Alison
Bain
a,
Man Nin
Chan
bc and
Bryan R.
Bzdek
*a
aSchool of Chemistry, University of Bristol, Bristol, UK. E-mail: b.bzdek@bristol.ac.uk
bEarth System Science Programme, Faculty of Science, The Chinese University of Hong Kong, Hong Kong, China
cThe Institute of Environment, Energy and Sustainability, The Chinese University of Hong Kong, Hong Kong, China
First published on 9th August 2023
Organosulfates comprise up to 30% of the organic fraction of aerosol. Organosulfate aerosol physical properties, such as water activity, density, refractive index, and surface tension, are key to predicting their impact on global climate. However, current understanding of these properties is limited. Here, we measure the physical properties of aqueous solutions containing sodium methyl or ethyl sulfate and parameterise the data as a function of solute concentration. The experimental data are compared to available literature data for organosulfates, as well as salts (sodium sulfate and sodium bisulfate) and organics (short alkyl chain length alcohols and carboxylic acids) to determine if the physical properties of organosulfates can be approximated by molecules of similar functionality. With the exception of water activity, we find that organosulfates have intermediate physical properties between those of the salts and short alkyl chain organics. This work highlights the importance of measuring and developing models for the physical properties of abundant atmospheric organosulfates in order to better describe aerosol's impact on climate.
Environmental significanceOrganosulfates are emerging as a prominent component of ambient aerosol. They can constitute up to 30% of the organic fraction of aerosol and are projected to become more important as global inorganic sulfate emissions decrease. However, little is known about how organosulfates alter the key physical properties of aerosol necessary to understand its impacts on climate. Here, we provide the first physical data and parameterisations for properties necessary to predict atmospheric impact for the two simplest organosulfates, sodium methyl and ethyl sulfates. These data and comparisons to salts and short alkyl chain organics demonstrate that the physical properties of organosulfates are intermediate between salts and organics. These results can be used to inform model development for organosulfate aerosol physical properties. |
Despite their significance in atmospheric aerosols, systematic investigations of the physical properties of organosulfates are limited. Estillore et al. used a Multi-Analysis Aerosol Reactor System to measure the growth factor for a range of commercially available and synthesised organosulfate aerosol.22 The authors found that organosulfate aerosol does not undergo efflorescence/deliquescence behaviour (except for samples that were suspected to be contaminated with NaCl), and retains an appreciable amount of water even at relative humidities (RHs) below 10%. Ohno et al. investigated the hygroscopicity of supermicron organosulfate aerosol containing isoprene derived organosulfates.23 In agreement with the observations of Estillore et al.,22 Ohno et al. also found that organosulfate droplets do not undergo efflorescence nor did they observe any kinetic inhibition of water transport associated with the formation of a glassy state.23 This behaviour of retaining some water even at low RHs is common to highly oxidised organic molecules typically found in SOA.24–26 However, the observations of Ohno et al. show that organosulfate aerosol is more hygroscopic than SOA generated through a wide range of oxidative conditions and precursors.23
In atmospheric science, it is convenient to link the physical properties of aerosol to the surrounding RH. When a droplet is in equilibrium, its water activity (aw) is related to RH through eqn (1):
(1) |
Eqn (1) also shows that as aerosol experiences changing RH conditions over its atmospheric lifetime, it takes up and loses water in order to stay in equilibrium with its surroundings. The change in solute mass fraction associated with the change in water content means that its physical properties (e.g., density, surface tension and refractive index) also change. These physical properties in turn affect aerosol's impact on climate.29 The scattering and absorption of solar radiation by aerosol (the direct effect) depend on its optical properties.30 Aerosol optical properties in turn depend on solute concentration and size, which are both affected by a change in RH.31 For aerosol which is transparent in the visible region, the real part of the refractive index is necessary to predict the direct effect of aerosol on climate.31 Aerosol can also indirectly impact climate by altering cloud properties. Many atmospherically relevant organic molecules reduce the surface tension of water and may be present in large enough quantities in aerosol to reduce the surface tension,32,33 thereby lowing the barrier to cloud droplet activation.34–38 A lack of experimental data for organosulfates impedes specific predictions for this class of molecules. As a result, the broad impacts of organosulfates on the aerosol direct and indirect effects are poorly understood.
