Natural and anthropogenic aerosols are a significant source of trace elements to oligotrophic ocean surface waters, where they provide episodic pulses of limiting micronutrients for the microbial community. However, little is known about the fate of trace elements at the air-sea interface, i.e. the sea surface microlayer. In this study, samples of aerosols, sea surface microlayer, and underlying water column were collected in the Florida Keys during a dusty season (July 2014) and non-dusty season (May 2015) and analyzed for the dissolved and particulate elements Al, Fe, Ni, Cu, Zn, and Pb. Microlayer samples were collected using a cylinder of ultra-pure SiO2 (quartz glass), a novel adaptation of the glass plate technique. A significant dust deposition event occurred during the 2014 sampling period which resulted in elevated concentrations of trace elements in the microlayer. Residence times in the microlayer from this event ranged from 12 to 94 minutes for dissolved trace elements and from 1.3 to 3.4 minutes for particulate trace elements. These residence times are potentially long enough for the atmospherically derived trace elements to undergo chemical and biological alterations within the microlayer. Characterizing the trace element distributions within the three regimes is an important step towards our overall goals of understanding the rates and mechanisms of the solubilization of trace elements following aeolian dust deposition and how this might affect microorganisms in surface waters.

Atmospheric deposition is an important source of bioactive trace elements to the surface ocean and can play a large role in marine primary productivity (Boyd et al., 2010; Baker et al., 2016). In particular, the deposition of mineral dust to the open ocean has received increasing attention (Duce and Tindale, 1991; Baker et al., 2016), as it is a major source of Fe, a known limiting micronutrient (e.g., Martin and Gordon, 1988). Other biologically relevant trace elements such as Ni, Cu, and Zn derived from atmospheric deposition play important roles in enzymatic processes and may influence phytoplankton productivity (e.g., Dupont et al., 2010; Mackey et al., 2015 and references therein). There have been many studies on the cycling of atmospherically derived Fe and other trace elements in the surface ocean (e.g., Prospero, 1999; Baker and Croot, 2010 and references therein; Buck et al., 2010); however, little research has focused on the air-sea interface where trace elements initially enter the water column.

The sea surface microlayer is the thin, organic-rich layer at the air-sea interface covering approximately 71% of the Earth’s surface (Franklin et al., 2005; Cunliffe et al., 2009). Generally defined as 10 to 1,000 µm in thickness (Cunliffe et al., 2013), the microlayer is enriched in organic compounds that create a semi-rigid film-like layer over the surface ocean. Due to this organic enrichment, the microlayer has physicochemical and biological properties that are different from the underlying water column (Hardy, 1982; Liss and Duce, 2005; Cunliffe et al., 2013), making it a unique environment.

The microlayer is the physical link between the sea surface and lower atmosphere and is therefore linked to the biogeochemical cycling of trace elements and other compounds in the marine environment (Liss and Duce, 2005). The presence of surface-active organic compounds within the microlayer can alter the chemical composition of the aerosols. Baker and Croot (2010) emphasize that the presence of ligands and surfactants within the microlayer would enhance the dissolution of atmospherically derived Fe. There are two dominant fluxes of trace elements to the microlayer: rising bubbles and atmospheric deposition. Previous research showed that the microlayer was elevated in particulate trace elements compared to the water column (e.g., Barker and Zeitlin, 1972; Duce et al., 1972; Brügmann et al., 1992; Grotti et al., 2001); however, these observations alone are not enough to deconvolute and quantify the sources of trace elements to the microlayer. The solubility of Fe in seawater (pH 8.1) can be as low as 0.01 nM (Liu and Millero, 2002). However, the presence of organic ligands can increase the solubility of Fe greater than ten-fold (Gledhill and Buck, 2012), making it more bioavailable. The enhanced solubilization of aerosol Fe as well as other trace elements could have profound impacts on primary productivity, yet there is a lack of data specifically addressing the solubilization of trace elements by organic compounds in the microlayer or the potential biological responses resulting from this process.

The goal of this study was to determine the fate of atmospheric aerosols in the microlayer. Specifically, we measured the concentrations of dissolved and particulate Al, Fe, Ni, Cu, Zn, and Pb in the microlayer, water column, and aerosols in the Florida Keys during the spring and summer months. These elements, except Al and Pb, are bioactive trace elements important in primary productivity (Morel and Price, 2003). Al and Pb are used as tracers of aerosols: Al for lithogenic sources and Pb for anthropogenic sources.

Study sites

Sampling took place during two field campaigns in the Florida Keys (Figure 1), one during a “dusty” season (July 2014) and one during a “non-dusty” season (May 2015). For a typical July “dusty” season, the dust flux is approximately 17 mg m–2 d–1 in this region (Prospero and Mayol-Bracero, 2013). Sea surface microlayer and underlying water column sampling took place July 25 through 27, 2014, approximately 500 m offshore of the Keys Marine Laboratory, Layton, FL, USA (lat: 24.825832, long: –80.814262) in the Florida Bay (FB) and July 28, 2014, approximately 700 m offshore of Curry Hammock State Park, Marathon, FL, USA (lat: 24.740892, long: –80.981041) in the coastal Atlantic Ocean (AO). Aerosol samples were collected July 23 through 28, 2014, in Curry Hammock State Park. For a typical May “non-dusty” season, the dust flux is approximately 4.3 mg m–2 d–1 in this region (Prospero and Mayol-Bracero, 2013). Microlayer and water column sampling took place May 5 through 9, 2015, approximately 1,000 m offshore of the MOTE Tropical Research Laboratory, Summerland Key, FL, USA (lat: 24.740892, long: –81.981041) in the Summerland Key Bay (SB), and May 6 and 9, 2015, approximately 14 km offshore at the Looe Key National Marine Sanctuary (lat: 24.550933, long: –81.417201; LK). Aerosol samples were collected May 4 through 10, 2015, at MOTE.

Figure 1

Sampling locations. Locations of the sampling sites during the field campaigns in 2014 from the Keys Marine Laboratory (KML, in Florida Bay) and Curry Hammock State Park (in the coastal Atlantic Ocean), and in 2015 from MOTE Tropical Research Laboratory and Looe Key National Marine Sanctuary. Scale bar is 10 km. DOI: https://doi.org/10.1525/elementa.237.f1

Figure 1

Sampling locations. Locations of the sampling sites during the field campaigns in 2014 from the Keys Marine Laboratory (KML, in Florida Bay) and Curry Hammock State Park (in the coastal Atlantic Ocean), and in 2015 from MOTE Tropical Research Laboratory and Looe Key National Marine Sanctuary. Scale bar is 10 km. DOI: https://doi.org/10.1525/elementa.237.f1

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Sea surface microlayer and underlying water column sample collection and analysis

Sea surface microlayer samples were collected from a plastic kayak using a hollow quartz tube sampling device described in Ebling and Landing (2015). Briefly, the quartz tube was dipped vertically into the water column until most of the surface area below the handle was submerged. It was then slowly pulled vertically out of the water (5–10 cm s–1) and held over a funnel attached to a receiving bottle where the microlayer sample dripped off the quartz tube. This process was repeated until 125 to 550 mL of sample was collected. Corresponding underlying water column samples (30 cm depth) were also collected from the kayak wherein a closed bottle was submerged under water, opened, and closed again underwater to prevent mixing with the microlayer. Shoulder-length polyethylene gloves were worn to minimize trace element contamination. Immediately after sample collection, the microlayer and water column samples were filtered using 47 mm 0.2 µm polycarbonate track-etched (PCTE) membrane filters by vacuum filtration. The seawater samples were acidified with 6 M quartz distilled HCL (q-HCl) to a final concentration of 0.024 M q-HCl and the filters were frozen until analysis.

