Introduction

Nanoparticles, which are defined as particles having at least one dimension less than 100 nm, possess higher reactivity, strength, and conductivity compared to their bulk-sized counterparts (Majestic et al. 2010). The intense interest surrounding the economic potential of nanoparticles has given rise to engineered nanoparticles (ENPs), a new type of nanoparticles intentionally produced for use in commercial products (Majestic et al. 2010; Kai et al. 2010). One important application is the use of ENPs in paints and coatings, as they improve resistance to chemicals, erosion, abrasion, UV light, and antifouling properties (Khanna 2008). European studies roughly estimated that 10–30% of their TiO2-ENP production, 10–30% of the Ag-ENPs, 5–10% of the CeO x -ENPs, and 30–40% of the SiO2-ENPs were in paints and/or related products (coatings and cleaning agents) (Piccinno et al. 2011; Mitrano et al. 2015). Due to the wide range of applications, several studies have predicted that ENPs may end up in relevant quantities in the environment and pose potential risks (Alvarez et al. 2009; Wiesner et al. 2009; Nowack et al. 2011). Based on the estimation by Keller and Lazareva (2013), about 10–30%, 3–17%, and 4–19% of ENPs produced will be released into water bodies in Asia, Europe, and North America, respectively. One previous study (Keller et al. 2013) has estimated that 63–91% of over 260–309 thousand metric tons of global engineered nano-material production in 2010 ended up in landfills, with the balance released into soils (8–28%), water bodies (0.4–7%), and the atmosphere (0.1–1.5%). A more recent study has shown that for TiO2-ENPs (39,000 tons/year) and Ag-ENPs (50 tons/year), about half of the year’s total input into the system entered the in-use stock and the rest was directly released into environmental compartments within the same year (Sun et al. 2016). A recent review (Troester et al. 2016) has reported that the wide range of ENPs is clearly produced in the tons-per-year range and is therefore the potential to be released in significant amounts into the environment. Choi et al. indicated that the ENPs that were discharged to wastewater treatment plants, which served as redistribution points, and ultimately transferred to the aquifer were estimated at 26–39% of the total ENPs used (Choi et al. 2017). In order to assess the behavior of the released ENPs in the environment and the potential effects on organisms, it is important to know the actual form of the materials that are released (Nowack et al. 2011). The ENPs added into products or used in an application may undergo transformation and aging processes, and the released particles may be completely different from the original particles. Therefore, investigation of the amount of ENPs released and their characteristics under real-world conditions is of great importance.

Though ENPs are widely used in paints, the available studies on release in recent years mainly targeted textiles and other related consumer products (Hagendorfer et al. 2009; Kulthong et al. 2010; Lorenz et al. 2012; Windler et al. 2012; Gondikas et al. 2014). Early studies monitored the ENPs from paints released into natural waters (Kaegi et al. 2008) and investigated the leaching pattern of a certain ENP from paints under ambient conditions in a model house (Kaegi et al. 2010). Zuin et al. (2014) studied the release behavior of ENPs from paints in an immersion test. On the aspect of abrasion, there were studies on the changes of ENPs during abrasion of paint (Koponen et al. 2009; Saber et al. 2012) or the durability of ENP-containing paints (Scrinzi et al. 2011).

