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Article

Chromium(VI) Removal by Polyvinyl Chloride (PVC)/Aliquat-336 Polymeric Inclusion Membranes in a Multiframe Flat Sheet Membrane Module

1
Laboratory of Membrane Processes and Techniques of Separation and Removal, Faculty of Technology, Bejaia University, Bejaia 06000, Algeria
2
Institute on Membrane Technology (ITM-CNR), Via P.Bucci 17/C, 87036 Rende (CS), Italy
*
Authors to whom correspondence should be addressed.
Appl. Sci. 2019, 9(15), 2994; https://doi.org/10.3390/app9152994
Submission received: 7 June 2019 / Revised: 16 July 2019 / Accepted: 22 July 2019 / Published: 25 July 2019
(This article belongs to the Section Chemical and Molecular Sciences)

Abstract

:
A new multiframe flat sheet membrane contactor module containing several flat membranes was designed and implemented. Each frame contains a chamber (central hole) in which the feed and the receiving phases are put in contact with polyvinyl chloride (PVC)/Aliquat-336 polymeric flat sheet membranes for Cr(VI) removal from aqueous solutions (feed phase). To evaluate the efficiency of the system, the experimental design methodology was used to analyze the effect of temperature (T, °C), PVC/Aliquat-336 ratio, and Cr (VI) concentration in the feed phase and the concentration of sodium chloride (NaOH-NaCl) in the receiving phase. Two representative mathematical models of the two responses (extraction and back-extraction) were respectively obtained. A good correlation between the experimental results and those predicted (RS2 = 97.77 and RR2 = 97.87) was achieved, allowing the optimization of the different factors selected for each response, separately. The proposed system showed a good separation performance, leading to Cr(VI) extractions up to 93% when working at the optimized operating conditions.

1. Introduction

Membrane contactors are widely used for separating and recovering pollutant species, especially in trace amounts [1,2,3]. In recent years, polymer inclusion membranes (PIMs) have attracted a lot of interest in a wide range of separation process, and they have grown in popularity, especially for small organic compounds [4] and metal ion separation from aqueous solutions [5,6], such as chromium [7], aluminum [8], Au(III) [9], copper (II) [10], zinc [11], cadmium [12], cobalt [13], and lead [14]. Moreover, PIMs have reached the agricultural sector for the extraction of pesticides that, due to their toxicity, pose a great risk to human health [15]. The first use of PIMs has been suggested more than 50 years ago and considered both liquid and dense membranes [16,17,18]. In the literature, in fact, scientists classified them in the category of liquid membranes while others hesitate between liquid and solid. PIMs are essentially composed of a polymer dissolved in a suitable solvent; the carrier (liquid phase) is added and physically trapped in the membrane matrix providing significant stability compared to other liquid membranes [19]. Most PIMs contain a plasticizer or modifier for an appropriate separation or specific application. These membranes became attractive in separation processes and presented an alternative technique for solvent extraction. They are considered environmentally friendly and economic because of the simple procedure for their preparation and the very low amount of solvent and extractant used [18,20,21,22,23,24]. In general, polyvinyl chloride (PVC) and cellulose triacetate (CTA) were used as basic materials [25,26,27,28,29,30]. The removal of chromium(VI) from industrial effluents and contaminated waters is very important because of its high toxicity and impact on both human health and the environment. Chromium (VI) extraction has been widely investigated using PIM, and the most used devices have been double compartment or microdevices [18,25,31,32]. All systems investigated by researchers have been double cell systems or microsystem channels. Pandey et al. [33] reported the extraction of Cr(VI) by polymeric inclusion membranes based on CTA and Aliquat-336; a high permeability combined with stability, comparable to supported liquid membrane, was observed. Similar results were obtained by Kozlowski et al. [34] in their comparative study between supported liquid membranes SLM and PIMs using CTA and Aliquat-336 as carriers. Kebiche-Senhadji et al. [35] reported a high stability of PIMs based on CTA/Aliquat-336 for Cr(VI) transport in a double cell system, with a constant permeability coefficient after 12 cycles of use. A comprehensive review on PIM applications and the systems used is reported by Almeida [18].
In the present work, for the first time, a multiframe flat sheet membrane module was designed and used for the extraction of Cr(VI) containing a series of chambers alternating feed and receiving phases. With respect to the systems reported in the literature, the multiframe module is an example of a compact design that could be adopted to scale up the technique. To optimize the efficiency of the system, design of experiment (DOE) has been used to evaluate all parameters of the system and their interactions. In particular, for the first time, DOE was used for investigating parameters of polymeric inclusion membranes in a multiframe plates module. This methodology allows to reduce the number of experiments, which avoids product waste and loss of time [36,37,38].