The microlayer and water column samples were analyzed for dissolved, reactive particulate, and refractory particulate trace element concentrations. Dissolved trace elements were pre-concentrated and extracted from the high salt content of seawater by a cation exchange column method described in Milne et al. (2010). Reactive particulate trace elements were leached from the filters using a 4.4 M acetic acid (q-HAc) with 0.02 M hydroxylamine hydrochloride (HH) solution as described in Berger et al. (2008). Refractory particulate trace elements were digested using microwave digestion with concentrated (15.8 M) q-HNO3 and concentrated (28 M) HF (Optima) to dissolve the residual particulate matter (Ebling and Landing, 2015). All samples were analyzed using a Thermo-Scientific Element 2 (E2) high resolution inductively-coupled plasma mass spectrometer (HR-ICP-MS). Reactive and refractory particulate concentrations were summed to calculate the total particulate trace element concentrations in the microlayer and water column. For the dissolved trace elements, analytical precision was determined through replicate analysis of deep (1000 m, SAFe-D2) seawater samples from the SAFe inter-comparison project (Johnson et al., 2007). For the reactive particulate trace elements, analytical precision was determined through replicate analysis of a multi-element check standard on the E2 HR-ICP-MS as there is currently no standard reference material for reactive particulate suspended matter (Ebling and Landing, 2015). Certain refractory trace elements such as Ti and Zr have very low solubility in the reactive leach solution. Low concentrations of such elements in the leach solution helps to demonstrate that small refractory particles were not carried over into the samples, and were therefore monitored for all particulate samples in this study. For the refractory particulate trace elements, analytical precision was determined through replicate analysis of the sediment standard reference material NIST-2704 (Buffalo River Sediment).

Aerosol sample collection and analysis

Aerosol samples, integrated over 24 hours, were collected using a high-volume aerosol sampler (model 5170-VBL, Tisch Environmental) which pulls air at approximately 1.2 m3 min–1 through 12 replicate acid-washed 47 mm nitrocellulose filter disks (Whatman 41). Filters were frozen until analysis.

Instantaneous aerosol leaches (a.k.a. UHP-soluble) were conducted using the method described in Buck et al. (2010); very rapid flow-through leaching (10–20 seconds) using 100 mL of ultra-high purity (UHP) deionized water (>18 MΩ*cm; pH = 6.0). Total aerosol digestions were conducted using a microwave digestion scheme with concentrated q-HNO3 and concentrated HF (Optima), as described in Morton et al. (2013). All samples were analyzed using the E2 ICP-MS. The 2014 aerosol samples were analyzed for UHP-soluble and total trace element concentrations. The 2015 aerosol samples were analyzed for total trace element concentrations only. To determine the overall precision, selected aerosol samples were analyzed in triplicate and the average RSD values were calculated and applied to all other aerosol samples.

Ten-day (240-hour) air mass back trajectories (AMBTs) for the 2014 and 2015 field campaigns were simulated using the GDAS meteorology data set in the publicly available NOAA Air Resources Laboratory Hybrid Single-Particle Lagrangian Integrated Trajectory (HYSPLIT) model (Stein et al., 2015; Rolph, 2017). Even though samples were collected 2–3 m above sea level, arrival heights of 500, 1,000, and 1,500 m were chosen to represent trajectories within and above the marine boundary layer (400 to 1,200 m thickness).

Figure 2 shows the wind speeds over the course of both field campaigns. For 2014, the average wind speed was 2.5 ± 0.8 m s–1 and for 2015, the average wind speed was 3.8 ± 2.0 m s–1. The grey shaded bars indicate when sea surface microlayer and underlying water column sample pairs were collected. Overall, the sampling took place when wind speeds were less than 4 m s–1 in 2014 and less than 6 m s–1 in 2015. There were no recorded rain events during the 2014 sampling period and only one rain event occurred during the 2015 sampling period (May 5, 2015, 17:00–18:00 UTC) after the first microlayer and water column paired sampling (May 5, 2015, 12:00 UTC).

Figure 2

Ancillary data. Wind speeds over the course of the 2014 (A) and 2015 (B) field campaigns. The red solid line indicates the average wind speed and the red dashed lines indicating ±1 S.D. The grey bars represent when paired microlayer and water column samples were collected. DOI: https://doi.org/10.1525/elementa.237.f2

Figure 2

Ancillary data. Wind speeds over the course of the 2014 (A) and 2015 (B) field campaigns. The red solid line indicates the average wind speed and the red dashed lines indicating ±1 S.D. The grey bars represent when paired microlayer and water column samples were collected. DOI: https://doi.org/10.1525/elementa.237.f2

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Tracking aerosols

An aerosol depth model (Naval Research Laboratory: http://www.nrlmry.navy.mil/aerosol/) was used to explore whether the air column over the sampling location contained high or low concentrations of dust. This model uses global meteorological fields from the Navy Operational Global Atmospheric Prediction System (NOGAPS; Hogan and Rosmond, 1991; Hogan and Brody, 1993) to forecast dust concentrations at 6-hour intervals. Figures 3 and 4 show the model output during the 2014 and 2015 field campaigns, respectively. Each panel corresponds to a microlayer and water column collection time point associated with a 24-hour integrated aerosol sample. In 2014, there appears to have been dust over the study site during three of the four sampling time points (Figure 3) from July 26 to July 28. In 2015, there does not appear to have been dust over the study site during the five sampling time points (Figure 4).

Figure 3

2014 aerosol optical depths. Modeled aerosol optical depths (Naval Research Laboratory; http://www.nrlmry.navy.mil/aerosol/) for the 2014 sea surface microlayer and underlying water column sampling periods. The study site is circled in black and the green contour lines (following the color scale bar) represent the optical dust depth (based on light scattering at 550 nm). DOI: https://doi.org/10.1525/elementa.237.f3

Figure 3

2014 aerosol optical depths. Modeled aerosol optical depths (Naval Research Laboratory; http://www.nrlmry.navy.mil/aerosol/) for the 2014 sea surface microlayer and underlying water column sampling periods. The study site is circled in black and the green contour lines (following the color scale bar) represent the optical dust depth (based on light scattering at 550 nm). DOI: https://doi.org/10.1525/elementa.237.f3

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Figure 4

2015 aerosol optical depths. Modeled aerosol optical depths (Naval Research Laboratory; http://www.nrlmry.navy.mil/aerosol/) for the 2015 sea surface microlayer and underlying water column sampling periods. The study site is circled in black and the green contour lines (following the color scale bar) represent the optical dust depth (based on light scattering at 550 nm). DOI: https://doi.org/10.1525/elementa.237.f4

Figure 4

2015 aerosol optical depths. Modeled aerosol optical depths (Naval Research Laboratory; http://www.nrlmry.navy.mil/aerosol/) for the 2015 sea surface microlayer and underlying water column sampling periods. The study site is circled in black and the green contour lines (following the color scale bar) represent the optical dust depth (based on light scattering at 550 nm). DOI: https://doi.org/10.1525/elementa.237.f4

