhidze, A. Nenes, W. L. Chameides, C. Luo, and N. Mahowald, “Atlantic Southern Ocean productivity: fertilization from above or below?” Global Biogeochemical Cycles, vol. 21, no. 2, Article ID GB2006, 2007.
[68]
J. H. Martin and S. E. Fitzwater, “Iron-deficiency limits phytoplankton growth in the north-east pacific subarctic,” Nature, vol. 331, no. 6154, pp. 341–343, 1988.
[69]
P. W. Boyd, A. J. Watson, C. S. Law et al., “A mesoscale phytoplankton bloom in the polar Southern Ocean stimulated by iron fertilization,” Nature, vol. 407, no. 6805, pp. 695–702, 2000.
[70]
M. P. Meredith, J. L. Watkins, E. J. Murphy, et al., “An anticyclonic circulation above the Northwest Georgia Rise, Argentina,” Geophysical Research Letters, vol. 30, no. 2061, p. 5, 2003.
[71]
S. T. Gille, “Statistical characterization of zonal and meridional ocean wind stress,” Journal of Atmospheric and Oceanic Technology, vol. 22, no. 9, pp. 1353–1372, 2005.
[72]
M. T. Woodhouse, G. W. Mann, K. S. Carslaw, and O. Boucher, “New directions: the impact of oceanic iron fertilisation on cloud condensation nuclei,” Atmospheric Environment, vol. 42, no. 22, pp. 5728–5730, 2008.
[73]
I. E. Galbally, S. J. Lawson, I. A. Weeks et al., “Volatile organic compounds in marine air at Cape Grim, Australia,” Environmental Chemistry, vol. 4, no. 3, pp. 178–182, 2007.
[74]
X. Yuan, “High-wind-speed evaluation in the Southern Ocean,” Journal of Geophysical Research D, vol. 109, no. 13, Article ID D13101, 2004.
[75]
P. Vaattovaara, P. E. Huttunen, Y. J. Yoon et al., “The composition of nucleation and Aitken modes particles during coastal nucleation events: evidence for marine secondary organic contribution,” Atmospheric Chemistry and Physics, vol. 6, no. 12, pp. 4601–4616, 2006.
[76]
R. L. Modini, Z. D. Ristovski, G. R. Johnson et al., “New particle formation and growth at a remote, sub-tropical coastal location,” Atmospheric Chemistry and Physics, vol. 9, no. 19, pp. 7607–7621, 2009.
[77]
T. F. Eck, B. N. Holben, J. S. Reid et al., “Wavelength dependence of the optical depth of biomass burning, urban, and desert dust aerosols,” Journal of Geophysical Research D, vol. 104, no. 24, pp. 31333–31349, 1999.
[78]
L. A. Remer, Y. J. Kaufman, D. Tanré et al., “The MODIS aerosol algorithm, products, and validation,” Journal of the Atmospheric Sciences, vol. 62, no. 4, pp. 947–973, 2005.
[79]
H. Claustre and S. Maritorena, “The many shades of ocean blue,” Science, vol. 302, no. 5650, pp. 1514–1515, 2003.
[80]
C. D. O'Dowd, B. Langmann, S. Varghese, C. Scannell, D. Ceburnis, and M. C. Facchini, “A combined organic-inorganic sea-spray source function,” Geophysical Research Letters, vol. 35, no. 1, Article ID L07804, 2008.
[81]
D. Ceburnis, C. D. O'Dowd, G. S. Jennings et al., “Marine aerosol chemistry gradients: elucidating primary and secondary processes and fluxes,” Geophysical Research Letters, vol. 35, no. 7, Article ID L07804, 2008.
[82]
L. M. Russell, L. N. Hawkins, A. A. Frossard, P. K. Quinn, and T. S. Bates, “Carbohydrate-like composition of submicron atmospheric particles and their production from ocean bubble bursting,” Proceedings of the National Academy of Sciences of the United States of America, vol. 107, no. 15, pp. 6652–6657, 2010.
[83]
D. Hansell, C. A. Carlson, D. J. Repeta, and R. Schlitzer, “Dissolved organic matter in the ocean: a controversy stimulates new insights,” Oceanography, vol. 22, no. 4, pp. 202–211, 2009.
[84]
I. Koren, G. Feingold, and L. A. Remer, “The invigoration of deep convective clouds over the Atlantic: aerosol effect, meteorology or retrieval artifact?” Atmospheric Chemistry and Physics Discussions, vol. 10, no. 2, pp. 3893–3936, 2010.
[85]
R. C. Levy, L. A. Remer, D. Tanré et al., “Evaluation of the moderate-resolution imaging spectroradiometer (MODIS) retrievals of dust aerosol over the ocean during PRIDE,” Journal of Geophysical Research D, vol. 108, no. 8594, 2003.
[86]
C. Cox and W. Munk, “Measurements of the roughness of the sea surface from photographs of the sun’s glitter,” Journal of the Optical Society of America, vol. 44, pp. 838–850, 1954.
[87]
P. Koepke, “Effective reflectance of oceanic whitecaps,” Applied Optics, vol. 23, no. 11, pp. 1816–1824, 1984.