Here, we measure the physical properties relevant to atmospheric aerosol (water activity, refractive index, density and surface tension) for the two simplest organosulfates: sodium methyl sulfate and sodium ethyl sulfate. These short alkyl chain organosulfates have been identified in ambient aerosol39 and act as proxies for the fragmentation products (due to atmospheric processing, e.g. oxidation) of atmospherically abundant organosulfates. Indeed, there has been much interest in investigating the reaction pathways and hygroscopic growth of these simple organosulfates under atmospheric conditions.22,40 Furthermore, the structural simplicity of these organosulfates allows fundamental investigation of the impact of the sulfate group on the physical properties of aqueous organics. Here, we provide parameterisations for these physical properties as a function of solute mass fraction. Mixing rules are widely used to predict the physicochemical properties of aerosols, which are complex chemical mixtures. The physical properties of binary (solute-water) solutions are generally the fundamental inputs into these mixing rules.30,41–44
Sodium methyl sulfate (Sigma Aldrich) and sodium ethyl sulfate (Sigma Aldrich, >98% purity) were used without further purification. Stock solutions were made near the bulk saturation limit (using heat and sonication to help dissolve the solute) in deionised water. Additional concentrations were made by serial dilution of the concentrated stock solutions.
The density (ρ) of each solution was measured with a density meter (Densito METTLER TOLEDO) and the refractive index at 589 nm, n(589 nm), was measured with a refractometer (PA201, MISCO). Density and refractive index data were parameterised as a function of solute mass fraction, ws, using second order polynomials.44
ρ = ρ0 + ρ1ws + ρ2ws2 | (2) |
n(589 nm) = n0 + n1ws + n2ws2 | (3) |
The water activity, aw, of aqueous sodium methyl and ethyl sulfate solutions were measured using a benchtop activity meter (rotronic HYGROPALM23-AW). The instrument was calibrated before use with 10, 35, 50, and 80% humidity standards (aqueous LiCl and LiBr, rotronic). All measurements were collected in full equilibrium mode (equilibrium is defined as a change of <0.0005 aw units per min) at room temperature, 295 ± 1 K.
A holographic optical tweezers instrument was used to measure droplet surface tensions using the droplet coalescence method.37,45 These experiments require first confining two aerosol droplets in separate optical traps generated by the use of the spatial light modulator (SLM). The phase pattern on the SLM is changed to coalesce the two droplets in a controlled manner. Upon coalescence, the cavity-enhanced Raman spectrum is collected and fit with Mie theory to determine the radius (r) and refractive index of the composite droplet.46,47 Parameterisations of refractive index are then used to determine the droplet's density (ρ) and solute molar concentration (c). Concurrently, the elastic backscattered light is collected with high time-resolution with a photodiode. The oscillatory change in shape of the composite droplet upon coalescence causes changes in the intensity of the backscattered light. The frequency (ωl) of the l = 2 surface mode oscillation relates to the surface tension (σ, eqn (4)).
(4) |
Once parameterisations for refractive index and density are known, this technique allows us to measure the surface tension using small liquid volumes. Furthermore, by measuring the surface tension in the droplet phase, we can determine whether or not bulk depletion, which becomes important as surface-area-to-volume increases for some surface active molecules,37 is important to consider for these solutes.