2. Materials and Methods

2.1. Experimental Apparatus

In this study, a new membrane module was used. The module, called a multiframe flat sheet membrane contactor, consisted of eight flat Teflon frames with dimension of 7 × 7 cm. Each frame had a 29 mm central hole, ≈1 cm thick, corresponding to ≈6.6 cm2 membrane area as a chamber where the solutions flow, and lateral, small 3 mm holes for feeding and exiting solutions. No spacers were used in the channels. The clamping of frames was ensured by four threaded rods. Between two frames, a flat sheet membrane sandwiched between two plastics gaskets separated the two phases: feed (F) phase and receiving (R) phase. The system was fed in counter-current mode and the phases were recirculated at a flow rate of 0.3 mL/s by using a peristaltic pump, flowing from the outlet of one frame to the inlet of the following frame (Figure 1). The operating temperatures were controlled by thermostatic bath. Table 1 summarizes the experimental conditions of all the experiments.

2.2. Reagents

PVC (Solvin, BASF, Hannover, Germany, M = 233,000 g/mol, d = 1.2 kg/L) was used as base polymer, tetra hydrofurane THF (Biochem Chemopharma, Cosne sur Loire, France, d = 0.886–0.889 kg/L) was used as a solvent for PVC, and tricaprylmethylammonium (Aliquat-336) (Sigma Aldrich, Darmastadt, Germany, M = 404.17 g/mol, d = 0.884 kg/L, assay = 99) was used as carrier.
Potassium dichromate (K2Cr2O7) (Prolab, Fontenaysous-Bois, France, M = 294.18 g/mol, assay = 98%) was used for preparing the aqueous feed solutions of different concentrations. NaOH (Biochem Chemopharma, Montreal, QC, Canada, assay = 97%) and NaCl (Labosi, Elancourt, France, M = 85.44 g/mol, assay = 99%) were used to prepare NaOH-NaCl solutions (0.1–1 M) and (0.1–2 M) as a receiving phase.

2.3. Membrane Preparation and Testing

The inclusion polymer membranes were prepared by the solvent evaporation technique. An amount of the polymer (0.4 g) was dissolved in the THF. After complete dissolution, a homogeneous solution was obtained, and Aliquat-336 was added at different ratios (1/0.5, 1/0.75, and 1/1). Homogeneous solutions were kept under low agitation for 1 h to eliminate air bubbles (degassing time). Finally, the polymeric solutions were poured into a 9 cm diameter Petri dish for solvent evaporation for 24 h. In order to get a smooth surface and dense membrane without any defects, the solvent was evaporated slowly by covering the Petri dish with a lid. The produced membranes were washed with distilled water for further characterization. For this purpose, several techniques were used, such as scanning electron microscopy (SEM) (Zeiss- EVO-Ma10, Oerzen, Germany), infrared spectroscopy (Nicolet iN10 710, Waltham, USA), and contact angle (CAM 100, Nordtest Srl, Serravalle Scrivia, Italy). In addition to the above characterization techniques, to better understand the membrane properties, it was important to carry out both thermal and mechanical tests. However, in this preliminary investigation, no thermal analysis was made, considering that the produced membranes were used up to 50 °C, in order to avoid any evaporation of aqueous solutions and concentrations of species, as well as loss of Aliquat-336. Also, no mechanical tests were carried out due to the small size of the membrane samples sandwiched between frames and to the low (atmospheric) operating pressures. The produced membranes were sandwiched between each two frames making a total of seven (07) membranes for eight (08) frames. After module preparation, the feed and receiving phases were fed at 0.3 mL/s and the desired temperature in a counter-current mode by a peristaltic pump, filling the chambers inside the frames. Samples were taken from the two phases to analyze the Cr(VI) content.

