3.1. Influent Characterization
The pilot plant was fed with real urban wastewater from the WWTP Oeste of Granada where the pilot plant was located. The average values of the physical–chemical characteristics of the influent during the four cycles represented in the present investigation are shown in
Table 2.
The pH of the influent was relatively stable during the experimental period, it changed between 7.53 (cycle 3) and 8.54 (cycle 1), and presented the typical variation of real urban wastewater. Such values are similar to those observed by other authors studying urban wastewater [
18,
19]. The conductivity ranged between 1032 µS/cm (cycle 2) and 1550 µS/cm (cycle 4); in a unitary drainage network, the lowest conductivity of the wastewater is related to a period of rain or particularly rainy days [
20] throughout the cycle, with minimum values of 580 μS/cm in cycle 4 and 700 μS/cm in cycle 2.
The average total suspended solids (TSS) of the influent changed from 124 to 156 mg/L throughout four cycles. The organic matter was measured as TOC, COD, and BOD
5 (
Table 2) because it is water with the presence of organic pollutants and it is necessary to know what the removal of organic matter is in the effluent by relating the three ways of measuring it. The TOC provides the amount of carbon in the sample and the BOD
5/COD ratio shows the biodegradability of the organic carbon in the sample. Considering the average data of the organic matter, some fluctuations were observed in the four cycles studied because it is real urban wastewater.
The ANOVA test of the influent data did not show statistically significant differences, which suggests that the variations in the results are due to the different operating variables of each cycle (HRT, environmental temperature, and operating system).
3.2. Biological System Performance
The introduction of the pharmaceutical mix in the influent effected the biomass of the bioreactor (
Table 3).
In cycle 1, with the MBR system, the MLSS in the bioreactor was 5643 ± 578 mg/L, and with doping at the highest concentration of pharmaceutical mix, almost 1500 mg/L of biomass was lost. The MLSS decrease with pharmaceuticals could be due to the shock in the system caused by the complexity of these compounds the effected the different microorganisms [
21]. In cycle 3, which is the analogue of cycle 1, but with an MBBR-MBR system, observed a loss of 492 and 471 mg/L of biomass, respectively, during the first two dopings, while for doping 3, a large decrease of the MLSS concentration was observed in the hybrid MBBR-MBR system, although it was less pronounced compared to MBR. This could be explained by the average temperature of 28.1 °C favoring a reduction of the shock of the pharmaceutical mix on the biomass. This is due to the higher temperature having greater microbial activity, which means that the biomass is adapted faster to the medium [
22]. In cycle 2, with an 8.9 °C lower temperature than in cycle 1, the loss of biomass was high, and the cycle with the highest concentration of doping could not be completed; this is because the low temperatures caused a shock in the reactor, causing, in turn, the anomalous growth of bacteria. This leads to sludge bulking at temperatures below 12–15 °C [
23]. Gur–Reznik et al. [
24] found, in their study with an MBR system, that when the temperature is low, the metabolic rate undergoes changes affecting the degradation of organic matter. Finally, cycle 4 lost more than 1800 mg/L during the three dopings, and was the cycle that lost the largest amount of biomass. Something similar to cycle 2 occurred, so that low temperatures effected the system when it was doped with the mix of pharmaceutical compounds. In summary, the incorporation of the pharmaceuticals produced a shock in the microorganisms and biomass decreased. In general terms, the reduction of biomass is more significant when the temperature is lower and the reduction of biomass decreases at temperatures between 21–28 °C.
The organic matter removal by the systems is shown in
Table 4 for each condition tested.
In general, the values of BOD5 in the four cycles were above 92% in the steady state and above 90% in the dopings. In cycle 3, with an HRT of 6 h and a temperature of 28 °C, the removal of BOD5 was higher than in other cycles, with values of about 98% in the steady state to about 99% in doping 2. The COD had a removal performance somewhat lower than BOD5. The values in the steady state varied from about 87% in cycle 2 to about 91% in cycle 4. The values in the different dopings ranged from about 80% in cycle 2 to about 94% in cycle 4. Cycles 3 and 4 with 6 and 10 h of HRT, respectively, and temperatures of 28 °C and 17 °C, respectively, had very close values of COD removal. Organic matter was also measured with the TOC, which is intimately related to the COD, so the values are very similar. The highest performances were in cycles 3 and 4, ranging from about 85% in doping 3 of cycle 1 to about 91% in doping 2 of cycle 3.
The ANOVA test did not show statistically significant differences between the steady state and the dopings in the different cycles. The organic matter consumption, independently of the decrease of MLSS in the bioreactor, remained constant. Shariati et al. [
25] used an MBR system for the removal of pharmaceutical compounds from wastewater and demonstrated that the most important parameters for the removal of these compounds are COD and MLSS; increasing the COD in the medium decreased the pharmaceutical compound removal, while increasing the MLSS favored it.