Surface tension data were fit with the Langmuir–Frumkin isotherm:48
(5) |
Fig. 1 Water activity of sodium methyl sulfate (filled points) and sodium ethyl sulfate (open points) as a function of solute mass fraction. Water activity for sodium bisulfate (black line) and sodium sulfate (grey line) calculated at 295 K with AIOMFAC49 have been over overlayed for comparison. |
Fig. S1† shows a comparison of the experimental data with soluble organics having similar alkyl chain lengths but an alcohol or carboxylic acid functional group calculated with AIOMFAC28,49 and sum square errors (SSE) between experimental data and the calculated water activities using AIOMFAC can be found in Table S5.† Generally, the water activities of the aqueous organics tend to overpredict the measured water activities for the organosulfates. The good agreement between measured water activities for sodium methyl and ethyl sulfate and the AIOMFAC predictions for inorganic sodium salts suggests that, until a thermodynamic model for low molecular mass organosulfates is developed, their water activities can be approximated with one of these inorganic salts. We note that for the case of sodium ethyl sulfate, many of the SSEs are low, but the shape of the water activity measurements most closely matches the sodium sulfate AIOMFAC line. We stress that this observation is in the subsaturated region and future work should characterise the water activity in supersaturated droplets.
Density (ρ) | ρ 0 (g cm−3) | ρ 1 (g cm−3) | ρ 2 (g cm−3) |
---|---|---|---|
a Note c for the Langmuir isotherm fit is in SI units, mol m−3. R2 of density and refractive index fits are >0.999. Sum squared error (SSE) of Langmuir isotherm fits for surface tension are 0.00166 and 0.00097 N m−1 for sodium methyl and ethyl sulfate, respectively. | |||
Sodium methyl sulfate | 0.9993 | 0.5674 | 0.3661 |
Sodium ethyl sulfate | 0.9987 | 0.4622 | 0.1685 |
n(589 nm) | n 0 | n 1 | n 2 |
---|---|---|---|
Sodium methyl sulfate | 1.3331 | 0.0900 | 0.0239 |
Sodium ethyl sulfate | 1.3330 | 0.0850 | 0.0222 |
Surface tension | Γ max (mol m−2) | a (m3 mol−1) |
---|---|---|
Sodium methyl sulfate | 9.97 × 10−7 | 0.0027 |
Sodium ethyl sulfate | 8.52 × 10−7 | 0.0189 |
The measured densities and fits are compared to data and parameterisations in the literature in Fig. 2. In the case of sodium methyl sulfate, Fig. 2A, the density measurements from Koda and Nomura50 agree well with the densities measured here. In the case of sodium ethyl sulfate, Fig. 2B, a parameterisation for density using the partial molar volume of sodium ethyl sulfate provided by Tamaki et al. is plotted to compare to the bulk measurements.51 This parameterisation agrees well with the measured densities when the solute mass fraction is less than about 0.3. However, as the solute concentration is increased, the partial molar volume parameterisation and experimentally determined densities begin to diverge. Using partial molar volumes to determine density leads to an over prediction compared to the measurements at high solute mass fractions.
Fig. 2 Density of aqueous (A) sodium methyl sulfate and (B) sodium ethyl sulfate. Quadratic fits of bulk data (parameters in Table 1) are shown as solid blue lines. Density data from Koda and Nomura for sodium methyl sulfate50 (red squares) and density calculated from the partial molar volumes given by Tamaki et al. for sodium ethyl sulfate51 (red line) are included for comparison. |
In Fig. S2,† we compare the parameterisation of the measured densities for sodium methyl and ethyl sulfate to density data from the CRC handbook for sodium sulfate, methanol, ethanol, formic acid and acetic acid.53 The organic solutes were chosen for their similar alkyl chain length but different functional group replacing the sulfate. Fig. S2† clearly demonstrates the importance of determining densities for organosulfates. The densities for sodium methyl and ethyl sulfates fall in between the higher densities of sodium sulfate solutions and lower densities of solutions with other short alkyl chain length organics. This large difference in density between organosulfates and other aqueous short alkyl chain organics is at least in part due to the difference in phase state of the pure components. Sodium methyl and ethyl sulfates are solid at room temperature while the alcohols and carboxylic acids are liquids, having much lower pure component densities.
Fig. 3 Refractive index at 589 nm for aqueous (A) sodium methyl sulfate and (B) sodium ethyl sulfate. Quadratic fits to the data (parameters in Table 1) are overlayed. |
Fig. S3† compares the parameterisation of the measured refractive indices for sodium methyl and ethyl sulfate to data from the CRC handbook for sodium sulfate, methanol, ethanol, formic acid and acetic acid.53 Similarly to density, the refractive indices for the measured organosulfates fall in between sodium sulfate and the short alkyl chain length organics.