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“Dusty” season trace element distributions in the sea surface microlayer, underlying water column, and atmospheric aerosols

Trace element concentrations in the dissolved and total particulate fractions of the sea surface microlayer and underlying water column as well as the atmospheric aerosols for the 2014 field campaign are presented in Figures 5, 6, and 7. Overall sample replicates showed ±20% variability with the exception of the dissolved Al, Fe, and Zn concentrations on July 26, 2014, (approximately ±50%). Given the potential heterogeneity of the microlayer (Wurl and Obbard, 2004), this variability is not unexpected. In the dissolved fraction, there is an overall trend that the microlayer and water column did not differ over the course of the four sampling days with the exception of Zn, where concentrations were often below the detection limit and, therefore, could not be compared directly (Figure 6D). Temporally, dissolved Al and Fe appeared higher in concentration on July 26 compared to July 25 (Figures 5A and 5D); however, the difference is not significant considering the replicate variability. Geographically, most dissolved trace element concentrations were similar between the FB location and the AO on July 28 (Figures 5A, 5D, 6A and 6D), with a slight decrease in the Ni concentration in the AO (Figure 7A) and a slight increase in the Pb concentration in the AO (Figure 7D).

Figure 5

2014 Al and Fe concentrations. Dissolved Al (A) and Fe (D) concentrations in the sea surface microlayer (SML) and underlying water column (UWC) in the Florida Bay (FB; solid red circles = SML; open red triangles = UWC) and coastal Atlantic Ocean (AO; solid black circles = SML; open black triangles = UWC). Total particulate Al (B) and Fe (E) concentrations in the SML and UWC in the FB and AO. Total Al (C) and Fe (F) concentrations in 24-hour integrated aerosol samples. Solid red lines show the average microlayer concentrations and the dashed red lines show the average water column concentrations. DOI: https://doi.org/10.1525/elementa.237.f5

Figure 5

2014 Al and Fe concentrations. Dissolved Al (A) and Fe (D) concentrations in the sea surface microlayer (SML) and underlying water column (UWC) in the Florida Bay (FB; solid red circles = SML; open red triangles = UWC) and coastal Atlantic Ocean (AO; solid black circles = SML; open black triangles = UWC). Total particulate Al (B) and Fe (E) concentrations in the SML and UWC in the FB and AO. Total Al (C) and Fe (F) concentrations in 24-hour integrated aerosol samples. Solid red lines show the average microlayer concentrations and the dashed red lines show the average water column concentrations. DOI: https://doi.org/10.1525/elementa.237.f5

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Figure 6

2014 Cu and Zn concentrations. Dissolved Cu (A) and Zn (D) concentrations in the sea surface microlayer (SML) and underlying water column (UWC) in the Florida Bay (FB; solid red circles = SML; open red triangles = UWC) and coastal Atlantic Ocean (AO; solid black circles = SML; open black triangles = UWC). Total particulate Cu (B) and Zn (E) concentrations in the SML and UWC in the FB and AO. Total Cu (C) and Zn (F) concentrations in 24-hour integrated aerosol samples. Solid red lines show the average microlayer concentrations and the dashed red lines show the average water column concentrations. DOI: https://doi.org/10.1525/elementa.237.f6

Figure 6

2014 Cu and Zn concentrations. Dissolved Cu (A) and Zn (D) concentrations in the sea surface microlayer (SML) and underlying water column (UWC) in the Florida Bay (FB; solid red circles = SML; open red triangles = UWC) and coastal Atlantic Ocean (AO; solid black circles = SML; open black triangles = UWC). Total particulate Cu (B) and Zn (E) concentrations in the SML and UWC in the FB and AO. Total Cu (C) and Zn (F) concentrations in 24-hour integrated aerosol samples. Solid red lines show the average microlayer concentrations and the dashed red lines show the average water column concentrations. DOI: https://doi.org/10.1525/elementa.237.f6

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Figure 7

2014 Ni and Pb concentrations. Dissolved Ni (A) and Pb (D) concentrations in the sea surface microlayer (SML) and underlying water column (UWC) in the Florida Bay (FB; solid red circles = SML; open red triangles = UWC) and coastal Atlantic Ocean (AO; solid black circles = SML; open black triangles = UWC). Total particulate Ni (B) and Pb (E) concentrations in the SML and UWC in the FB and AO. Total Ni (C) and Pb (F) concentrations in 24-hour integrated aerosol samples. Solid red lines show the average microlayer concentrations and the dashed red lines show the average water column concentrations. DOI: https://doi.org/10.1525/elementa.237.f7

Figure 7

2014 Ni and Pb concentrations. Dissolved Ni (A) and Pb (D) concentrations in the sea surface microlayer (SML) and underlying water column (UWC) in the Florida Bay (FB; solid red circles = SML; open red triangles = UWC) and coastal Atlantic Ocean (AO; solid black circles = SML; open black triangles = UWC). Total particulate Ni (B) and Pb (E) concentrations in the SML and UWC in the FB and AO. Total Ni (C) and Pb (F) concentrations in 24-hour integrated aerosol samples. Solid red lines show the average microlayer concentrations and the dashed red lines show the average water column concentrations. DOI: https://doi.org/10.1525/elementa.237.f7

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As with the dissolved trace elements, in the particulate fraction the microlayer and water column did not differ over the four days, with the exceptions of Ni, where water column concentration on July 25 was higher compared to the microlayer (Figure 7B), and Zn, where water column concentrations were higher on July 25 and July 26 compared to the microlayer (Figure 6E). When examining temporal changes in the particulate trace element concentrations in the microlayer and water column samples, a pattern emerges. Most elements increased by factors of 2 to 5 on July 26, 2014, when compared to the previous day (Figures 5B, 5E, 6B, 6E, 7B and 7E). A similar pattern emerges in the aerosol samples. For all trace elements, concentrations in the third 24-hour integrated sample (start date: July 26, 2014) were elevated 1.6 to 13 times compared to the concentrations in the previous sample (Figures 5C, 5F, 6C, 6F, 7C and 7F).

“Non-dusty” season trace element distributions in the sea surface microlayer, underlying water column, and atmospheric aerosols

Dissolved and particulate trace element concentrations in the sea surface microlayer and underlying water column, as well as the atmospheric aerosols for the 2015 field campaign, are presented in Figures 8, 9 and 10. As with the 2014 samples, overall sample replicates showed ±20% variability with the few exceptions in the dissolved Zn concentrations on May 5 in SB and May 9 on LK (approximately ±40%; Figure 9D). In the dissolved fraction, there is an overall trend that the microlayer and water column did not differ over the course of the study with the exceptions of Al and Fe, where microlayer concentrations were consistently lower compared to the water column (Figures 8A and 8D) and Zn, where microlayer concentrations were consistently higher compared to the water column (Figure 9D). There were some slight increases and decreases from day to day in the dissolved trace elements concentrations; however, the overall dissolved trace element distributions did not seem to vary over time except for Zn, where microlayer concentration increased 2.5 times between May 7 and 8 in SB (Figure 9D). The dissolved trace element concentrations did, however, vary between the two locations as the dissolved trace element concentrations at LK were significantly lower in comparison to the dissolved trace element concentrations at SB (Figures 8A, 8D, 9A and 10D).

