Abstract
In this study, statistical analysis was performed to investigate the influence of operational parameters based on experimental results. The research aimed to know whether a long-term discontinuous module vibration operation is possible without adversely affecting filtration efficiency. Polymer membranes were compared by surface characteristics with contact angle measurements and selected for further membrane filtration experiments for dairy wastewater treatment. The effect of the main operational parameters, membrane module vibration amplitude (Avibr.) and transmembrane pressure (TMP), was investigated using a vibratory shear enhanced processing (VSEP) module with ultrafiltration (UF) and nanofiltration (NF) membranes. Components of the permeates, including chemical oxygen demand (COD), were measured, and membrane rejections were calculated to compare with threshold limit values. The results suggest that proper combination of Avibr. and TMP could mitigate membrane fouling. However, discontinuous module vibration resulted in more clogged membrane with lower fluxes, but slightly higher rejections. We conclude that investigating the significance of operational parameters is necessary for a wider, more energy and environment-friendly application in wastewater treatment.
1 Introduction
The high demand for milk has resulted in an enormous growth of dairy industry. In 2018, the world's total milk production was estimated more than 850 million tons according to International Dairy Federation (2019). Close to 2% of this amount turns into waste and without proper treatment this can be harmful for the environment. Although traditional treatments can be effective, these methods have many disadvantages, such as sludge formation and disposal problems, generation of greenhouse gases, or nutrients loss (Luo et al., 2012a).
Advanced techniques have emerged to purify polluted wastewaters for further industrial or domestic water consumption. In recent years, the consideration of specific separations came into focus. Membrane separation processes can be applied for wastewater treatment (Couto et al., 2018). Ultrafiltration (UF) and nanofiltration (NF) separation technologies, based on the concentration of macromolecules, have many industrial applications: from paint treatment to removal of microbes. UF is a relatively novel process that can result in high-quality treatment at mild operating temperature using less energy and chemicals compared to other techniques. The importance of UF membranes and systems is high: the market of UF membranes have been continuously increasing since 1960, and it was estimated at USD 950 million in 2017. Since 1960, UF membranes and applications have been continuously improved in a wide variety of fields: food industry, wastewater reclamation, or juice concentration (Aani et al., 2020). Dairy sector is the largest pollutant within the food industry. One of the main reasons to use UF process in dairy industry is to recover proteins from the effluents with high protein rejection rates and high permeate fluxes (Luo et al., 2012a). However, modification and fabrication of UF and NF membranes have a growing tendency, fouling is still the main problem of the wider application (Wang et al., 2019).
Work of Jaffrin (2012) showed high shear rate dynamic filtration technique promising for membrane fouling deduction, and other authors also confirmed the benefits of membrane module vibration in their work (Akoum et al., 2005; Frappart et al., 2008). There are several industrial vibratory shear enhanced processing (VSEP) installations in Europe, such as precious metal and polyethylene glycol recovery or biogas effluent treatment (Jaffrin, 2012). Membrane module vibration can produce high shear rate in fluids near the membrane surface, resulting from the deviation of membrane movement and liquid on the surface of the membrane by inertia (Takata and Tanida, 2018). Compared to conventional membrane separation processes, the vibratory shear enhanced system applies torsional vibration to increase separation intensity and reduce membrane fouling more effectively. It forces foulants to lift off and to get washed away from the surface of the membrane so that the concentration polarisation layer can be effectively reduced by vibration (Leong et al., 2016; Su et al., 2018). Luo and co-workers found that flux decline occurred in two ways during dairy effluent treatment by NF at high shear rate (Luo et al., 2012b). The first flux decline was the adsorption fouling stage with low fouling rate, and the second stage of cake fouling with high fouling tendency. These results imply that the fouling mechanisms are greatly affected by shear rate. For this reason, the fouling mechanism at high shear rate needs to be further investigated.
Although the treatment of dairy effluents by shear-enhanced filtration systems has been investigated (Akoum et al., 2005; Frappart et al., 2008), tests for long-term discontinuous module vibration operation with different operational parameters have not been carried out yet. Also, the fouling mechanisms under high shear rate need to be clarified during ultrafiltration and nanofiltration of dairy wastewater. In this work, dairy wastewater treatment was investigated using a VSEP with UF and NF membranes. Membrane evaluation and selection started with contact angle measurements, followed by membrane filtration experiments in order to investigate the effects of operational parameters and compliance of the required wastewater discharged limits. Impact assessment of the main operational parameters, vibration amplitude, and transmembrane pressure (TMP) were examined for permeate fluxes and membrane rejections, especially for chemical oxygen demand (COD) to know the purification efficiency of the technique.
2 Materials and methods
2.1 Contact angle measurements
A goniometer (DataPhysics, OCA 15 Pro type, Germany) with DataPhysics SCA software was used for contact angle measurements to know proper membrane character and to conduct membrane selection for further experiments. Measurements were carried out with dry, prewetted, and fouled membranes, dropping 5 μL distilled water or dairy wastewater (with concentration of 5 g dm−3 skimmed milk powder and 0.5 g dm−3 detergent) on the surface of 8 different membranes (Table 1), diverse membrane material, pore size, or membrane weight cut-off (MWCO) and type. Every test was repeated 7 times and the averages of the results were calculated.