With the density and refractive index at 589 nm known, the molar refractivity, as defined in the Lorentz–Lorenz equation can be determined:43
(6) |
Fig. 4 Surface tension of aqueous (A) sodium methyl sulfate and (B) sodium ethyl sulfate measured by coalescing two droplets in holographic optical tweezers (blue points). Data are binned into 0.25 M concentration bins and error bars represent the standard deviation of all datapoints in a bin. A Langmuir isotherm fit of the droplet data is shown in black. Surface tension measurements from Peng et al.55 (open green squares) and Raison54 (open red circles) are overlayed for comparison. |
Fig. 4 also compares our surface tension measurements for picolitre volume droplets to literature data. Peng et al. measured the surface tension of aqueous sodium methyl and ethyl sulfate at concentrations below 40 mM.55 For both sodium alkyl sulfates, they report surface tensions between 71–76 mN m−1 and observe no trend over the small solute concentration range examined. The solute concentrations measured by Peng et al. are lower than the concentrations measured here (up to 5 M) but the datasets are consistent. Our measurements suggest one would not expect to observe any change in surface tension from that of water for solute concentrations <40 mM. This observation is in reasonable agreement with the results of Peng et al., which, when averaged, yield 74 ± 1 and 73 ± 1 mN m−1 for sodium methyl and ethyl sulfate, respectively, in good agreement with the surface tension of water, 72.8 mN m−1.
The surface tension of aqueous sodium ethyl sulfate was also previously measured by Raison.54 Surface pressure data were extracted using a digitiser from Fig. 3 in their paper and converted into surface tension using a surface tension of 72.8 mN m−1 for water. This dataset covers sodium ethyl sulfate concentrations of 0.1–5 M and shows some surface activity. The surface tension is reduced to about 50 mN m−1 after 5 M sodium ethyl sulfate is added. These data agree reasonably well with the droplet data we present here. Additionally, we find that sodium methyl sulfate is less surface active than sodium ethyl sulfate. Since the hydrophobic section of this molecule is only a methyl group, it is not surprising that it is less surface active than the ethyl sulfate. This observation is also in agreement with the trend observed by Raison for linear alkyl organosulfates with tail lengths of 2–18 carbons.54
Though there is some scatter in the measured surface tensions, the experimental data fit reasonably well to the Langmuir isotherm. The fit parameters in Table 1 show that the maximum surface excess, Γmax is small (<1 × 10−6 m2 mol−1) compared to strong surfactants (on the order of 3 × 10−6 m2 mol−1e.g., sodium dodecyl sulfate, SDS, a common surfactant and organosulfate56). This small maximum surface excess means the molecules at the surface are not tightly packed. Additionally, the ratio of kinetic parameters, a, is less than one, indicating the desorption rate constant is larger than the adsorption rate constant. For strong surfactants a can be orders of magnitude greater than one.57,58
In Fig. S4† we compare the Langmuir isotherm fit of the experimental surface tension data with surface tension data for short alkyl chain length organics from the CRC handbook53 and calculated surface tensions for sodium sulfate and bisulfate using the Extended Aerosol Inorganics Model (E-AIM).59,60 Like other salts, sodium sulfate and bisulfate increase the surface tension with increasing salt concentration. Conversely, short alkyl chain water soluble organics with alcohol or carboxylic acid functional groups decrease the surface tension. While the organosulfates also decrease the surface tension, the reduction in surface tension is not as strong for the same mass fraction of organosulfate as any of the other short chain organics shown in Fig. S4.† The lower surface activity of short alkyl chain organosulfates than other short alkyl chain organics can likely be explained by the large number of hydrogen bonds available with the sulfate ion, making the organosulfates more hydrophilic than other short alkyl chain organics. Indeed, sulfate ions are known to preferentially reside in the bulk of aqueous solutions.61