2.4. Application of Design of Experiment (DOE)

Chromium (VI) extraction by PIMs based on PVC/Aliquat-336 was carried out using the design of experiment methodology (DOE) with MINITAB 17. The aim of this study was to evaluate the effects of the different parameters as well as the possible interactions that may exist among these operating parameters. For that, a two-level 2n full factorial design of experiments was first constructed to visualize the effects of the factors and their interactions on the extraction and back-extraction efficiency of Cr(VI), where n = number of factors under verification (here n = 3). Thus, the total number of experiments required to study each response was eight (8). Two responses were chosen: the extraction efficiency of Cr(VI) in the source (feed) phase and the back-extraction efficiency of Cr(VI) in the receiving phase. Table 2 and Table 3 show the selected range for feed and permeate phases factors, respectively. The chosen parameters are the most investigated and influential for extraction and back-extraction of Cr(VI) in double-cell systems. Their maximum and minimum level were chosen from what is reported in the literature [33,35,39].

3. Results and Discussion

3.1. Membrane Characterization

3.1.1. Scanning Electron Microscopy (SEM)

Figure 2 shows the morphology of the membranes observed by SEM. The top and bottom images of all membranes revealed a smooth and homogeneous surface without any apparent porosity. The cross section showed a homogeneous, dense structure without any porosity. This could be explained by the solvent evaporation techniques, which usually lead to a dense membrane structure. An unexpected result was the brightness of the cross-section of the membranes probably due to the presence of Aliquat-336 in its liquid form. This is in contrast with some results in the literature where some dark regions, referring to the polymer matrix, are distinguished in the membrane matrix [40].

3.1.2. Infrared (IR) Spectrophotometry

In order to confirm incorporation of the Aliquat-336 carrier in the membrane matrix, an infrared analysis was performed for the virgin membrane and those containing the carrier at different amounts.
The results of the different absorption bands are presented in Figure 3.
With regard to the absorption bands of the PVC polymer, no modification in the polymer chain after the addition of the carrier was noticed. On the other hand, on the membranes containing the carrier, a new absorption band located between 3000 and 3500 cm−1 was observed. By increasing the content of Aliquat-336, the intensity of the C–N band increased mainly at 3450 cm−1, at which no band exists in pristine PVC. This can be attributed to the CN group, which is a characteristic group of the Aliquat-336 carrier and, therefore, confirms its physical immobilization in the membrane matrix without the modification of the main absorption bands characteristic of the PVC polymer. Moreover, a distinct peak at 1600 cm−1 appeared, increasing in intensity at higher Aliquat-336 contents in the membrane. This was attributed to the vibration of ammonium groups of Aliquat-336. A weak band at 2250 cm−1 was also observed for the PVC/Aliquat membranes, confirming the existence of quaternary ammonium groups of Aliquat-336. Similar results were reported by Ranjbari et al. [41], confirming the formation of positive charges (NH3+) on the chitosan matrix. The comparison of FTIR spectra of the produced membranes showed no band displacement, assuming that Aliquat-336 is still free, and no interaction between the additive and the polymer occurs.

3.1.3. Membrane Thickness and Contact Angle

Figure 4 shows the results of membrane contact angle (Figure 4a) and thickness (Figure 4b) measurements with and without the addition of the Aliquat-336 carrier.
According to Figure 4a, the contact angle of the membranes decreased by increasing the content of Aliquat-336 in the polymeric solution. This could be explained by the presence of the ammonium groups in Aliquat-336 that confer a hydrophilic character. Similar results were found by Nasser et al. [39] and Vazques et al. [42]. Figure 5 shows a photo of the water contact angle WCA measurement for the membrane at 1/0.75 PVC/Aliquat-336 ratio. The addition of Aliquat-336 did not significantly affect the thickness value, and an increase was observed only for a PVC/Aliquat-336 ratio of 1/1 (Figure 4b). This could be attributed to the swelling of the polymer matrix at high Aliquat-336 contents that finally affected the thickness of membranes.