Previous studies on ENP-paints usually investigated the release of one type of ENP under one or two conditions in depth or aimed to estimate the amount of release (Olabarrieta et al. 2012; Al-Kattan et al. 2013, 2014a; Hincapié et al. 2015). Olabarrieta et al. (2012) analyzed the release of TiO2-ENPs related either to the long-run performance of photocatalytic coatings or their environmental impact, and their results showed that the TiO2 emission concentration was as high as 150.5 μg L−1. Al-Kattan et al. in 2013 and 2014a discussed the releases of TiO2-ENPs and SiO2-ENPs from paints respectively, and results suggested that a low amount of Ti (0.007% of the total Ti) was released over 113 weathering cycles, while the released SiO2-ENPs constituted 2.3% of the total SiO2 in the paint. Hincapié et al. (2015) investigated the flows of ENPs from paints in construction and demolition waste, and they found that the majority of ENPs entered recycling systems (23 times per year), while a smaller amount was disposed directly into landfills (7 times per year) and only a tiny fraction of ENP waste was incinerated (0.01 times per year). Adeleye et al. (2016) studied the release of Cu-ENPs from a commercial antifouling paint, and they discovered that both the length of drying time and type of surface painted strongly influenced the amount of Cu released into natural waters. Information on to what extent specific factors act together and affect the concentrations of different types of ENPs released from paints applied on building panels, or how much each factor contributes in comparison with the others, was insufficient. Therefore, this study aimed to investigate factors that may influence the ENPs’ release, including weathering duration, water pH, rainfall intensity, and duration, using the most frequently used ENPs in the paint industry, TiO2-ENPs, SiO2-ENPs, and Ag-ENPs.

Materials and methods

Paints used and applications

Pristine ENPs used in our experiments were supplied by the industry (Dekedaojin (Beijing) Co., Ltd.). The declared average size of SiO2-ENPs (modified with coupling agent KH-550, NH2 (CH2)3Si(OC2H5)3) was 10 nm, TiO2-ENPs (anatase, modified with coupling agent KH-550, NH2 (CH2)3Si(OC2H5)3) 30 nm, and Ag-ENPs 50 nm (Table 1). Figure 1 shows the transmission electron microscopy (TEM) images of the three pristine ENPs and their forms after being mixed in paints. Figure 2 shows the scanning electron microscope (SEM) images of these three ENPs in paints. As shown in Fig. 2, SiO2-ENPs, Ag-ENPs, and TiO2-ENPs were all distributed evenly within the matrix and some of them within the top surface.

Table 1 Properties of pristine SiO2-, TiO2-, and Ag-ENPs used
Fig. 1
figure 1

The TEM images of the three types of pristine ENPs (i.e., SiO2, Ag, and TiO2) alone (top) and in diluted paints (bottom). Note: the red squares in two of the micrographs are used to mark SiO2-ENPs and TiO2-ENPs in the paints

Fig. 2
figure 2

The SEM images of the three types of ENPs (i.e., SiO2, Ag, and TiO2) distributed in paints

The paints containing ENPs were fabricated by adding a known amount of TiO2-ENPs, SiO2-ENPs, or Ag-ENPs directly to paints with no ENPs as described by Zuin et al. (2014), with manual stirring followed by ultrasonic treatment for 30 min. The composition of the paints used in this study is given in Table 2 (as per the manufacturer’s manual), one of each containing SiO2-ENPs (5 wt%), Ag-ENPs (1 wt%), and TiO2-ENPs (3 wt%), respectively, plus control paints without ENPs. The TiO2 pigment is composed of elongated particles in the range from 100 to 300 nm (provided by the paint’s manufacturer).

Table 2 Composition of the paints (wt%)

Fiber cement panels were cut into sections with the dimensions of 50 × 70 mm2 and 300 × 75 mm2, which were suitable sizes for the equipment (Accelerated Weathering Tester, ZH/ZW-P, Zhichou (Shanghai) Co., Ltd.). The amount of paints used and methods of conditioning, coating, and drying of panels were adopted from a study by Zuin et al. (2014). In detail, all panels were conditioned according to the European Standard (EN, 1062-11:2002). Conditioned panels were then coated with 0.4 kg m−2 of wet paints in two layers. Panels including both sides and all edges were totally coated by using a brush. Painted panels were then dried for 7 days in a climatic chamber at 23 ± 2 °C with humidity of 50 ± 5%. The determination of the amount of paint applied to each panel and methods of drying were based on the paint manufacturer’s recommendations.