Figure 8

2015 Al and Fe concentrations. Dissolved Al (A) and Fe (D) concentrations in the sea surface microlayer (SML) and underlying water column (UWC) in the Summerland Key Bay (SB; solid red circles = SML; open red triangles = UWC) and Looe Key National Marine Sanctuary (LK; solid black circles = SML; open black triangles = UWC). Total particulate Al (B) and Fe (E) concentrations in the SML and UWC in the SB and LK. Total Al (C) and Fe (F) concentrations in 24-hour integrated aerosol samples. Solid red lines show the average microlayer concentrations and the dashed red lines show the average water column concentrations. DOI: https://doi.org/10.1525/elementa.237.f8

Figure 8

2015 Al and Fe concentrations. Dissolved Al (A) and Fe (D) concentrations in the sea surface microlayer (SML) and underlying water column (UWC) in the Summerland Key Bay (SB; solid red circles = SML; open red triangles = UWC) and Looe Key National Marine Sanctuary (LK; solid black circles = SML; open black triangles = UWC). Total particulate Al (B) and Fe (E) concentrations in the SML and UWC in the SB and LK. Total Al (C) and Fe (F) concentrations in 24-hour integrated aerosol samples. Solid red lines show the average microlayer concentrations and the dashed red lines show the average water column concentrations. DOI: https://doi.org/10.1525/elementa.237.f8

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Figure 9

2015 Cu and Zn concentrations. Dissolved Cu (A) and Zn (D) concentrations in the sea surface microlayer (SML) and underlying water column (UWC) in the Summerland Key Bay (SB; solid red circles = SML; open red triangles = UWC) and Looe Key National Marine Sanctuary (LK; solid black circles = SML; open black triangles = UWC). Total particulate Cu (B) and Zn (E) concentrations in the SML and UWC in the SB and LK. Total Cu (C) and Zn (F) concentrations in 24-hour integrated aerosol samples. Solid red lines show the average microlayer concentrations and the dashed red lines show the average water column concentrations. DOI: https://doi.org/10.1525/elementa.237.f9

Figure 9

2015 Cu and Zn concentrations. Dissolved Cu (A) and Zn (D) concentrations in the sea surface microlayer (SML) and underlying water column (UWC) in the Summerland Key Bay (SB; solid red circles = SML; open red triangles = UWC) and Looe Key National Marine Sanctuary (LK; solid black circles = SML; open black triangles = UWC). Total particulate Cu (B) and Zn (E) concentrations in the SML and UWC in the SB and LK. Total Cu (C) and Zn (F) concentrations in 24-hour integrated aerosol samples. Solid red lines show the average microlayer concentrations and the dashed red lines show the average water column concentrations. DOI: https://doi.org/10.1525/elementa.237.f9

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Figure 10

2015 Ni and Pb concentrations. Dissolved Ni (A) and Pb (D) concentrations in the sea surface microlayer (SML) and underlying water column (UWC) in the Summerland Key Bay (SB; solid red circles = SML; open red triangles = UWC) and Looe Key National Marine Sanctuary (LK; solid black circles = SML; open black triangles = UWC). Total particulate Ni (B) and Pb (E) concentrations in the SML and UWC in the SB and LK. Total Ni (C) and Pb (F) concentrations in 24-hour integrated aerosol samples. Solid red lines show the average microlayer concentrations and the dashed red lines show the average water column concentrations. DOI: https://doi.org/10.1525/elementa.237.f10

Figure 10

2015 Ni and Pb concentrations. Dissolved Ni (A) and Pb (D) concentrations in the sea surface microlayer (SML) and underlying water column (UWC) in the Summerland Key Bay (SB; solid red circles = SML; open red triangles = UWC) and Looe Key National Marine Sanctuary (LK; solid black circles = SML; open black triangles = UWC). Total particulate Ni (B) and Pb (E) concentrations in the SML and UWC in the SB and LK. Total Ni (C) and Pb (F) concentrations in 24-hour integrated aerosol samples. Solid red lines show the average microlayer concentrations and the dashed red lines show the average water column concentrations. DOI: https://doi.org/10.1525/elementa.237.f10

Close modal

As with the dissolved trace elements, the microlayer and water column particulate fractions do not differ over the course of the study with the exceptions of Al and Fe, where water column concentrations were consistently higher than in the microlayer (Figures 8B and 8E). Particulate Al, Fe, and Pb were significantly lower in concentration at LK compared to SB, illustrating the difference between the two sites (Figures 8B, 8E and 10E). When examining the temporal change in the microlayer and water column samples, no clear pattern emerges. The atmospheric aerosols concentrations were fairly low throughout the campaign (Figures 9C, 9F and 10C) with the exceptions of Al (Figure 8C), Fe (Figure 8F), and Pb (Figure 10F), where concentrations increased by a factor of 2 to 8 on May 9, 2015.

Dusty season vs. non-dusty season

Aerosols originate from many sources, including desert regions, biomass burning, and anthropogenic emissions. The regions where the aerosols were initially generated have often been correlated with their chemistry to speculate on their impacts to the surface ocean (Spokes and Jickells, 1996; Baker et al., 2006; Sedwick et al., 2007) and to inform predictive models concerning the marine carbon cycle (e.g. Tagliabue et al., 2014). There are several ways in which aerosol origin can be identified. In this study, the NOAA HYSPLIT AMBTs were used to identify aerosol origin. Figure 11 shows example AMBTs for both the 2014 and 2015 field campaigns. The AMBT for July 26, 2014, shows a North African source (Figure 11B). Combining this model and the aerosol optical depth model, the aerosols collected for this day almost certainly originated from North Africa and presumably represent a typical summer Saharan dust event for the region (e.g. Prospero 1999; Trapp et al., 2010).

Figure 11

Air mass back trajectories. Ten-day air mass back trajectory (AMBT) simulations from example microlayer and water column sampling periods in 2014 (A and B) and 2015 (C and D), with arrival heights of 500 m (red), 1,000 m (blue), and 1,500 m (green). DOI: https://doi.org/10.1525/elementa.237.f11

Figure 11

Air mass back trajectories. Ten-day air mass back trajectory (AMBT) simulations from example microlayer and water column sampling periods in 2014 (A and B) and 2015 (C and D), with arrival heights of 500 m (red), 1,000 m (blue), and 1,500 m (green). DOI: https://doi.org/10.1525/elementa.237.f11

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Other tracers of aerosol origin used in this study were elemental ratios, specifically Ti, V, Mn, and Fe normalized to Al. Aluminum is used as an indicator of lithogenic origin in aerosol composition and TE/Al ratios can reflect different mineralogical composition (Guieu et al., 2002). Table 1 shows the Ti/Al, V/Al, Mn/Al, and Fe/Al ratios of four aerosol samples collected during the 2014 field campaign. The TE/Al ratios can be used to trace lithogenic aerosols, but should be interpreted with caution, as North African aerosols tend to have, for example, higher Fe/Al ratios compared to the global average upper continental crust (Shelley et al., 2015; Table 1). Three out of the four aerosol samples in the 2014 field campaign show similar Ti/Al, Mn/Al, and Fe/Al ratios that are comparable to the North African aerosol ratios. These three samples also had AMBTs suggesting that the air masses came from North Africa, whereas the lower Ti/Al, Mn/Al, and Fe/Al ratios on July 23 correspond to an AMBT that showed a marine origin (Figure 11A).