3.2. Design of Experiment (DOE)

The different factors and their low- and high-level values were uploaded into the software MINITAB 17, which provided the following test matrix for the feed and the receiving phases (see Table 4 and Table 5, respectively). In Table 4 and Table 5, the experimental and the predicted yields are also listed. A total of 13 experiments were made, since 5 tests were added around the central point to minimize the error.

3.2.1. Pareto Chart

The Pareto chart is a useful tool to identify the most important factors that influence the response. For the feed phase (Figure 6), the most influential factor was the interaction between the Aliquat-336 concentration and the temperature, followed by the interaction between the Cr(VI) concentration, the Aliquat-336 concentration, and the temperature, and, finally, the Cr(VI) concentration. Anupam et al. [43] reported in their study that 100% of Cr(VI) can be achieved at pH 2 and 2 g·L−1 of powdered activated carbon. Their analysis of the Pareto chart shows that quantity-activated carbon was the most influencing factor of the system. Similar outcomes were obtained by Ben Khalifa et al. [44] using biosorbents based on orange peels, which could be explained by the increase in the number of active sites on the surface.
From Figure 7, the most important factors influencing the back-extraction efficiency of Cr(VI) in the receiving phase were the NaCl concentration, the temperature, the [NaCl] * [Aliquat-336] interaction, and, finally, the [NaCl] * T interaction. However, [Aliquat-336], the [Aliquat-336] * T interaction, and the [NaCl] * [Aliquat-336] * T interaction had a weak effect on the Cr(VI) back-extraction efficiency.

3.2.2. Main Effect Factors

Figure 8 presents the main effects of the different factors studied in the source phase. It shows that the concentration of Cr(VI) and the concentration of Aliquat-336 had positive effects on the extraction efficiency of Cr(VI) in the source phase, while temperature had a negative effect on the extraction efficiency. In fact, by increasing the Cr(VI) content, the driving force increased with a consequent improvement of the extraction efficiency. Higher Aliquat-336 concentrations improved the Cr(VI) transport across the membrane, whilst higher source temperatures did not favor formation of the Cr(VI)-Aliquat-336 complex, although diffusion of Cr(VI) ions to the membrane surface increased. Higher temperatures also led to a decrease of the viscosity of Aliquat-336, which can favor the release of Aliquat-336, with a consequent loss of efficiency.
Figure 9 shows the individual effects of the different factors selected for the receiving phase. It can be seen that the investigated factors ([Aliquat-336], [NaCl] and T) all had a positive effect on the back-extraction performance of Cr(IV) in the receiving phase.

3.2.3. Interaction Effect Factors

Figure 10 presents the interaction effect between the different factors studied. Their arrangements show that the interaction T * [Aliquat-336] was significant (strong interaction), while there was no interaction between [Cr(VI)] and temperature.
Figure 11 shows the interaction effect between the different factors at two levels, −1 and 1, in the receiving phase. Their arrangement shows a strong interaction between [NaCl] and [Aliquat-336] in the chosen field of study. However, the interactions [T] * [Aliquat-336] and [T] * [NaCl] were low and not significant.