Membranes tested with contact angle measurements
Name | PES-30H | PES-10 SYN | PES-6 | PES-5 SYN | PES-5/TYVEK | PES-3 | NF-3 | NF-SR 3 |
Filtration | UF | NF | ||||||
Material | Polyethersulfone (PES) | Thin film composite (TFC) | ||||||
MWCO | 30 kDa | 10 kDa | 7 kDa | 3 kDa | 240 Da | 200 Da |
2.2 Vibratory shear enhanced membrane separation tests
Membrane separation experiments were carried out on VSEP device (New Logic Research Inc., USA) in laboratory mode with the earlier chosen membranes. In Fig. 1, the schematic VSEP experimental setup is shown.
Order of gradually changed operational parameters during membrane filtrations
Filtration | Parameter | Operating values | |||||||||||||||||||
Amplitude [m] | 0.0250 | 0.0125 | 0.0 | 0.0125 | 0.0250 | ||||||||||||||||
UF | TMP [MPa] | 0.4 | 0.6 | 0.8 | 1.0 | 0.4 | 0.6 | 0.8 | 1.0 | 0.4 | 0.6 | 0.8 | 1.0 | 0.4 | 0.6 | 0.8 | 1.0 | 0.4 | 0.6 | 0.8 | 1.0 |
NF | TMP [MPa] | 2.0 | 2.5 | 3.0 | 3.5 | 2.0 | 2.5 | 3.0 | 3.5 | 2.0 | 2.5 | 3.0 | 3.5 | 2.0 | 2.5 | 3.0 | 3.5 | 2.0 | 2.5 | 3.0 | 3.5 |
3 Results and discussions
3.1 Membrane surface characterisations by contact angle measurements
Contact angle measurements were carried out on 8 tested membranes by dropping exact amount of the distilled water or dairy wastewater sample on the membrane surface. It was observed that contact angle values were more affected by the type of the dropped sample and the membrane status, both wet and dry interaction, than the individual membrane characteristics, such as MWCO. Contact angle values varied between 32° and 58° on UF membranes and 0° and 31° on NF membranes, which means that membrane surface was rather hydrophilic (<90°) and NF membrane had a highly hydrophilic membrane surface attribute. On the contrary, the highest MWCO 30 kDa PES ultrafiltration membrane appeared to be the least hydrophilic membrane with the highest measured values out of the tested membranes (Fig. 2). Based on the results, 3 membranes were selected. 240 Da TFC NF as the most hydrophilic one, because high membrane water affinity with aqueous wastewater may result higher membrane permeability, and 10 kDa PES UF membrane, which was the most stable under all experimental conditions. Although 30 kDa PES UF membrane was the least hydrophilic and had the highest MWCO, it was chosen to test the compliance of permeate organic content for effluent standard limits. Also, typically the 10 kDa is the whey ultrafiltration MWCO in dairy industry, and 30 kDa is often used to separate whey proteins effectively (Wen-Qiong et al., 2019). These three selected membranes were subjects to filtration testing to obtain a wide range of results for membrane separation efficiency.
3.2 Impact assessment of operational parameters in VSEP membrane filtration
Fluxes are comparable, if the values are calculated per transmembrane unit pressure, namely the permeability, with the unit of l m−2 h−1 MPa−1. In this case, the maximum fluxes were 160 l m−2 h−1 MPa−1 with 30 kDa PES UF, 110 l m−2 h−1 MPa−1 with 10 kDa PES UF, and 40 l m−2 h−1 MPa−1 with 240 Da TFC NF membranes. In this comparison, flux values correspond as expected to the MWCO values of the membranes (Fig. 3).
With 30 kDa PES UF and 240 Da TFC NF higher maximum flux rise was achieved by vibration, while with 10 kDa PES UF, higher maximum permeate flux was achieved by TMP increment from minimum to maximum at the same vibration. Analysis of variance was used for the results of the experiments, based on mean values with a confidence interval of 95% confidence level. Results are presented for UF, and the impact of TMP on permeate fluxes was significant. As a generally expected trend, fluxes increased proportionally as the transmembrane pressure increased. Figure 4 shows that on each vibration amplitude level the same amount of TMP increment, 0.6 MPa (from 0.4 MPa to 1.0 MPa) with UF and 1.5 MPa (from 2.0 MPa to 3.5 MPa) with NF, could enhance the fluxes dissimilarly. In the case of UF membranes (Fig. 4A) TMP could increase fluxes the most without applied vibration, at higher vibration amplitudes the flux-enhancing effect of transmembrane pressure was less notable. With NF membrane (Fig. 4B) it was a different tendency, flux increment decreased almost continuously, mostly due to the skin-type structure of the membrane.