On the one hand, in
Table 4, it can be seen that the removal of BOD
5 in the three dopings in cycle 1 was slightly higher than in the steady state. The same occurs with cycle 2. Cycles 3 and 4 with the MBBR-MBR system removed practically the same amount during the three dopings as in the stationary state. The BOD
5 performances were high in the four cycles, with values above 92% and up to about 99%. Leyva–Díaz et al. [
14] achieved a removal of about 98.9% with an MBBR-MBR system working for 26 h of HRT and at 99.1% with an MBR system, although the biomass was lower in the system. Furthermore, 91% and 92% of COD were removed with the MBBR-MBR and MBR systems, respectively. Therefore, in both systems, high percentages were achieved in the removal of organic matter, but both had lower HRTs. Cycles with biofilm removed slightly more BOD
5 than cycles with only suspended biomass, which could be due to a higher biomass concentration as a consequence of its growth as biofilm onto the carriers.
On the other hand, COD removal is also shown in
Table 4. With the MBBR-MBR system, slightly more organic matter is removed during the different dopings than with the MBR system. Furthermore, either less COD is removed by adding the different concentrations of pharmaceutical mix or the removal in the different dopings is kept constant with respect to the steady state. In cycle 1 with the MBR system, the removal is lower in the three dopings than in the steady state; it decreased with an increased concentration of the pharmaceutical mix. Cycle 2 started removing less (about 80%), and in doping 2, it removed the same as in the stationary state (about 88%). In cycles 3 and 4, the removal remained practically constant even when the pharmaceutical mix was introduced, which means that the COD removal in the hybrid MBBR-MBR system was less affected by inhibitory substances. This could be due to the presence of attached biomass as biofilm, which entails a protected form of growth.
No relevant differences were observed in relation to the TOC. With the MBR system (cycles 1 and 2), regardless of temperature and HRT, TOC removal was slightly lower than in the steady state. However, for cycle 3 (MBBR-MBR system), removal was slightly higher than in the steady state, and for cycle 4 (MBBR-MBR system), the observed removal is comparable to that of the steady state, as is the case in dopings 2 and 3 in cycle 4, corresponding to the lowest value of temperature for this system. In general, the removal of COD and TOC in the system is not as high as BOD5, ranging from about 80% to about 94% in COD removal and from about 85% to about 91% in TOC removal.
3.3. Kinetic Modeling
Table 5 shows the kinetic parameters for heterotrophic bacteria, as well as values of r
su,H for cycles 1, 2, 3, and 4 for MBR and MBBR-MBR.
The yield coefficient for heterotrophic biomass (YH) was slightly lower in the presence of pharmaceuticals, with the exception of cycle 2, which corresponded to the MBR working for 10 h of HRT. In general, μm,H and KM increased with the progressive dopings, with the exception of cycle 3, which corresponded to the MBBR-MBR working for 6 h of HRT. The influence of these variations on kinetic parameters of heterotrophic biomass is included in the values of rsu,H for the different cycles analyzed.
Regarding the effect of the mix of carbamazepine, ciprofloxacin, and ibuprofen in increasing concentrations on the heterotrophic biomass within the MBR system, it must be highlighted that the rsu,H decreased in the presence of the pharmaceuticals for doping 1 and doping 2 (about 64% and 15%, respectively) and increased for doping 3 (about 16%) in cycle 1. These results could indicate the existence of an adaptation period for heterotrophic biomass. However, rsu,H significantly increased for dopings 1 and 2 (about 364% and 579%, respectively) in cycle 2. This difference in behavior between the two cycles could be due to the most favorable operation conditions for cycle 2, as the MBR worked for 10 h of HRT and 21.7 days of SRT, compared with the MBR from cycle 1 (HRT = 6 h, SRT = 11.2 day).
In relation to the influence of the mix of pharmaceuticals on the heterotrophic biomass within the MBBR-MBR, it must be pointed out that the r
su,H showed a higher increase for doping 1 and doping 2 (about 47% and 61%, respectively) than for doping 3 (about 5%) in cycle 3. This could indicate that the adaptation response of the heterotrophic biomass of MBBR-MBR was better than that corresponding to an MBR under the same HRT (cycle 1). This could be due to the higher temperature for the MBBR-MBR (28.1 ºC) than that obtained for the MBR (21.5 ºC). Moreover, the attached biomass from the MBBR-MBR constitutes a protected form of growth, which is generally considered less sensitive to toxic influents and hostile environments [
26]. In light of this, the behavior of the MBBR-MBR was similar in cycle 4, with the exception of doping 3. The r
su,H increased for doping 1 and doping 2 (about 41% and 53%, respectively), although r
su,H lessened for doping 3 (about 53%). While r
su,H decreased for doping 3 in relation to doping 1 and doping 2 in cycles 3 and 4, the reduction was more significant in cycle 4. This could be due to the lower temperature (17.6 °C) compared to the temperature of cycle 3 (28.1 °C), though working at higher values of HRT and SRT (
Table 1). The comparison between cycles 2 and 4 shows that the MBR system had more favorable substrate degradation rates than those observed for the MBBR-MBR at similar operation conditions.
