Home Physical Sciences Fabrication and characterization of brominated matrimid® 5218 membranes for CO2/CH4 separation: application of response surface methodology (RSM)
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Fabrication and characterization of brominated matrimid® 5218 membranes for CO2/CH4 separation: application of response surface methodology (RSM)

  • Mohammadreza Rahmani , Abbass Kazemi EMAIL logo , Farid Talebnia and Pouria Abbasszadeh Gamali
Published/Copyright: September 26, 2016
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Abstract

In the present study, special effort was focused on increasing permeability of matrimid membranes. For this objective, a bromination reaction was carried out. The reaction of bromine with polymer was investigated using Fourier transform infrared (FTIR) spectroscopy analysis. A combination of pristine and brominated matrimid was used to prepare modified membranes due to the fact that brominated matrimid membranes were too delicate. Employing a gas separation membrane unit, the permeability of pristine and modified membranes for pure gases (CO2 and CH4) was studied. Modified membranes were much more permeable and less selective than pristine membranes. In fact, the increase in permeability of modified membranes can be attributed to the rise in the fractional free volume of modified membranes. Thermal properties of modified and unmodified membranes were also studied by thermal gravimetric and differential scanning calorimetry analysis. As a result, thermal resistance of modified membranes decreased in a limited temperature range. Modified membranes indicated smaller values of tensile strength than pristine membranes which were assessed using tensile strength analysis. The parameters which can affect the pure gases permeation through membranes such as, bromine concentration in modified membranes and operating pressure were considered as variables and the experimental design was carried out.

1 Introduction

Nowadays, membrane technology is widely used in gas separation technology due to the advantages of low energy consumption and continuous separation processes; smaller separation units, less capital costs, easy to scale up, etc. In fact, membrane technology has emerged as a beneficial and green alternative to conventional methods including: Pressure swing adsorption (PSA), cryogenic distillation, amine absorption etc., in particular when the concentration of CO2 is high. In recent years, significant improvements have been conducted in polymeric membranes especially in gas separation applications. Glassy polymeric membranes are well-known for natural gas sweetening (CO2, H2S, and H2O removal) (1), (2), (3), (4), (5), (6), (7). the most common polymer used in this application is cellulose acetate. This polymer has CO2/CH4 selectivity of 19–36 (8). There are many sorts of membrane configurations available such as flat sheet composite membranes, polymeric hollow fiber membranes, and inorganic tubular membranes and so on (1), (9).

One of the most important applications of polymeric membranes is separation of CO2 form CH4. CO2 separation is very important in industry because a high content of CO2 can lead to corrosion of gas pipelines. According to American specification, CO2 content is supposed to be lower than 2% (3). Amongst glassy polymers, polyimides are prominent polymers for enhanced CO2 removal (10), (11), (12). Matrimid 5218 is a kind of polyimide which is a thermo plastic polyimide. Furthermore, it is soluble in a variety of common solvents such as, chloroform, N-methyl-2-pyrrolidone (NMP), N,N′-dimethylacetamide (DMAc), methylene chloride, N,N′-dimethyl formamide (DMF), etc. Aromatic polyimide has a rigid structure, wonderful thermal stability, and high glass transition temperature (Tg) (13), (14).

Many researchers have worked on the preparation of matrimid membrane for natural gas sweetening, e.g. Sridhar et al. prepared three types of polymeric membranes including: P84, kapton, and matrimid membranes for this purpose. According to the results, matrimid membranes were much more permeable than other membranes (13). Permeation of gases through a dense polymeric membrane occurs via a solution-diffusion mechanism (15).

It is obvious that membranes with high permeability are very appealing especially for industrial applications so that many procedures usually apply in order to enhance permeation of gases through the membrane (6). There are several methods for increasing permeation of gases through membranes such as, membrane preparation on support layers or fabrication of mixed matrix membranes (MMMs) by incorporating fillers throughout the membrane matrix. For instance, matrimid mixed matrix membranes were prepared in previously published work and results confirmed the huge increase in permeation of single gases (CO2 and CH4) through membranes. It is worth noting that polymeric membranes which have high permeability are often less selective than polymeric membranes which have low permeability, and vice versa (16).