3.2.4. Mathematical Model and Analysis of Variance

Source Phase

An analysis of variance (ANOVA) was conducted to examine the reliability of the model. ANOVA shows whether the model-related variations are significant compared to the variations in experimental results. According to the MINITAB software, the following regression equation was obtained:
S = 87.033 + 2.645 [Cr(VI)] + 0.129 [Aliquat-336] − 0.967 T + 0.077 [Cr(VI)] * [Aliquat-336] + 0.530 [Cr(VI)] * T + 3.667 [Aliquat-336] * T − 3.530 [Cr(VI)] * [Aliquat-336] * T.
The individual effects, interaction effects, and model coefficients are presented in Table 6. The main effects and interaction effects of each factor having a significance probability (P-value) ≤ 0.05 and a high Fisher’s exact test (F-Value) means that this factor is significant.
Table 7 summarizes the variance analysis. It reports both the significance probability and the Fisher’s exact test. The results confirm that the factors [Aliquat-336], T, and interactions T * [Cr (VI)] and [Cr(VI)] * [Aliquat-336] had insignificant effects on the response, which was the extraction yield of Cr(VI) in the source phase. On the other hand, [Cr (VI)] and interactions [Aliquat-336] * T and [Cr(VI)] * [Aliquat-336] * T had significant effects.
After analysis of variance and by eliminating nonsignificant factors, the mathematical model obtained at the beginning becomes:
S = 87.033 + 2.645 [Cr(VI)] + 3.667 [Aliquat-336] * T − 3.530 [Cr(VI)] * [Aliquat-336] * T.
Figure 12 compares the experimental results of the Cr(VI) extraction performance with those predicted, showing a good agreement between experimental and predicted yields. The model shows a first-order linear regression with a high coefficient of determination, R2 = 97.77% (R²corr = 94.26), indicating validation of the mathematical model.

Receiving Phase

The MINITAB software allowed the processing of results by the following regression equation:
R = 43.872 + 7.945 [NaCl] + 1.717 [Aliquat-336] + 5.329 T + 3.397[NaCl] * [Aliquat-336] − 2.674[NaCl] * T − 0.921[Aliquat-336] * T + 0.676[NaCl] * [Aliquat-336] * T.
The individual, interaction. and model effects and coefficients are presented in Table 8.
From the results of Table 9, it can be seen that a first-order linear regression was obtained. The factors [NaCl], T, and the two interactions T * [NaCl] and[ NaCl] * [Aliquat-336] had significant effects on the back-extraction performance of Cr(VI), whereas [Aliquat-336] and the interactions [Aliquat-336] * T and [Cr(VI)] * [Aliquat-336] * T had nonsignificant effects.
After analysis of variance and by eliminating nonsignificant factors, the mathematical model obtained at the beginning becomes:
R = 43.872 + 7.945 [NaCl] + 5.329 T + 3.397 [NaCl] * [Aliquat-336] − 2.674 [NaCl] * T.
Figure 13 shows the comparison between the experimental results of the back-extraction performance of Cr(VI) and those predicted. A good agreement between the experimental and predicted results was obtained (first-order linear regression with a determination coefficient of R² = 97.89% (R²corr = 94.93%)), then the reported model was validated.

3.2.5. Response Contour

The response of contour plots analyzes the interactions between two parameters to see the combined effect of each pair on the extraction/back-extraction efficiency of Cr(VI) while keeping the third parameter fixed.
Figure 14 shows the iso-response curves for the Cr(VI) extraction. The combined effect of two factors is studied on the response.
From Figure 14 it can be seen that:
  • Extraction is better at a high Cr(VI) concentration at whatever Aliquat-336 concentration;
  • Extraction is high (>90%) at a high Cr(VI) concentration regardless of the temperature value; and
  • The extraction efficiency is high (>90%) when the Aliquat-336 concentration and temperature are at their maximum or minimum values.
Figure 15 shows the iso-response curves for the Cr(VI) back-extraction. The combined effect of two factors is studied on the response.
From Figure 15 it can be summarized that:
  • The back-extraction efficiency of Cr(VI) is high (>55%) when both NaCl and Aliquat-336 concentrations are high;
  • The back-extraction efficiency of Cr(VI) is >50% when the NaCl concentration and temperature reach their maximum values; and
  • The back-extraction efficiency of Cr(VI) is >45% when the Aliquat-336 concentration and temperature are high.