In case of the average fluxes measured without vibration are considered 100%, the maximum Avibr. (0.025 m) could increase the fluxes 125.2% with 30 kDa PES UF, 71.9% with 10 kDa PES UF, and 240.5% with 240 Da TFC NF. Maximum flux rise caused by TMP change with 30 kDa PES UF and 240 Da TFC NF was lower than the flux increment achieved by vibration by two and three times, respectively. In contrast, with 10 kDa PES UF higher maximum permeate flux was achieved by TMP change, but only half times the value resulted by vibration.
The effect of vibration on fluxes was clearly significant (Fig. 5). For UF, analysis of variance was used to investigate the impacts. The module vibration's membrane fouling mitigation effect was obvious, as, before the period without vibration (Avibr. = 0), fluxes were much higher, the strong significant difference is visible, i.e., it helps maintaining membrane pore permeability. To know whether a discontinuous operational mode or inserted period is possible and useful for the operation, the vibration was turned back after the non-vibrational part. This way, the highest flux increment was reached with 30 kDa PES UF. Fluxes could increase to 18.4% in the intermediate Avibr. period and with 27.2% in the maximum Avibr. period, but statistically this growth is not significant.
3.3 Compliance of threshold limits and membrane rejections
Measurements were made and rejection values were calculated for COD, turbidity, total dissolved solids (TDS), salts, and milk components. These were rejected in almost 100% by 240 Da TFC NF membrane that could help re-use waters in the dairy industry. Statutory requirements highly focus on COD, as it is an indicator for potential highly harmful attribute of the wastewaters, therefore we analysed this in detail. The initial value for organic matter content of the model dairy wastewater was 4,900 mg L−1. To comply with the official emission limits (National Legal Acts, Hungary), 110 mg L−1 for living and 1,200 mg L−1 for sewer waters, the rejections for the initial COD value need to reach at least 97.7 and 74.5%, respectively (Fig. 6). In the case of NF, this means that in one-step filtration a lower level was reached than the discharge limit for living waters.
To understand the influence of the operational parameters on COD membrane rejection, analysis of variance was used, and results for UF are represented in Fig. 7. Regarding TMP, as operating pressure increased, rejection followed the trend until a critical pressure value, around 0.8 MPa, that was related to the highest COD rejection (Fig. 7A). This data shows clearly how properly set operational parameters can affect the efficiency of filtration and result in more environment-friendly operation. In the case of vibration, maximum and medium vibration amplitudes resulted in close similar rejection values as the non-vibrational phase (Fig. 7B). On the contrary, rejection values significantly increased as the vibration was turned back after the zero-meter amplitude period that suggests the concentration polarisation layer was changed remarkably by vibration.
Specific energy demand [kWh m−3] calculations revealed that applied vibration, both maximum (Avibr. = 0.0250 m) and intermediate (Avibr. = 0.0125 m), resulted in cc. 50% lower energy consumption related to the unit of permeate. This data shows how effectively vibration creates more filtrate, by the reduction of clogging on the membrane surface. Zsirai et al. (2016) concluded that the energy demand of mechanically imposed shear in membrane processes becomes more energy efficient in terms of kWh m−3 permeate at lower shear rates.
4 Conclusions
Our results show that contact angle values were more affected by the type of the dropped liquid and the membrane status interaction and only secondarily by the specific membrane characteristics.
At main operational parameters with UF membranes TMP could increase fluxes the most without applied vibration, at higher vibration amplitudes the flux-enhancing effect was less notable. With NF, the TMP induced flux-rise at a given amplitude decreased almost continuously, presumably to the different structure of the NF membrane.
Module vibration in both UF and NF caused higher fluxes, thus less flux decline and slightly improved membrane rejections. Vibration could increase permeate fluxes after a non-vibrational period, that might be useful for industrial, long-term applications, although significantly higher rejection results were observed. On NF membrane with intermediate vibration one and a half times, with the maximum vibration two and a half times flux increment was reached. In the future further experiments are needed to clarify the effect of intermittent membrane module vibration based on specific energy demand.
NF membrane rejected all measured values in almost 100% that could help re-use waters and different types of wastewater in food industry. For UF membranes, impact assessment showed that a critical pressure value can be evaluated, to help properly set operational parameters. Our study reveals the significance of the operational parameters along with their prospective wider applications in wastewater treatment. It can affect the efficiency of the membrane filtration and that results in more energy and environment-friendly operation.
Acknowledgement
Supported by the ÚNKP-19-2 New National Excellence Program of the Ministry for Innovation and Technology. The authors are grateful for the financial support of the Hungarian Science and Research Foundation (OTKA contract number K 115691), the Hungarian State and the European Union (EFOP-3.6.2-16-2017-00010). Sz. K. thanks the support of the János Bolyai Research Scholarship of the Hungarian Academy of Sciences and the New National Excellence Program of the Ministry of Human Capacities (BO/00576/20/4 and UNKP-20-5-SZTE-384).
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