Guiver et al. modified matrimid using a bromination reaction in order to increase permeability of membranes. Modified membranes which were prepared from brominated matrimid were more permeable than unmodified ones (17). Xiao et al. fabricated carbon membranes from brominated matrimid. Investigation of reformed membranes showed better permeability properties (18). McCiag et al. studied the effects of bromine substitution on five glassy polymer families in terms of physical and gas transport properties. Results showed that glass transition temperature (Tg) and permselectivity of brominated polymers were enhanced in comparison with primary polymers (19).

It should be noted that in the present study, by combining brominated matrimid with pristine matrimid and thus preparing the modified membranes, the results of the Guiver’s scientific group were approximately achieved in terms of permeability of single gases (CO2 and CH4). In addition, the fragility problem of brominated membranes was also relatively resolved.

Herein, matrimid 5218 was modified by bromine. After the bromination reaction, derived polymers were exposed to heat treatment in order to lose solvent which was trapped between the polymer chains. Membranes which were prepared just from brominated matrimid were too fragile, so brominated matrimid was added to the primary matrimid from 10% to 50% of membrane weight in order to improve the strength of the membranes. What is more, raising the amount of brominated matrimid in modified membranes led to the improvement in single gas permeation thorough the membranes. In fact, fractional free volume calculations indicated that the remarkable increase in free volumes of modified membranes occurred which was also confirmed by permeation tests. Therefore, membranes which were prepared by mixing brominated matrimid and primary matrimid showed better permeation properties than pristine matrimid membranes. Moreover, thermal resistance of modified and unmodified membranes was investigated and results showed that modified membranes are less resistant than unmodified ones. The combination of central composite design (CCD) and response surface methodology (RSM) were applied to study the main effects and interaction effects of these variables (operating pressure and Br2 concentration in modified membranes) on permeation of pure gases through modified membranes. In fact, for optimization, Design-Expert version 7 provided from State Ease (Minneapolis, MN, USA) was used.

2 Materials and methods

2.1 Materials

Matrimid 5218 with a chemical structure as shown in Figure 1 was received from Huntsman advanced materials American Inc. (Los Angeles, CA, USA). Chloroform (99%) as a solvent and methanol (99.5%) as an extraction agent were purchased from Merck (Darmstadt, Hesse, Germany) and bromine (99.5%) as a reaction agent was provided from Sigma Aldrich (Saint Louis, MO, USA). Solvents and polymers were used as received.

Figure 1: (A) Two-dimensional (2D) representation of matrimid 5218 and (B) three-dimensional (3D) representation of matrimid 5218.
Figure 1:

(A) Two-dimensional (2D) representation of matrimid 5218 and (B) three-dimensional (3D) representation of matrimid 5218.

2.2 Bromination reaction

All of the equipments and polymers were dried at 100°C overnight prior to the reaction. The reaction occurred in a 100 ml round-bottom flask equipped with a condenser and a magnetic stirrer at room temperature. Moreover, the reaction was accompanied by a nitrogen purge. Matrimid 5218 (4.00 g) was dissolved in chloroform (27.00 ml) under stirring for 2 h at ambient temperature. Afterward, bromine (14.00 ml) was added to the solution. The color of the solution changed from yellow to dark red after an injection of bromine. The mentioned solution was stirred for 20 h in order to reassure that good connection between bromine and polymer chains occurred. In the meantime, a dark gum precipitated from the reaction mixture. It means that the reaction was carried out completely. Finally, methanol (100.00 ml) was poured dropwise into the flask under stirring in order to precipitate yellow modified polymers. The color of methanol became dark eventually. Precipitated polymers were stirred in fresh methanol again until no bromine could be extracted. Colorless methanol symbolizes that all of the trapped bromine has been extracted. After vacuum drying the brominated matrimid is ready to use. Reaction of bromine with matrimid is exhibited in Figure 2. Three dimensional (3D) representation of brominated matrimid is demonstrated in Figure 3.

Figure 2: Bromination reaction representation (17).
Figure 2:

Bromination reaction representation (17).

Figure 3: Three-dimensional (3D) representation of brominated matrimid (Br represents, grafted bromine to polymer matrix).
Figure 3:

Three-dimensional (3D) representation of brominated matrimid (Br represents, grafted bromine to polymer matrix).