Table 1

Comparison of selected trace element ratiosa in aerosols of this study with aerosols of North African origin from other studies in the region, oceanic aerosols of North African origin, and the global average upper continental crust. DOI: https://doi.org/10.1525/elementa.237.t1

Location (date, 2014)Ti/AlV/AlMn/AlFe/AlReference

 
Florida Keys (July 23)b 0.01 (0.001) 0.001 (0.0001) 0.004 (0.0003) 0.20 (0.02) This study 
Florida Keys (July 24) 0.05 (0.005) 0.006 (0.0005) 0.010 (0.0008) 0.47 (0.04) This study 
Florida Keys (July 25) 0.06 (0.006) 0.002 (0.0002) 0.009 (0.0007) 0.50 (0.04) This study 
Florida Keys (July 26) 0.06 (0.006) 0.002 (0.0002) 0.009 (0.0007) 0.50 (0.04) This study 
Miami/Barbados c – 0.012 0.70 Trapp et al., 2010  
Barbados – 0.002 0.011 0.51 Arimoto et al., 1995  
At sea 0.08 0.003 0.013 0.77 Shelley et al., 2015  
At sea 0.12 0.005 0.012 0.66 Buck et al., 2010  
At sea – – 0.010 0.58 Baker et al., 2013  
Global average upper continental crust 0.04 0.0007 0.007 0.44 Taylor and McLennan, 1995  
Location (date, 2014)Ti/AlV/AlMn/AlFe/AlReference

 
Florida Keys (July 23)b 0.01 (0.001) 0.001 (0.0001) 0.004 (0.0003) 0.20 (0.02) This study 
Florida Keys (July 24) 0.05 (0.005) 0.006 (0.0005) 0.010 (0.0008) 0.47 (0.04) This study 
Florida Keys (July 25) 0.06 (0.006) 0.002 (0.0002) 0.009 (0.0007) 0.50 (0.04) This study 
Florida Keys (July 26) 0.06 (0.006) 0.002 (0.0002) 0.009 (0.0007) 0.50 (0.04) This study 
Miami/Barbados c – 0.012 0.70 Trapp et al., 2010  
Barbados – 0.002 0.011 0.51 Arimoto et al., 1995  
At sea 0.08 0.003 0.013 0.77 Shelley et al., 2015  
At sea 0.12 0.005 0.012 0.66 Buck et al., 2010  
At sea – – 0.010 0.58 Baker et al., 2013  
Global average upper continental crust 0.04 0.0007 0.007 0.44 Taylor and McLennan, 1995  

aBy mass, with 1 S.D. values for aerosols from this study given in parentheses.

bAerosol sample not of North African origin.

cNot available.

The dissolved trace element concentrations in the microlayer and water column showed little variability over the 2014 sampling time frame (Figures 5, 6 and 7), even with a significant dust event in the area. The UHP-soluble aerosol leaches collected for this field campaign showed low solubilities for trace elements such as Al and Fe (0.35 and 0.23%, respectively). Combined with the relatively high background concentrations of dissolved Al and Fe compared to the open ocean, these low solubilities could explain why there appears to be little to no effect on the dissolved trace element concentrations in the microlayer from atmospheric deposition. When comparing the particulate trace element concentrations in the microlayer to the aerosol concentrations a different pattern emerges. As mentioned above, most trace element concentrations in the microlayer increased by factors of 2 to 5 on July 26, 2014, which coincides with an observed increase in atmospheric aerosol concentrations (Figures 5, 6 and 7). Hoffman et al. (1974) also observed high Fe concentrations off the coast of North Africa in the microlayer when there was significant continental dust.

Elemental ratios were also calculated for the microlayer and water column particulate samples collected during the 2014 field campaign to compare to the aerosol elemental ratios (Table 2). The microlayer ratios are very similar to the aerosol ratios, with three exceptions (all on July 28): the Ti/Al ratio in the AO (0.17 for the microlayer versus 0.06 for the aerosol) and the Mn/Al ratios in the FB (0.135 for the microlayer versus 0.009 for the aerosol) and the AO (0.024 for the microlayer versus 0.009 for the aerosol). The water column ratios are also very similar to the aerosol ratios, with five exceptions (all on July 28): the Ti/Al ratios on in the FB (0.23 for the water column versus 0.06 for the aerosol) and the AO (0.31 for the water column versus 0.06 for the aerosol), the V/Al ratio in the AO (0.23 for the water column versus 0.002 for the aerosol), the Mn/Al ratios in the FB (0.163 for the water column versus 0.009 for the aerosol) and the AO (0.070 for the water column versus 0.009 for the aerosol), and the Fe/Al ratio in the AO (1.07 for the water column versus 0.50 for the aerosol). The AO microlayer sample, in general, appears to be enriched in trace elements compared to the aerosol sample, indicative of possible scavenging onto particles. This observation further applies to the AO water column sample, where all four ratios are enriched compared to both the corresponding aerosol and microlayer samples. The FB ratios show some enrichment in the microlayer and water column samples compared to the aerosol samples, but not as strongly as in the AO sample.

Table 2

Selected trace element ratios (by mass) in particulate samples of the sea surface microlayer and underlying water column during the 2014 field campaign. DOI: https://doi.org/10.1525/elementa.237.t2

Sample typeDateLocationaTi/AlV/AlMn/AlFe/Al

 
Sea surface microlayer July 25 FB 0.08 0.003 0.012 0.50 
July 26 FB 0.06 0.002 0.013 0.47 
July 28 FB 0.09 0.003 0.135 0.61 
July 28 AO 0.17 0.005 0.024 0.57 
Underlying water column July 25 FB 0.09 0.003 0.016 0.51 
July 26 FB 0.08 0.002 0.016 0.47 
July 28 FB 0.23 0.003 0.163 0.60 
July 28 AO 0.31 0.023 0.070 1.07 
Sample typeDateLocationaTi/AlV/AlMn/AlFe/Al

 
Sea surface microlayer July 25 FB 0.08 0.003 0.012 0.50 
July 26 FB 0.06 0.002 0.013 0.47 
July 28 FB 0.09 0.003 0.135 0.61 
July 28 AO 0.17 0.005 0.024 0.57 
Underlying water column July 25 FB 0.09 0.003 0.016 0.51 
July 26 FB 0.08 0.002 0.016 0.47 
July 28 FB 0.23 0.003 0.163 0.60 
July 28 AO 0.31 0.023 0.070 1.07 

aFB indicates Florida Bay; AO, coastal Atlantic Ocean.

The aerosols collected during the 2015 field campaign originated from either North America (Figure 11C) or the Atlantic Ocean (Figure 11D). Their relatively low trace element concentrations (Figures 8, 9 and 10) compared to the North African aerosols collected in 2014 support our conclusion that sampling in 2015 occurred during a low dust period which corresponds to a non-dust season.