3.2.6. Optimization

One of the main objectives of this study was to find the optimal values of each parameter for which high extraction and back-extraction efficiencies of Cr(VI) are obtained.
From Figure 16, it can be seen that the extraction efficiency can reach a value of 93.03% when the values of the three parameters are as follows:
  • Cr(VI) concentration, 1.0 ppm;
  • Temperature, 20 °C; and
  • PVC/Aliquat-336 ratio, 1/0.5.
Figure 17 shows the optimization of the different factors influencing the back-extraction efficiency of Cr(VI) in the receptor phase.
It can be deduced from these figures that the back-extraction efficiency of Cr(VI) in the receiving phase can reach a maximum value of 59.34% at the following parameter values:
  • NaCl concentration, 2 M;
  • Temperature, 50 °C; and
  • PVC/Aliquat-336 ratio, 1/1.
Similar results were reported by Rajasimman et al. [45] in the extraction of Cr(VI) by emulsion liquid membranes by trioctyl amine using response surface methodology. A yield of 92.5% was achieved for the optimized conditions. In another comparative study between trioctyl amine and Aliquat-336 for Cr(VI) extraction by emulsion liquid membrane, Rajasimman et al. [46] reported a maximum extraction yield, under optimal conditions, of 89.2% and 96.15% for trioctyl amine TOA and Aliquat-336, respectively. The most influential parameters were agitation speed, the ratio of organic/aqueous phases, and concentration of the carriers. In the same system (ELM), Hashim et al. [47] demonstrated that the most influential parameters for Cr(VI) extraction by Cyanex 923 were concentration of the surfactant Span span and ratios of organic/internal or external phases. As reported by Saha et al. [48], more than 95% of Cr(VI) was extracted by Aliquat-336 in sunflower oil as solvent in bulk liquid membranes system. The transport of Cr(VI) through the bulk liquid membrane was influenced by strip phase concentration, strip phase pH, and carrier concentration.

4. Conclusions

A new application of PVC/Aliquat-336-based PIMs at different mass ratios (1/0.5, 1/0.75, and 1/1) using a multiframe flat sheet membrane module for Cr(VI) extraction has been successfully carried out. Nonrigid, dense, and transparent membranes, showing a plasticizing character due to the addition of the Aliquat-336 carrier, were produced. The presence of Aliquat-336 in the polymer matrix increases the hydrophilic character and the thickness of membranes.
To optimize the different parameters in the feed and receiving phases, a two-level, full factorial DOE was used. The developed model was validated with experimental data. From the results, the highest extraction efficiency of 93.03% can be reached by working at the following conditions in the feed phase: 10 ppm Cr(VI), 20 °C, and PVC/Aliquat-336 ratio of 1/0.5.
In the case of the receiving phase, the optimal value for the back-extraction yield of 59.34% can be obtained by working with: NaCl concentration of 2 M, 50 °C, and PVC/Aliquat-336 ratio of 1/1. When working at the PVC/Aliquat-336 ratio of 1/0.5, at which the highest extraction efficiency was obtained, the back-extraction efficiency decreased to 55.40%.
The obtained results clearly indicate that the optimal yields of extraction and back-extraction cannot be reached with the same membrane. Moreover, even the highest back-extraction yield was always lower than the percentage of extraction (60% vs 93%). A possible practical solution to increase the back-extraction could be to send, at the end of the extraction experiment, fresh receiving phases (at 50 °C and NaCl 2 M) at both sides of the membrane.
The multiframe module proposed in this work is an example of a compact design that could be adopted in scaling up the technique. This study focused on optimizing the parameters with synthetic solutions. Also, no effect of ionic forces was analyzed. In the future, the designed multiframe module could be a potential alternative to the classical double cell systems for continuous metal ion separation in real solutions.

Author Contributions

Experiments and calculations, writing the draft paper, H.S.; Membranes characterization, discussion of results, writing, S.B.; Membranes characterization, F.R.; Writing and reviewing the draft paper, A.F. and A.C.; Supervising, B.M. and E.D.

Funding

This research received no external funding.

Conflicts of Interest

The authors declare no conflict of interest.