2.3 Pristine and modified membranes preparation

A total of 0.35 g matrimid 5218 was dissolved in 10.00 ml chloroform in a 50 ml round-bottom flask under stirring at ambient temperature for 1 h. The yellow solution was placed in an ultrasonic bath for 1 h in order to obtain a homogeneous polymer solution. After the solution de-bubbled, it was filtered and then poured into a Petri dish. The film (which formed after solvent evaporation at ambient temperature) was separated from the glass substrate and dried in a vacuum oven at 70°C for 1 h. Figure 4 depicts the scanning microscopy image (SEM) image (surface and cross-section) of the pristine membrane. As can be seen, there are no voids on the surface of the membrane which was confirmed by permeation tests. It means that no unusual permeation through (modified or unmodified) membranes were observed.

Figure 4: SEM images of pristine matrimid membrane [(A) surface and (B) cross section].
Figure 4:

SEM images of pristine matrimid membrane [(A) surface and (B) cross section].

Membranes which were prepared from brominated matrimid were too fragile and they ruptured during gas permeation experiments especially when the operating pressure was high, so brominated matrimid was added to the primary matrimid in order to fabricate modified membranes. Brominated matrimid was added from 10% (of membrane weight) up to 50%, however, results of 20% and 50% were reported only as remarkable conclusions. The preparation procedure of modified and unmodified membranes was similar.

2.4 Characterization methods

Membrane morphologies were studied using SEM images. They were obtained using a VEGA II TESCAN and ZEISS instruments. The tensile strength of pristine and modified membranes was measured using samples on a Zwick/Roell instrument. Fourier transform infrared (FTIR) analysis of matrimid and brominated matrimid was recorded employing a Bruker FTIR spectrometer. Thermal stability of primary matrimid and brominated matrimid was investigated using a Mettler-Toled thermogravimetry analyzer (TGA/SDTA851e). The samples were heated from 25 to 1000°C at a heating rate of 10°C/min under a nitrogen purge. Glass transition temperature (Tg) of modified and unmodified polymers was measured employing a DSC7 (Perkin Elmer Instruments DSC 8000). The samples were heated from 30 to 450°C at a heating rate of 10°C/min under a nitrogen purge.

2.5 Permeability measurements

Prior to gas permeation experiments, membranes were placed in a vacuum oven for 24 h at 40°C. Pristine and modified membranes permeabilities were investigated thorough a gas separation membrane unit which is illustrated in Figure 5. The permeability tests were carried out giving priority to CH4 and the permeability tests of CO2 gas were performed a day after. After each measurement the membrane was kept in the vacuum oven overnight. During gas permeation through the membrane, the feed stream was divided into two streams: 1. permeate stream which is a part of feed stream selectively passing through the membrane, 2. retentate stream which is a part of feed stream that does not pass through the membrane. Moreover, another stream that can be mentioned for a membrane separation unit is the sweep stream which is a stream to help permeate gas to leave the membrane cell easier (1).

Figure 5: Schematic of gas separation membrane unit.
Figure 5:

Schematic of gas separation membrane unit.

All gas permeation experiments were done at constant pressure. Pure gases (CH4 and CO2, Roham Company, 99.9%) were used. Gas permeation tests were done at ambient temperature and applied pressure was in the range of 2 up to 12 bars. In order to achieve steady state conditions, after the membranes were placed in the cell, all of membranes were kept at the pressure of 2 bars for 1 h. The permeate gas flow was measured using an AALBORG flow meter (with an accuracy of 0.01 ml/min).

The permeability of a membrane is calculated from equation 1:

[1]P=(QL)/(ΔpA)

where P is the permeability in Barrer [1 Barrer=10−10 cm3 (STP) cm/cm2 s cmHg], Q is the volumetric flow rate [cm3 (STP)/s], L is the membrane thickness [cm], Δp is the pressure difference between two sides of the membrane [cmHg] and A is the effective membrane area [cm2] (2).