In high surface-area-to-volume ratio droplets, surfactants can become depleted in the droplet bulk as a large proportion of the total surfactant concentration partitions to the interface.37,62 The agreement between our droplet measurements and bulk measurements from Peng et al.55 and Raison,54 in addition to the weak surface activity we observe, indicates that bulk depletion is not significant for sodium methyl or ethyl sulfate in 5.5–10 μm radius droplets. We further investigated the potential effects of bulk depletion using a framework described by Alvarez et al.63 The bulk depletion ratio is defined as the ratio of surfactant concentration in a droplet's bulk to the concentration in the bulk of a macroscopic solution when the total concentration (bulk + surface concentrations) is the same. In this framework, bulk depletion ratios are >0.99 for 5 μm radius droplets containing 50 mM total sodium methyl and ethyl sulfate concentration, indicating that this droplet can be treated as a macroscopic solution and the surface concentration can be neglected. Depletion becomes even less significant as surfactant concentration and/or droplet radius increase.62,63 Since no depletion is expected when the concentration is 50 mM, depletion will not occur in the measured droplets where the organosulfate concentration is much higher. Behaving similarly to weakly surface active organics, we could still expect depletion to occur in smaller droplets.64 The surface tension measurements presented here could be used in the future to predict the surface-bulk partitioning of organosulfates in smaller droplet sizes and the overall impact of organosulfates on the aerosol indirect effect.
Fig. 5 overlays the growth factor fits by Estillore et al. of their growth factor data22 and the calculated growth factors from the water activity data in Table S1.† The growth factor data from Estillore et al. was limited to RHs below 90%, which accounts for the divergence of the two growth factor parametrisations as the RH approaches 100%. In the case of sodium methyl sulfate, there is some spread in the data points caused by the noise in the water activity measurements. Nonetheless, a clear trend of increasing growth factor with increased water activity exists, as expected. The calculated growth factors for sodium methyl sulfate appear to be in better agreement with the growth factor parametrisation of Kreindenweis et al.66 In the case of sodium ethyl sulfate, the expected trend of increasing growth factor with increased water activity is again observed. Here, excellent agreement exists between the calculated growth factors and the parameterisation of Varutbangkul et al.65 This comparison corroborates the growth factor observations of Estillore et al.22 and provides further validation of the density and water activity measurements presented here.
Fig. 5 Calculated growth factor (ratio of wet, Dp, and dry, D0, diameters) for measured water activities in Table S1.† Error bars in the x-direction represent the measurement uncertainty on water activity. Dashed and solid lines show the growth factor parameterisations from the work of Estillore et al.22 using the equations of Varutbangkul et al.65 and Kreindenweis et al.66 |
By comparing the physical property data measured here for sodium methyl and ethyl sulfates to literature data for aqueous sodium sulfate and bisulfate as well as aqueous organics with similar alkyl chain lengths but alcohol or carboxylic acid functional groups, we see that organosulfates have intermediate physical properties between inorganic sulfate salts and short alkyl chain organics. With the exception of water activity, using the physical properties data from sodium sulfate or bisulfate would overestimate the physical properties of these organosulfates, whereas using the physical properties data of other short chain organics would underestimate their physical properties. This observation highlights the importance of determining the physical properties of atmospherically abundant organosulfates. Organosulfate functionality is not currently included in group contribution models for aerosol physical properties. However, these results show that this is a necessary addition to current frameworks, as most physical properties cannot be approximated either by sulfate salts or similarly sized organics. Together, these data provide a reference point for the physical properties of organosulfates in atmospheric aerosol and can be used to approximate the physical properties of organosulfates in ambient aerosol in order to make predictions of their climate impacts through their incorporation in mixing rule calculations of physical properties. Future work will investigate the physical properties of higher molecular weight organosulfates and target the supersaturated concentrations under which ambient aerosol can exist.
Footnote |
† Electronic supplementary information (ESI) available. See DOI: https://doi.org/10.1039/d3ea00088e |
This journal is © The Royal Society of Chemistry 2023 |