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Figure 1. Simplified scheme of the experimental set up (a) and frames (b).
Figure 1. Simplified scheme of the experimental set up (a) and frames (b).
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Figure 2. Scanning electron microscopy (SEM) images of the prepared membranes: (A) top surface, (B) bottom surface, and (C) cross-section.
Figure 2. Scanning electron microscopy (SEM) images of the prepared membranes: (A) top surface, (B) bottom surface, and (C) cross-section.
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Figure 3. Infrared spectrum of the prepared membranes: PVC; PVC/Aliquat: 1/0.5; PVC/Aliquat: 1/0.75; and PVC/Aliquat: 1/1.
Figure 3. Infrared spectrum of the prepared membranes: PVC; PVC/Aliquat: 1/0.5; PVC/Aliquat: 1/0.75; and PVC/Aliquat: 1/1.
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Figure 4. (a) PVC/Aliquat-336 membrane contact angle; (b) PVC/Aliquat-336 membrane thickness.
Figure 4. (a) PVC/Aliquat-336 membrane contact angle; (b) PVC/Aliquat-336 membrane thickness.
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Figure 5. Photo of the water contact angle WCA measurement for the membrane at 1/0.75 PVC/Aliquat-336 ratio.
Figure 5. Photo of the water contact angle WCA measurement for the membrane at 1/0.75 PVC/Aliquat-336 ratio.
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Figure 6. Feed phase Pareto chart of standardized effect.
Figure 6. Feed phase Pareto chart of standardized effect.
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Figure 7. Receiving phase Pareto chart of standardized effect.
Figure 7. Receiving phase Pareto chart of standardized effect.
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Figure 8. Factors of main effects plot for source phase.
Figure 8. Factors of main effects plot for source phase.
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Figure 9. Factors of main effects plot for receiving phase.
Figure 9. Factors of main effects plot for receiving phase.
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Figure 10. Factors of interactions effects plots for source phase.
Figure 10. Factors of interactions effects plots for source phase.
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Figure 11. Factors of interactions effects plots for receiving phase.
Figure 11. Factors of interactions effects plots for receiving phase.
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Figure 12. The predicted values of the response versus experimental values.
Figure 12. The predicted values of the response versus experimental values.
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Figure 13. The back-extraction yield of Cr(VI) predicted versus the experimental yield.
Figure 13. The back-extraction yield of Cr(VI) predicted versus the experimental yield.
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Figure 14. Contour plots of the extraction yield of Cr(VI).
Figure 14. Contour plots of the extraction yield of Cr(VI).
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Figure 15. Contour plots of the back-extraction efficiency.
Figure 15. Contour plots of the back-extraction efficiency.
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Figure 16. Factor optimization for Cr(VI) extraction.
Figure 16. Factor optimization for Cr(VI) extraction.
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Figure 17. Optimization of back-extraction efficiency.
Figure 17. Optimization of back-extraction efficiency.
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Table 1. Experimental conditions.
Table 1. Experimental conditions.
Number of FramesNumber of MembranesType of MembranesFeed Phase CompositionReceiving Phase Composition∆P (bar)Temperature (°C)Flow (mL/s)
87Polyvinyl chloride (PVC)/Aliquat-336Cr(VI)NaOH-NaCl020, 30, 500.3
Table 2. Feed phase factors and fields of study.
Table 2. Feed phase factors and fields of study.
FactorNamesLow LevelHigh Level
[Cr(VI)] (ppm)A1050
Temperature (°C)B2050
[Aliquat-336] (%)C50100
Table 3. Receiving phase factors and fields of study.
Table 3. Receiving phase factors and fields of study.
FactorNamesLow LevelHigh Level
Temperature (°C)A2050
Aliquat-336 (%)B50100
[NaCl] (M)C12
Table 4. Feed phase matrix of experiments.
Table 4. Feed phase matrix of experiments.
Run OrderCenter Pt[Cr(VI)][Aliquat-336]TYield S Experimental (%)Yield S Predicted (%)Residuals
1000088.3887.031.34
21−1−1175.0875.64−0.55
3111189.0289.58−0.55
41−1−1−192.4793.03−0.55
5000087.8487.030.81
6000087.7487.030.71
7111−189.6289.6290.18
81−11189.5889.5890.13
9000087.8387.030.80
1011−1−189.4990.04−0.55
11000087.7987.030.76
1211−1188.3488.89−0.55
131−11−178.1878.73−0.55
Table 5. Receiving phase matrix of experiments.
Table 5. Receiving phase matrix of experiments.
Run OrderCenter Pt[NaCl][Aliquat-336]TYield R Experimental (%)Yield R Predicted (%)Residuals
1000040.7643.87−3.10
2000042.664387−1.20
311−1150.4849.600.87
4000043.1743.87−0.70
511−1−144.6843.800.87
61−11−128.7127.840.87
7000042.8643.87−1.0
81−1−1148.0847.200.87
91−1−1−128.8828.000.87
101−11141.5340.650.87
11000042.8743.87−1.0
12111−155.4054.520.87
13111160,2159.340.87
Table 6. Factor effects and their coefficients.
Table 6. Factor effects and their coefficients.
TermEffectCoefficient
Constant 87.033
[Cr(VI)]5.2892.645
[Aliquat-336]0.2570.129
T−1.935−0.967
[Cr(VI)] * [Aliquat-336]0.1550.077
[Cr(VI)] * T1.0590.530
[Aliquat-336] * T7.3333.667
[Cr(VI)] * [Aliquat-336] * T−7.060−3.530
Table 7. Analysis of variance.
Table 7. Analysis of variance.
SourceDF 1Adj SS 2Adj MS 3F-ValueP-Value
Regression7273.11639.01729.140.001
[Cr(VI)]155.95655.95641.800.001
[Aliquat-336]10.1320.1320.100.766
T17.4877.4875.590.064
[Cr(VI)] * [Aliquat-336]10.0480.0480.040.858
[Cr(VI)] * T12.2432.2431.680.252
[Aliquat-336] * T1107.552107.55280.340.000
[Cr(VI)] * [Aliquat-336] * T199.69899.69874.470.000
1 DF: Degree of Freedom; 2 SS: Sum of Square; and 3 MS: Mean Square.
Table 8. Predicted factor regression coefficients and their effect.
Table 8. Predicted factor regression coefficients and their effect.
TermEffectCoefficient
Constant 43.872
[NaCl]15.8917.945
[Aliquat-336]3.4351.717
T10.6585.329
[NaCl] * [Aliquat-336]6.7943.397
[NaCl] * T−5.348−2.674
[Alqiaut336] * T−1.842−0.921
[NaCl] * [Aliquat-336] * T1.3510.676
Table 9. Analysis of variance.
Table 9. Analysis of variance.
SourceDF 1Adj SS 2Adj MS 3F-ValueP-Value
Regression7915.747130.82133.080.001
[NaCl]1505.018505.018127.680.000
[Aliquat-336]123.59723.5975.970.058
T1227.185227.18557.440.001
[NaCl] * [Aliquat-336]192.31492.31423.340.005
[NaCl] * T157.19557.19514.460.013
[Aliquat-336] * T16.7876.7871.720.247
[NaCl] * [Aliquat-336] * T13.5613.6510.920.381
1 DF: Degree of Freedom; 2 SS: Sum of Square; and 3 MS: Mean Square.