Artificial weathering and rainfall simulation

Artificial weathering tests were performed in a weathering chamber (Accelerated Weathering Tester, ZH/ZW-P, Zhichou (Shanghai) Co., Ltd.) using a UV-A lamp (315–400 nm; 50 W m−2). Up to 63 cycles of 8 h each (4 h with lamps on at T = 60 ± 2 °C and 4 h off, and water condensation at T = 50 ± 2 °C) was applied during the weathering process, based on ISO 11507:2007a. The weathering process was interrupted at selected times (100, 150, 200, 250, 300, 350, 400, and 500 h) for leaching analysis.

Although natural rainwater may contain components other than water such as sulfur, nitrogen oxides, chlorine, and sodium ions, as the composition of rainwater varies by region and climate conditions, and no single composition is broadly representative, deionized water (18 MΩ cm−1) was chosen in this study (pH = 7). A device was constructed to spray deionized water onto the panels. The rate of rainfall was controlled by adjusting the water pressure supplied to the nozzles. All rainfall simulations took place indoors to avoid the effects of wind or sunlight.

Leaching test and analysis

For analyzing the effect of pH and rainfall on the leaching of samples, 500 h of weathering time was chosen. UV ray exposed panels and unweathered panels were immersed in 94 mL of water, resulting in 188 cm2 (two of the 50 × 70 × 10 mm3 panels) of panel surface in contact with deionized water. All panels were immersed for 3/4 of their length according to the ISO 2812-2:2007b procedure, with a surface to volume ratio (S/V) = 2 (i.e., 188 cm2 of painted panel is leached in 94 mL) in order to submerge the maximum panel surface, taking into account the different dimensions of tested panels (Zuin et al. 2014). The effect of pH was studied by varying the pH from 3 to 10. While immersing the panels in water at a particular pH, the pH was maintained with 0.5 mol L−1 HCl and 0.5 mol L−1 NaOH at 2 h intervals (not adjusted over time). To quantify the content of ENPs in the leachate, 10 mL of samples were collected after 24 h of immersion. Concentrations (μg L−1 or mg L−1) of Si, Ag, and Ti in the static water immersion test were converted into losses per area or per mass (μg m−2, mg m−2, mg g−1, and μg g−1).

In rainfall simulation tests, treatments followed 12 + 6 factor design with 12 rainfall durations (10 to 120 min at 10 min intervals; 90 mm h−1) and 6 rainfall intensities (30, 42, 60, 72, 90, and 102 mm h−1) (Blaustein et al. 2015). During rainfall, 10 mL of each runoff was collected from the respective troughs at the 12 time points to analyze the effect of rainfall duration on ENP release. When studying the effect of rainfall intensities, all runoffs were collected at 60 min. All samples collected were digested with 2% HNO3 and then analyzed by using inductively coupled plasma mass spectrometry (ICP-MS; NexION 300X, PerkinElmer).

For analyzing the size distribution of released particles, 500 h of weathering time was chosen. The ENPs in the leachates were measured with a dynamic light scattering device (Zetasizer 90, Malvern). The device was equipped with a 35 mW He-Ne laser, 633 nm laser diode and photodiode detector set at 90°. Each auto-correlation function was accumulated for 10 s, and more than 10 auto-correlations were conducted for each measurement. One milliliter of the leachate was introduced into a cuvette to determine particle size. The hydrodynamic diameter (intensity based) was calculated using the Stokes-Einstein equation. Volume distributions were obtained from the fundamental intensity distribution using Mie theory. All measurements were conducted at 25 °C, at a minimum, in duplicate.

Statistical analysis

SPSS 16.0 software was used for the statistical analysis in this study. The statistical differences among the data were analyzed by one-way analysis of variance, followed by Tukey’s post hoc test at 5% level.