In general, the decay coefficient increased under the different dopings in relation to the control phase with the exception of cycle 2, which corresponded to the MBR working for 10 h of HRT, 21.7 days of SRT, and 12.6 °C. This suggests that the cell decay rate also increased in the presence of these chemicals, which could explain the reduction of MLSS, as indicated in
Table 3.
The combined effect of b
H and r
su,H made similar removal efficiencies of organic matter in both the control and doping phases possible (
Table 4). Aubenneau et al. [
27] analyzed the effect of carbamazepine on an MBR system and did not observe any variation of organic matter removal under exogenous respiration; this explained the increase of b
H as a consequence of higher maintenance requirements. Kraigher et al. [
28] explained this by the presence of a different bacterial community, whereas Wang et al. [
29] indicated a change in the metabolic pathways of the substrate. Vasiliadou et al. [
30] analyzed the influence of pharmaceuticals on an AS system and also indicated modifications of the microbial community as the reason for the adaptation of microorganisms in the presence of these chemicals.
Calero–Díaz et al. [
12] investigated an identical mix of pharmaceuticals and obtained similar results for an MBR working at HRT for 6 h, SRT for 7.5 days, and average value for MLSS of 4551 mg L
−1. These authors determined the increases in the values of r
su,H and b
H in relation to the control phase, proposing that these results were caused by chemical stress once the pharmaceuticals were introduced. Leyva–Díaz et al. [
31] analyzed the effect of nalidixic acid (antibiotic) on a NIPHO activated sludge reactor working at HRT values of 2.8–3.8 h, temperatures of 12.6–14.8 °C, SRT values of 11.0–12.6 days, and biomass concentrations of 1400–1700 mgVSS L
−1. These authors also found an increase in the values of r
su,H and argued that the heterotrophic biomass counteracted a possible physiological stress by increasing the r
su,H to favor its acclimatization. In light of this, Bouki et al. [
32] stated that the environmental conditions in wastewater treatment plants are suitable for the acquisition and proliferation of antibiotic-resistant bacteria, which may transfer resistant genes to resident bacteria.
3.4. Nitrogen Removal
The extent of the removal of nitrogen in the form of ammonium (N-NH
4+) in both the MBR and the hybrid MBBR-MBR system is shown in
Table 6.
Unlike the organic matter, the introduction of the pharmaceutical compounds mix in the system affects the removal of N-NH4+ considerably.
A statistical study on the removal of N-NH
4+ was carried out with the ANOVA test. In this case, the nitrogen removal was compared between the steady state and each doping concentration for each of the cycles. The MBBR-MBR system did not show statistically significant differences, while the MBR system did. This is because the biofilm systems are more stable and soften the shocks suffered by the system when the pharmaceutical compound mix is introduced [
33].
With warmer temperatures in the steady state, as in cycles 1 and 3, the removal of N-NH4+ is higher than when the temperature is colder (around 6% for cycles 2 and 4), and especially in cycle 3, this removal is above 22% with a temperature of 28 °C. Regardless of the system used, the temperature is the operational variable that most affects the behavior of the reactor, and in the steady state, more N-NH4+ is removed. However, when the pharmaceutical compound mix is introduced into the system, the removal decreases considerably until no more removal was detected in cycle 1.
The hybrid MBBR-MBR system had a better behavior in the removal of N-NH4+, although with very low removal values, especially in cycle 4. The removal decreased in the three dopings with respect to the stationary state, by about 13%, 17%, and 22%, respectively, in cycle 3, and for cycle 4, the difference was about 6%, 6%, and 5% less, respectively.
The N-NH4+ removal in the MBR system was greatly affected by doping. In cycle 2 with 10 h of HRT and about 13 °C, N-NH4+ removal was detected, but with a very low performance. These removal performances differed with respect to the steady state by about 3% and 6% for dopings 1 and 2, respectively. In doping 3 of cycle 2, there is no N-NH4+ data because the system suffered a shock when introducing the pharmaceuticals compound, proliferating filamentous bacteria that caused sludge bulking of the system, resulting in the total loss of the biomass.
The COD and nitrogen removal goes in parallel with the removal of pharmaceutical compounds, especially in biofilm systems in which it is involved in co-metabolic activities [
34].