The dissolved and total particulate trace element concentrations in the microlayer and water column showed little variability during the 2015 field campaign (Figures 8, 9 and 10). As we believe that dust deposition was low in the region, the concentrations were likely influenced by other factors. Rising bubbles from the underlying water column act as another source of trace elements to the microlayer (Hardy, 1982; Cuong et al., 2008) when there is no significant dust in the region. Cu, Zn, Ni, and Pb concentrations in the 2015 microlayer samples indicate a trace element composition similar to the corresponding water column, suggesting an underlying water column source (Figures 9A, 9D, 10A and 10D). There was notable depletion in the dissolved Al and Fe concentrations in the microlayer compared to the water column (Figures 8A and 8D). This phenomenon has been observed elsewhere: Ebling and Landing (2015) showed depletion in dissolved Al and Fe in the Bay of Villefranche, France, when there was no significant atmospheric input to the microlayer. Depletions in dissolved constituents in the microlayer that are statistically significant are difficult to maintain in the face of molecular diffusion from the underlying water column. Diffusive mixing with a molecular diffusion coefficient on the order of 10–5 cm2 s–1 yields displacement of about 100 µm in less than 10 seconds. Thus, significant depletion that is long-lived (or perhaps at steady-state) would require a removal mechanism that is fast relative to diffusion. There was notable depletion in particulate Al and Fe in the microlayer compared to the water column as well. Hunter (1980) also reported depletion in particulate Fe and Mn in the North Sea. While Hunter’s argument was that lithogenic trace elements such as Mn and Fe would not favor the organic rich microlayer, apparent depletions in particles in the microlayer could result from sediment resuspension in shallow environments (such as SB) where the underlying water column becomes enriched in particles. In addition, particle settling will constantly remove particles from the microlayer into the water column.

Residence times of atmospheric trace elements in the sea surface microlayer

An important parameter when studying the impact of atmospheric deposition to the microlayer is the residence time (τ) of the variable of interest: the mean time of replacement based on the reservoir inventory and the input flux. In this study residence times for dissolved and particulate trace elements were calculated using the following equation:

1

where [TE]SML is the concentration of trace element (TE) in the sea surface microlayer (SML), δ is the microlayer thickness (50 µm; Ebling and Landing, 2015), and Jaerosol is the flux of aerosol trace element which can be calculated from the aerosol concentration and the dry deposition velocity for mineral dust of approximately 1,000 m d–1 (Duce et al., 1991). Residence times were calculated for July 26, 2014, in FB and July 28, 2014, in both locations (FB and AO), as these were the days with significant dust in the region (Figure 9). Residence times for dissolved trace elements were calculated from the dissolved microlayer trace element concentrations and fluxes of UHP-soluble aerosol trace elements. Residence times for particulate trace elements were calculated from the total particulate trace element concentrations and the fluxes of total aerosol trace elements.

Table 3 shows the residence times for dissolved and particulate trace elements in the microlayer. Residence times of dissolved trace elements ranged from 5.3 minutes for Al to 210 minutes (3.5 hours) for Cu. Residence times of particulate trace elements ranged from 0.27 minutes (16 seconds) for Al to 3.4 minutes for Pb. Generally, residence times were longer in FB on July 26 compared to July 28. While the literature is consistent in the observation that particulate trace elements are usually enriched in the microlayer, it is less consistent with respect to the particle residence times in the microlayer, with reports ranging from a few seconds to tens of minutes (e.g., Duce et al., 1972; Hoffman et al., 1974; Hardy et al., 1985). Hoffman et al. (1974) estimated the residence time of particulate Fe in the microlayer as a few seconds for a Saharan dust deposition event, whereas Eisenreich (1982) estimated the microlayer residence times for a suite of total trace elements (dissolved plus particulate) in the microlayer of Lake Superior ranging from 20 to 79 minutes. In our 2014 FB experiment, the inventory of particulate Fe in the microlayer (50 µm thick) on July 26 was 1,150 ng m–2. Using an aerosol dry deposition velocity of 1,000 m d–1 (~1 cm s–1; typical for 1 µm mineral dust aerosols), the aerosol Fe concentration of 774 ng m–3 should result in the deposition of 537 ng m–2 min–1. This calculation yields a residence time (τ) for particulate Fe in the microlayer (with respect to aerosol Fe input) on the order of 2 minutes (Table 3). When the aerosol Fe concentration dropped to 448 ng m–3, the deposition rate should have dropped to 311 ng m–2 min–1. If the decrease in the particulate Fe concentration in the microlayer between July 26 and July 28 was in response to the lower aerosol concentration, then the loss rate of particulate Fe from the microlayer must have been greater than the input rate of 311 ng m–2 min–1, yielding τ = ~ 1 minute with respect to particulate Fe loss. The fact that the dissolved and particulate Fe concentrations in the underlying water column closely track those in the microlayer supports our conclusion that there must be rapid transfer of particles through the microlayer and into the upper ocean. These short residence time estimates for particulate Fe in the microlayer are not inconsistent with an upper limit estimate for the Stokes settling velocity of a 1 µm particle (ρ = 2.5) in pure seawater on the order of 50 µm min–1. However, it is unlikely that such rapid settling velocities would apply for particles that are interacting with the gel-like, organic-rich film that characterizes the microlayer (Wurl and Holmes, 2008).

Table 3

Residence times (τ in minutes) of trace elements in sea surface microlayer samples from the 2014 field campaign. DOI: https://doi.org/10.1525/elementa.237.t3

Location, date, formAlFeNiCuZnPb

 
FB, July 26, dissolved 12 (7)a 26 (20) 50 (5) 180 (7) 14 (3) 94 (25) 
FB, July 28, dissolved 5.3 (1.9) 8.2 (4.1) 49 (5) 200 (8) 10 (2) 14 (3) 
AO, July 28, dissolved 6.2 (0.6) 8.1 (1.7) 44 (5) 210 (10) 12 (2) 37 (7) 
FB, July 26, particulate 2.2 (0.2) 2.1 (0.1) 2.5 (1.1) 1.7 (0.5) 1.3 (0.4) 3.4 (0.6) 
FB, July 28, particulate 0.54 (0.04) 0.67 (0.04) 0.48 (0.22) 0.84 (0.25) 1.9 (0.5) 2.5 (0.5) 
AO, July 28, particulate 0.27 (0.31) 0.30 (0.29) 1.7 (1.1) 1.1 (1.0) 1.8 (2.8) 1.5 (2.6) 
Location, date, formAlFeNiCuZnPb

 
FB, July 26, dissolved 12 (7)a 26 (20) 50 (5) 180 (7) 14 (3) 94 (25) 
FB, July 28, dissolved 5.3 (1.9) 8.2 (4.1) 49 (5) 200 (8) 10 (2) 14 (3) 
AO, July 28, dissolved 6.2 (0.6) 8.1 (1.7) 44 (5) 210 (10) 12 (2) 37 (7) 
FB, July 26, particulate 2.2 (0.2) 2.1 (0.1) 2.5 (1.1) 1.7 (0.5) 1.3 (0.4) 3.4 (0.6) 
FB, July 28, particulate 0.54 (0.04) 0.67 (0.04) 0.48 (0.22) 0.84 (0.25) 1.9 (0.5) 2.5 (0.5) 
AO, July 28, particulate 0.27 (0.31) 0.30 (0.29) 1.7 (1.1) 1.1 (1.0) 1.8 (2.8) 1.5 (2.6) 

aParenthetic values are 1 S.D. of the residence time.

While the residence times for dissolved and particulate trace elements in this study are reasonably consistent with those determined from these previous studies, as well as from controlled tank experiments (Hardy et al., 1985; Ebling et al., unpublished data), the absolute values must be taken with caution. The aerosol deposition velocity of 1,000 m d–1 is probably a lower limit because it accounts for aerosol dry deposition only. Including wet deposition, which often accounts for about 50% of the total aerosol deposition, raises the bulk deposition velocity to about 2,000 m d–1 (Kadko et al., 2015). Using this higher bulk deposition velocity would lower the residence times by a factor of two. Furthermore, the aerosol sample from July 26, 2014, represents a 24-hour integrated sample, when the actual aerosol concentrations during that period may have varied considerably. Given the apparently very short residence times for both dissolved and particulate trace elements in the microlayer, short-term variations in the actual aerosol concentrations would produce proportional short-term variations in the fluxes and inverse effects on the residence times (Eq. 1). External factors such as wind (Figure 2) and waves also vary on short times scales compared to the 24-hour integrated aerosol sampling, which can also complicate residence time calculations as the microlayer is greatly affected by these factors (Cunliffe et al., 2013).