Results and discussion

Size distribution of released particles

The ENPs released from aged paints were characterized by a dynamic light scattering device (Zetasizer 90, Malvern) in the range between 0.01 and 10 μm. The size distribution of Si released from paint aged for 500 h is shown in Fig. 3. The SiO2 concentration in this leachate (aged 500 h in the static water immersion test on the effect of weathering duration) was 12 mg L−1, which corresponded to 0.62% of the total SiO2 added to the paint. The Zeta potential of the SiO2-ENPs after incorporating them into the paint formulation was − 3.83 ± 1 mV. Figure 3 shows that the particle size of the released ENPs was in the range 0.03–9 μm, and the peak of the size distribution was 0.8 μm. The small peak in Fig. 3 indicates that only a small fraction of released ENPs was below 0.1 μm. Therefore, most of the Si was present in large particles rather than single SiO2-ENPs. Ag and Ti were not detected by dynamic light scattering, which may be because the concentrations of these two particles were under the detection limit for the leachate collected.

Fig. 3
figure 3

Size distribution of Si released from paint after 500 h weathering

Release of ENPs with weathering duration

As shown in Fig. 4 (a1), the concentration of Si increased from 7.5 to 12 mg L−1 during 500 h of weathering. As there were no added SiO2-ENPs in the blank sample, the difference in concentration of Si between nano samples and blank samples should be associated with the added SiO2-ENPs. The cumulative loss and fraction of Si from SiO2-ENPs over the weathering time is displayed in Fig. 4 (a2). After 24 h in contact with water, the total loss of Si from panels with various weathering durations was 35–58 mg m−2. The initial concentration of SiO2-ENPs paint was approximately 5%, equivalent to 20 g m−2 of SiO2 or 9.33 g m−2 of Si applied onto the panels. Therefore, the loss of Si from test panels corresponded to a loss of 0.38–0.62%.

Fig. 4
figure 4

The concentration of released ENPs with different weathering durations

Figure 4 (b1) shows the concentration of Ag in leachate. The Ag released from paints was very low, ranging between 21.32 and 42.16 μg L−1. This phenomenon was different from the result of Kaegi et al. (2010), in which strong leaching of the Ag-ENPs was observed (with a maximum concentration of 145 μg L−1). After 24 h of immersion, the per area loss of Ag from experiment panels ranged from 107 to 213 μg m−2, equivalent to a mass release per mass of paint applied from 0.09 to 0.15 mg g−1 (corresponding to a loss of 0.025‰ to 0.055‰) (Fig. 4 (b2)).

As seen in Fig. 4 (c1), Ti released from paints was always below 2.4 μg L−1 in the leachate. ICP-MS measurements of this particle also showed an overall increase of Ti content. With 12 g m−2 of TiO2-ENPs applied onto the panels, the loss of Ti from panels reached 5.76 μg m−2, equivalent to 0.014 μg g−1 (corresponding to a loss of 0.00048‰) after 500 h of weathering (Fig. 4 (c2)). Despite the deterioration by weathering, the TiO2-ENP coated sample surfaces were still strong enough to resist leaching of the constituent ENPs into the water. A study conducted by Al-Kattan et al. (2013) showed that the amount of bulk particles released from paints was below 2 μg L−1, which is similar to the nanoparticle release in the present study (< 2.4 μg L−1).

The released amounts of the three types ENPs all increased with weathering duration (Fig. 4). In terms of mass leached per area, the release was generally linear with weathering, which may be due to the presence of cracks on the surface of panels. The significant release without weathering is perhaps due to the direct release of ENPs from the surface of the paint. Lebow et al. (2003) showed that initial leaching reflected the loss of poorly fixed or readily available components. A higher concentration of Si released from the panels was observed, accompanied by a higher density of cracks in the panel surface containing SiO2-ENPs than for Ag- and TiO2-ENPs (Fig. 5). Surface cracks from the combined effect of UV degradation and wetting and drying cycles may have increased the paint surface area and provided the mechanism for the increased leaching of ENPs (Lebow et al. 2003). The density of cracks may be attributed to cross-linking reactions as well as the effect of SiO2-ENPs on these reactions (Ranjbar and Rastegar 2009). As Ranjbar and Rastegar (2009) reported, the incorporation of SiO2-ENPs may result in side reactions, which could change the distribution of the cross-links throughout the polymeric matrix. The cross-linking reactions by poly-condensation could result in volume reduction, with the shrinkage being more intensive in the neighborhood of SiO2-ENPs.