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Semghouni, H.; Bey, S.; Figoli, A.; Criscuoli, A.; Russo, F.; Mohamed, B.; Drioli, E. Chromium(VI) Removal by Polyvinyl Chloride (PVC)/Aliquat-336 Polymeric Inclusion Membranes in a Multiframe Flat Sheet Membrane Module. Appl. Sci. 2019, 9, 2994. https://doi.org/10.3390/app9152994

AMA Style

Semghouni H, Bey S, Figoli A, Criscuoli A, Russo F, Mohamed B, Drioli E. Chromium(VI) Removal by Polyvinyl Chloride (PVC)/Aliquat-336 Polymeric Inclusion Membranes in a Multiframe Flat Sheet Membrane Module. Applied Sciences. 2019; 9(15):2994. https://doi.org/10.3390/app9152994

Chicago/Turabian Style

Semghouni, Hassina, Said Bey, Alberto Figoli, Alessandra Criscuoli, Francesca Russo, Benamor Mohamed, and Enrico Drioli. 2019. "Chromium(VI) Removal by Polyvinyl Chloride (PVC)/Aliquat-336 Polymeric Inclusion Membranes in a Multiframe Flat Sheet Membrane Module" Applied Sciences 9, no. 15: 2994. https://doi.org/10.3390/app9152994

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