In summary, this study investigated dissolved and particulate trace element concentrations in the sea surface microlayer, underlying water column, and atmospheric aerosols during “dusty” (July 2014) and “non-dusty” (May 2015) periods in the Florida Keys. We observed a significant North African dust event during the 2014 field campaign. In turn, we observed elevated total particulate trace element concentrations in the microlayer during this event. From this dust event, residence times of dissolved and particulate trace elements in the microlayer ranged from a few minutes to a few hours. While the processes that could alter the trace element concentrations and dissolved/particulate fractionations within the microlayer were not explored in this study, the residence times suggest that trace elements are retained long enough in the microlayer to be altered chemically and biologically. The next step will be to look at the organic complexation of trace elements as well as the biological response of various microorganisms found in the microlayer during atmospheric deposition events. Both processes will be explored from samples collected in the Florida Keys during the summer months of 2016.

Seawater trace element concentrations: Biological & Chemical Oceanography Data Management Office (BCO-DMO).

Aerosol trace element concentrations: BCO-DMO.

The authors would like to thank Jason Westrich and Erin Lipp for their invaluable help with experimental design and sample collection. Thanks go to the Keys Marine Laboratory and the MOTE Tropical Research Laboratory for the use of their facilities. The authors would also like to thank two anonymous reviewers for their helpful feedback. A portion of this work was performed at the National High Magnetic Field Laboratory, which is supported by the NSF Cooperative Agreement DMR-1157490 and the State of Florida.

NSF OCE-1357140 (to WML).

The authors have no competing interests to declare.

  • Contributed to conception and design: AME, WML

  • Contributed to acquisition of samples and data: AME

  • Contributed to analysis and interpretation of data: AME, WML

  • Drafted and/or revised the article: AME, WML

  • Approved the submitted version for publication: AME, WML

1
Arimoto
 
R
Duce
 
RA
Ray
 
BJ
Eliis
 
WG
Cullen
 
JD
Merrill
 
JT
Trace elements in the atmosphere over the North Atlantic
J Geophys Res
1995
, vol. 
100
 (pg. 
1199
-
213
)
2
Baker
 
AR
Adams
 
C
Bell
 
TG
Jickells
 
TD
Ganzeveld
 
L
Estimation of atmospheric nutrient input to the Atlantic Ocean from 50°N to 50°S based on large-scale field sampling: iron and other dust-associated elements
Global Biogeochem Cy
2013
, vol. 
27
 (pg. 
755
-
67
)
3
Baker
 
AR
Croot
 
PL
Atmospheric and marine controls on aerosol iron solubility in seawater
Mar Chem
2010
, vol. 
120
 (pg. 
4
-
13
)
4
Baker
 
AR
Jickells
 
TD
Witt
 
M
Linge
 
KL
Trends in the solubility of iron, aluminum, manganese, and phosphorus in aerosols collected over the Atlantic Ocean
Mar Chem
2006
, vol. 
98
 (pg. 
43
-
58
)
5
Baker
 
AR
Landing
 
WM
Bucciarelli
 
E
Cheize
 
M
Fietz
 
S
Hayes
 
CT
et al. 
Trace element and isotope deposition across the air-sea interface: progress and research needs
Phil Trans R Soc A
2016
6
Barker
 
DR
Zeitlin
 
H
Metal-ion concentrations in sea-surface microlayer and size-separated atmospheric aerosol samples in Hawaii
J Geophy Res
1972
, vol. 
77
 (pg. 
5076
-
86
)
7
Berger
 
CJM
Lippiatt
 
SM
Lawrence
 
MG
Bruland
 
KW
Application of a chemical leach technique for estimating labile particulate aluminum, iron, and manganese in the Columbia River plume and coastal waters off Oregon and Washington
J Geohys Res
2008
, vol. 
113
 
8
Boyd
 
PW
Mackie
 
DS
Hunter
 
KA
Aerosol iron deposition to the surface ocean – modes of iron supply and biological response
Mar Chem
2010
, vol. 
120
 (pg. 
128
-
43
)
9
Brügmann
 
L
Bernard
 
PC
van Grieken
 
R
Geochemistry of suspended matter from the Baltic Sea
Mar Chem
1992
, vol. 
38
 (pg. 
303
-
23
)
10
Buck
 
CS
Landing
 
WM
Resing
 
JA
Measures
 
CI
The solubility and deposition of aerosol Fe and other trace elements in the North Atlantic Ocean: observations from the A16N CLIVAR/CO2 repeat hydrography section
Mar Chem
2010
, vol. 
120
 (pg. 
57
-
70
)
11
Cunliffe
 
M
Engel
 
A
Frka
 
S
Gašparović
 
B
Guitart
 
C
Murrell
 
JC
et al. 
Sea surface microlayers: a unified physicochemical and biological perspective of the air-ocean interface
Prog Oceanogr
2013
, vol. 
109
 (pg. 
104
-
16
)
12
Cunliffe
 
M
Salter
 
M
Mann
 
PJ
Whiteley
 
AS
Upstill-Goddard
 
RC
Murrell
 
JC
Dissolved organic carbon and bacterial populations in the gelatinous surface microlayer of a Norwegian fjord mesocosm
FEMS Microbiol Lett
2009
, vol. 
299
 (pg. 
248
-
54
)
13
Cuong
 
DT
Karuppiah
 
S
Obbard
 
JP
Distribution of heavy metals in the dissolved and suspended phase of the sea-surface microlayer, seawater column and in sediments of Singapore’s coastal enrvironment
Environ Monit Assess
2008
, vol. 
138
 (pg. 
255
-
72
)
14
Duce
 
RA
Quinn
 
JG
Olney
 
CE
Piotrowicz
 
SR
Ray
 
BJ
Wade
 
TL
Enrichment of heavy metals and organic compounds in the surface microlayer of Narragansett Bay, Rhode Island
Science
1972
, vol. 
176
 (pg. 
161
-
3
)
15
Duce
 
RA
Tindale
 
NW
Atmospheric transport if iron and its deposition in the ocean
Limnol Oceanogr
1991
, vol. 
36
 (pg. 
1715
-
26
)
16
Dupont
 
CL
Buck
 
KN
Palenik
 
B
Barbeau
 
K
Nickel utilization in phytoplankton assemblages from contrasting oceanic regimes
Deep-Sea Res
2010
, vol. 
57
 (pg. 
553
-
566
)
17
Ebling
 
AM
Landing
 
WM
Sampling and analysis of the sea surface microlayer for dissolve and particulate trace elements
Mar Chem
2015
, vol. 
177
 (pg. 
134
-
42
)
18
Eisenreich
 
SJ
Atmospheric role in trace metal exchange at the air-water interface
J Great Lakes Res
1982
, vol. 
8
 (pg. 
243
-
56
)
19
Franklin
 