Fig. 5
figure 5

Contrasting pictures of panels before (top) and after 500 h of weathering (bottom)

Release of ENPs under different pH

The effects of pH on the release of ENPs from panels after 24 h of immersion (note: the panels were aged for 500 h before immersion) are shown in Fig. 6. SiO2-ENPs bound to the panels were relatively stable at pH 4 to 8, and their release was on average 13.19 mg L−1 (Fig. 6 (a1)). Outside this pH range, the release of Si increased to above 15 mg L−1 as pH went lower or higher. When converted into cumulative and percentage losses, the release pattern versus pH is more obvious (Fig. 6 (a2)). The pattern may be due to the stronger activity of Si at low or high pH. Although the SiO2-ENPs used in this study were modified by silane coupling agents (KH-550, NH2 (CH2)3Si(OC2H5)3), not all of the silanol groups on the surface of the SiO2 particles reacted with them (Chen et al. 2005). At high pH, protons from the surface silanol groups from the unmodified silica sites are dissociated (−SiOH + OH−→−SiO− + H2O). At low pH, most of the negative groups are protonated by the abundant H+ ions in solution. After modification, amines can be introduced (Chen et al. 2005). The silica particles modified with amino silane are also active at low or high pH values, as the amino groups could protonate at low pH value and deprotonate at high pH value (−NH2 + H+→−NH+; −NH2 + OH−→−NH− + H2O) (Pham et al. 2007).

Fig. 6
figure 6

The concentration of released ENPs with different water pH

As seen in Fig. 6 (b1), the release of Ag displays a similar pattern to that of Si, with the average release at 41.75 μg L−1 between pH 4 to 8. Below pH 4, the release of Ag increased as pH decreased, which may be due to the faster dissolution of Ag at low pH (Peretyazhko et al. 2014). Peretyazhko et al. (2014) have shown that the extent of Ag-ENP dissolution in acid was larger than in water. On the other hand, it may also be attributed to the interaction between water and the Ag surface at low pH. According to Li et al. (2010), interaction between water and the metal surface could cause the redshifting of O–H stretching frequencies. The negative surface charge favors the binding of the H-end of water to the nanoparticle electrode surface, forming the HO–H…Ag hydrogen bond. In acidic solutions, the surface species exist in the form of hydrated proton clusters, such as H3O+, H5O2 +, H7O3 +, or H9O4 +. When a negative potential was employed, the hydrated proton clusters strongly interacted with the nanoparticle electrode surface. Therefore, it may be concluded that at low pH, Ag tended to be hydrophilic. In addition, the lowest loss was observed at pH 8, but increased as pH was raised above this level. This may be explained by the fact that the concentration of the nanoparticle surface electrons of the metal cathode rises with increasing pH, resulting in a large effective polarizability and a reaction with water as follows: e + H2O→Had + OH(Li et al. 2010). When taking into account the proportions of the panels and weight of the paint applied, 266 μg m−2 and 264 μg m−2, corresponding to 0.67 μg g−1and 0.66 μg g−1 of the released Ag, was observed at pH 3 and 10, respectively (Fig. 6 (b2)).

The release of Ti as a function of pH exhibits a different pattern from those of Si and Ag (Fig. 6 (c)). The concentration of Ti release is at similar low levels at pH 3 and 10, while at high level at pH 6 (i.e., 3 μg L−1), followed by a sharp decline to the lowest level of 1 μg L−1 at pH 7. This special phenomenon may be associated with the photocatalytic activity of TiO2-ENPs. As Amy et al. (1995) reported, TiO2-ENPs are semiconductors, the valence electrons of which can be injected into the conduction band and form holes under irradiation by 400 nm UV light. When the holes are in contact with water, H+ can be reduced to H2. After ultraviolet aging, TiO2-ENPs may become more active at low pH values and tend to be in contact with water. In addition, the sharp decline at pH 7 may be attributed to the electrostatically unfavorable conditions of TiO2-ENPs at neutral pH (Chowdhury et al. 2011).