MP
McDonald
 
IR
Bourne
 
DG
Owens
 
NJP
Upstill-Goddard
 
RC
Murrell
 
JC
Bacterial diversity in the bacterioneuston (sea surface microlayer): The bacterioneuston through the looking glass
Environ Microbiol
2005
, vol. 
7
 (pg. 
723
-
36
)
20
Gledhill
 
M
Buck
 
KN
The organic complexation of iron in the marine environment: a review
Front Microbio
2012
, vol. 
3
 (pg. 
1
-
17
)
21
Grotti
 
M
Soggia
 
F
Abelmoschi
 
ML
Rivaro
 
P
Magi
 
E
Frache
 
R
Temportal distribution of trace metals in Antarctic coastal waters
Mar Chem
2001
, vol. 
76
 (pg. 
189
-
209
)
22
Guieu
 
C
Loye-Pilot
 
MD
Ridame
 
C
Thomas
 
C
Chemical characterization of the Saharan dust end-member: some biogeochemical implications for the western Mediterranean Sea
J Geophy Res
2002
, vol. 
107
 
23
Hardy
 
JT
The sea surface microlayer: biology, chemistry, and anthropogenic enrichment
Prog Oceanogr
1982
, vol. 
11
 (pg. 
307
-
28
)
24
Hardy
 
JT
Apts
 
CW
Crecelius
 
EA
Fellingham
 
GW
The sea-surface microlayer: fate and residence times of atmospheric metals
Limnol Oceanogr
1985
, vol. 
30
 (pg. 
93
-
101
)
25
Hoffman
 
GL
Duce
 
RA
Walsh
 
PR
Hoffman
 
EJ
Ray
 
BJ
Residence times of some particulate trace metals in the oceanic surface microlayer: significance of atmospheric deposition
J Recher Atmos
1974
, vol. 
8
 (pg. 
745
-
59
)
26
Hogan
 
TF
Brody
 
LR
Sensitivity studies of the Navy’s global forecast model parameterizations and evaluations of improvements to NOGAPS
Mon Wea Rev
1993
, vol. 
121
 (pg. 
2372
-
95
)
27
Hogan
 
TF
Rosmond
 
TE
The description of the navy operational global atmospheric prediction systems spectral forecast model
Mon Weather Rev
1991
, vol. 
119
 (pg. 
1786
-
1815
)
28
Hunter
 
KA
Processes affecting particulate trace metals in the sea surface microlayer
Mar Chem
1980
, vol. 
9
 (pg. 
49
-
70
)
29
Johnson
 
KS
Boyle
 
E
Bruland
 
K
Coale
 
K
Measures
 
C
Moffett
 
J
et al. 
Developing standards for dissolved iron in seawater
Eos
2007
, vol. 
88
 (pg. 
131
-
2
)
30
Kadko
 
D
Landing
 
WM
Shelley
 
RU
A novel tracer technique to quantify the atmospheric flux of trace elements to remote ocean regions
J Geophys Res
2015
, vol. 
120
 (pg. 
848
-
58
)
31
Liss
 
P
Duce
 
RA
The sea surface and global change
2005
UK
Cambridge University Press
32
Liu
 
X
Millero
 
FJ
The solubility of iron in seawater
Mar Chem
2002
, vol. 
77
 (pg. 
43
-
54
)
33
Mackey
 
KRM
Chien
 
CT
Post
 
AF
Saito
 
MA
Paytan
 
A
Rapid and gradual modes of aerosol trace metal dissolution in seawater
Front MicroBio
2015
, vol. 
5
 (pg. 
1
-
11
)
34
Martin
 
JH
Gordon
 
RM
Northeast Pacific iron distributions in relation to phytoplankton productivity
Deep-Sea Res
1988
, vol. 
35
 (pg. 
177
-
96
)
35
Milne
 
A
Landing
 
W
Bizimis
 
M
Morton
 
P
Determination of Mn, Fe, Co, Ni, Cu, Zn, Cd, and Pb in seawater using high resolution magnetic sector inductively coupled mass spectrometry (HR-ICP-MS)
Anal Chim Acta
2010
, vol. 
665
 (pg. 
200
-
7
)
36
Morel
 
FMM
Price
 
NM
The biogeochemical cycles of trace metals in the oceans
Science
2003
, vol. 
300
 (pg. 
944
-
7
)
37
Morton
 
PL
Landing
 
WM
Hsu
 
SC
Milne
 
A
Aguilar-Islas
 
AM
Baker
 
AR
et al. 
Methods for the sampling and analysis of marine aerosols: results from the 2008 GEOTRACES aerosol intercalibration experiment
Limnol Oceanogr: Methods
2013
, vol. 
11
 (pg. 
62
-
78
)
38
Prospero
 
JM
Long-range transport of mineral dust in the global atmosphere: impact of African dust on the environment of the southeastern United States
PNAS
1999
, vol. 
96
 (pg. 
3396
-
3403
)
39
Prospero
 
JM
Mayol-Bracero
 
OL
Understanding the transport and impact of African dust on the Caribbean Basin
BAMS
2013
, vol. 
94
 (pg. 
1329
-
37
)
40
Rolph
 
GD
Real-time Environmental Applications and Display sYstem (READY)
NOAA Air Resources Laboratory
2017
http://ready.arl.noaa.gov/
41
Sedwick
 
PN
Sholkovitz
 
ER
Church
 
TM
Impact of anthropogenic combustion emissions on the fractional solubility of aerosol iron: evidence from the Sargasso Sea
Geophy Geosys
2007
, vol. 
8
 
42
Shelley
 
RU
Morton
 
PL
Landing
 
WM
Elemental ratios and enrichment factors in aerosols from the US-GEOTRACES North Atlantic transects
Deep-Sea Res II
2015
, vol. 
116
 (pg. 
262
-
72
)
43
Spokes
 
LJ
Jickells
 
TD
Factors controlling the solubility of aerosol trace metals in the atmosphere and on mixing into seawater
Aq Geochem
1996
, vol. 
1
 (pg. 
355
-
74
)
44
Stein
 
AF
Draxler
 
RR
Rolph
 
GD
Stunder
 
BJB
Cohen
 
MD
Ngan
 
F
NOAA’s HYSPLIT atmospheric transport and dispersion modeling system
Bull Amer Meteor Soc
2015
, vol. 
96
 (pg. 
2059
-
77
)
45
Tagliabue
 
A
Aumont
 
O
Bopp
 
L
The impact of different external sources of iron on the global carbon cycle
Geophys Res Letters
2014
, vol. 
41
 (pg. 
920
-
6
)
46
Taylor
 
SR
McLennan
 
SM
The geochemical evolution of continental crust
Rev Geophys
1995
, vol. 
33
 (pg. 
241
-
65
)
47
Trapp
 
JM
Millero
 
FJ
Prospero
 
JM
Temporal variability of the elemental composition of African dust measured in trade wind aerosols at Barbados and Miami
Mar Chem
2010
, vol. 
120
 (pg. 
71
-
82
)
48
Wurl
 
O
Holmes
 
M
The gelatinous nature of the sea-surface microlayer
Mar Chem
2008
, vol. 
110
 (pg. 
89
-
97
)
49
Wurl
 
O
Obbard
 
JP
A review of pollutants in the sea-surface microlayer (SML): a unique habitat for marine organisms
Mar Poll Bullet
2004
, vol. 
48
 (pg. 
1016
-
30
)
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