As seen in Figs. 4 and 6, except for Ti, in the studied conditions, the effect of pH on the release of Si (p = 2.73e−06 < 0.05) and Ag (p = 1.70e−03 < 0.05) is larger than that of weathering. However, in natural conditions, the exposure time of the paints to air would be far longer than the study time, and the aging conditions may also be greater than the experimental conditions. However, the pH of rain water is rarely lower than 3 or higher than 10 (Tang et al. 2005; Zhang et al. 2007), and thus, the effect of rainfall pH on particle release from paints may not be greater than found in this study. Considering all these factors, the effect of weathering time may be greater than that of pH on particle release in the long run.

Release of ENPs with different rainfall conditions

Release of ENPs with different rainfall durations

In this study, the leaching tests for the three ENPs with different rainfall durations show distinct concentration profiles (Fig. 7). The concentration of Si in the leachates is initially high (0.22 mg g−1) and then decreases only slightly from 0.16 to 0.13 mg g−1 between 20 and 120 min (Fig. 7 (a)). This observation may be accounted for by the higher volume of water that resulted from a longer rainfall duration. With longer duration, the released particles would be diluted more than with a shorter duration. A concern with SiO2-ENPs in paint is that the binder will gradually lose its ability, and over time, the concentration in the leachates might increase to levels similar to that of initial release (Lebow et al. 2003).

Fig. 7
figure 7

The concentration of released ENPs with different rainfall duration

The release of Ag generally shows an increase between 40 and 110 min from 0.02 to 0.12 μg g−1 (Fig. 7 (b)), except for the rainfall before 40 and after 110 min. Possible explanations may be due to rainfall erosion leading to the organic binder being less sticky. As a result, with longer duration, more and more Ag-ENPs were transformed into other forms with decreased binding ability to the organic binder. In addition, Schnippering et al. (2007) reported that Ag could rapidly oxidize when exposed to air, suggesting that the pattern of Ag-ENPs may reflect the properties of the oxidized form.

The concentration of Ti also decreased initially (in the initial 10–30 min), and mostly fluctuated between 0.03 and 0.05 μg g−1 afterwards. The exceptions of the trend are at 30, 80, and 100 min. Overall, no correlation between Ti concentration and rainfall duration was observed (Fig. 7 (c)). Except for the poorly fixed particles, this phenomenon may be explained by the varying status of TiO2-ENPs in the paints. As described in a previous study, TiO2-ENPs may be immobilized on the surface of paints in two ways: one involves the formation of a relatively stable chemical structure resulting from the reaction between TiO2-ENP particles and functional groups in the polymer, such as C=O in styrene-acrylic copolymer; the other involves embedding of TiO2-ENP particles in the paints as a result of their intertwining with polymer chains during the paint preparation process (Bian et al. 2011). These various states may lead to different adhesive abilities of TiO2-ENPs to paints, and thus, the concentration of Ti released with rainfall duration is hard to predict.

Release of ENPs with different rainfall intensity

As shown in Fig. 8a, the release of Si shows an increasing tendency. The increased runoff contribution in the Si release as the rainfall intensity increased may be related to positive effects of rainfall intensity on the sloughing of relatively large SiO2-ENPs particles. In addition, the release of Si from paints is significantly higher than the release of Ag and Ti, which may be explained by the high density of cracks present on the surface of panels. SiO2-ENPs located beside these cracks may be poorly fixed and could easily be washed away under rainfall events.

Fig. 8
figure 8

The concentration of released ENPs with different rainfall intensities

The release of Ag with rainfall intensity is similar to that of Si (Fig. 8b). At 102 mm h−1, the release of Ag is the highest, at 0.2 μg g−1, followed by the value at 90 mm h−1. Although an increasing tendency is shown in total, the release content of Ag in medium rainfall intensity (42, 60, 72, and 90 mm h−1) is similar (0.07–0.09 μg g−1). Initial leaching reflects the loss of poorly fixed or readily available components.

For Ti, the release content with rainfall intensity also shows an increase trend and is almost linear. In addition, similar to Si and Ag, the highest rainfall intensity (102 mm h−1) generated the highest release concentration at 28 ng g−1, followed by 90 mm h−1 at 25 ng g−1, while the low rainfall intensities (30 mm h−1 and 42 mm h−1) developed the lowest concentrations, at around 4 ng g−1 (Fig. 8c).

The differences among the releases of these three particles from panels under simulated rainfall intensities on the one hand may be due to the differing densities of cracks present on the surfaces (Fig. 5); on the other hand, they may be attributed to the different adhesion abilities of ENPs applied to the paints. As Yang et al. (2015) discussed, the ENPs in the bilayer membrane were probably in contact with a patch of the membrane or only a few polymer chains, which was mainly determined by the sizes and shapes of the ENPs. This contact situation influences the ENP-membrane binding and the configuration change of the polymer chains, and the competition between these factors determines the final adhesion state of the ENPs on the membrane. In this study, some SiO2-ENPs appeared as rod-like particles, and some as ellipses (Fig. 9), while most of Ag-ENPs and TiO2-ENPs were ellipses (Fig. 1). A previous study mentioned that ellipsoid-like ENPs facilitated particle-polymer binding and the consequent adhesion between them (Yang et al. 2015), whereas rod-like ENPs with squarish cross-section indenters have much larger detachment loads than circular ones (Sundaram and Chandrasekar 2011).

Fig. 9
figure 9

The TEM images of SiO2-ENPs

In the rainfall erosion test, except for Ag, the effect of rainfall duration on the release of Si (p = 2.11e−02 < 0.05) and Ti (p = 2.40e−02 < 0.05) was larger than that of rainfall intensity. Similar to the effect of weathering time, the rainfall durations under real conditions display a large range of variation and are often longer than 2 h, and thus, more particles may be released than in this study. On the contrary, the variation of rainfall intensity is limited. According to DB11/T 685-2009, the rainfall intensity most of the time is less than 100 mm h−1, and several levels were tested up to 102 mm h−1 in this study, so the effect of rainfall duration on particle release from paints in this study may be greater than the effect of rainfall intensity under real conditions.

Overall, the release of Ag and Ti in our study was low, especially for Ti. Besides the reasons discussed above, the weathering time studied may still not be long enough. Our work has only targeted the short-term behavior of release and stability. The long-term fate of the particles may be governed by the fate of the matrix, which in our case is the styrene-acrylic copolymer binder. If this material is chemically or photochemically degraded, then free ENPs could be released. The added TiO2-ENPs are photochemically active, and further degradation of the paint matrix is possible under light exposure, resulting in the release of particles (Al-Kattan et al. 2014b).

Conclusion

The release of SiO2-ENPs, Ag-ENPs, and TiO2-ENPs from experimental paints as affected by various factors (i.e., weathering duration, pH, rain duration, and intensity) was investigated by laboratory testing of facade coatings. With weathering durations up to 500 h, the concentration of Si release (i.e., 7.5–12 mg L−1) was much higher than Ag and Ti (i.e., 21.32–42.16 μg L−1 and 0.6–2.3 μg L−1, respectively). However, only a small fraction of Si was released in ENP form, and the particle size distribution for Ag and TiO2 was under the detection limit. Regarding the effect of pH, SiO2-ENPs and Ag-ENPs showed higher release at low and high pH values, while the release of TiO2-ENPs was relatively higher at low pH, and these phenomena may be attributed to the activity of ENPs at different pH values. In the rainfall simulation tests, with rainfall duration, the concentrations released into water increased for SiO2-ENPs, decreased for Ag-ENPs, and displayed no regular patterns for TiO2-ENPs. As for the rainfall intensity, Si, Ag, and Ti all exhibited an increasing tendency with rainfall intensity. When considering these influence factors together, conclusions may be reached that weathering time and rainfall durations tended to have greater effects on release than water pH and rainfall intensity.