2.6 Calculations of gas permeations and fractional free volume (FFV)

Permeation of gases through a dense polymeric membrane occurs via the solution-diffusion mechanism (2). Gases are adsorbed by the polymeric membrane at certain pressures (pfeed). Then, adsorbed gases are diffused through effective membrane thickness and finally on the other side of membrane, gases are desorbed at low pressure (pperm) (pfeed>pperm). The transport rate (flux, J) is obtained by equation 2:

[2]JA=DASA(pfeed, A pperm, A)/L

DA and SA are the diffusion and sorption coefficients of component A, respectively. L is the effective membrane thickness. The permeability coefficient of component A (PA) is obtained by multiplying DASA. Ideal selectivity is obtained by equation 3 (2):

[3]α1,2=(D1S1/D2S2)=(P1/P2)

For FFV calculations, densities of the matrimid and brominated matrimid were measured by the displacement method using a Mettler densitometer. The measurements were carried out using anhydrous ethanol as a displacement fluid at 25°C. For FFV calculations, the following equation 4 was used:

[4]FFV=(VV0)/(V)

where V is the specific volume of a polymer matrix (can be calculated from density), and V0 is the van der Waals volume that can be calculated by the group contribution method as outlined in Bondi (20).

2.7 Experimental design

Application of RSM as a statistical and mathematical method can lead to optimizing the process. The interactions between operational parameters (Br2 concentration in modified membranes and operating pressure) were investigated using the RSM. In addition, this method provides the minimum number of tests by taking into account the sensitive points of the design (21), (22), (23), (24). A summary of the design, factors and responses are listed in Table 1. It should be noted that CO2 permeability (Y1) and CO2/CH4 ideal selectivity (Y2) were considered as responses.

Table 1:

Summary of design, factors and responses.

Study typeInitial designDesign modelRuns
Summary of design
 Response surfaceCentral compositeQuadratic13
FactorNameUnitTypeLow actualHigh actual
Factors
 APressurebarNumeric212
 BBr2 concentrationWt.%Numeric2050
ResponseNameUnitAnalysis
Responses
 Y1CO2 permeabilitybarrerPolynomial
 Y2CO2/CH4 ideal selectivityPolynomial

In order to predict the optimum points in the experiments, the following equation was used which is shown as follows:

[5]η=β0+j=1kβjxj+j=1kβjjxj2+i<j=2kβijxixj+ei

where η is response value, β0 is a constant coefficient, ei is the experimental error, Xi and Xj are variables and βj, βjj and βij are linear, square and cross effects, respectively (24). The design matrix for modified membrane preparation is listed in Table 2, which was conducted using the software. In other words, Design-Expert version 7 provided from State Ease (Minneapolis, MN, USA) was used to calculate regression and graphical analysis of data.

Table 2:

Design matrix for preparation of modified membranes.

RunA (Pressure)B (Br2 concentration)CO2 Permeability (Y1)CO2/CH4 Ideal selectivity (Y2)
1123512.623.77
23.4645.6111.5513.67
372010.319.07
473510.917.87
523512.512.25
63.4624.3910.5913.75
710.5445.6112.5621.12
875011.516.91
97351117.89
1073510.9517.88
1110.5424.391122.22
1273510.8617.83
1373510.917.87

3 Results and discussion

3.1 TGA analysis and Tg

Thermal resistance of matrimid and brominated matrimid were studied using TGA analysis. TGA diagrams of pure matrimid and brominated matrimid are indicated in Figure 6. Degradation temperatures of pristine and modified polymers are over about 350°C. There are no significant weight losses at temperatures below about 450°C. Both polymers have weight losses <10% at temperatures below 300°C. The main reason for this observation can be referred to the early decomposition of impurities, water and low molecular weight polymers within the samples. The main weight loss for all of the samples occurs at the temperatures between 450°C and 700°C. According to the results, thermal stability of brominated matrimid is less than pure matrimid.

Figure 6: Thermal degradation curves of matrimid and brominated matrimid.
Figure 6:

Thermal degradation curves of matrimid and brominated matrimid.

Glass transition temperature (Tg) of matrimid and brominated matrimid are tabulated in Table 3 (Figure 7). Tg of both polymers was determined by using DSC analysis. Tg of brominated matrimid is higher than pure matrimid, it can be attributed to the bulky bromine atoms which are joined to polymer chains and they intercepted rotation of polymer chains which were exposed to the heat treatment. Moreover, by employing more precision it can be observed that Tg of brominated matrimid approaches the degradation temperature.

Table 3:

Tg of matrimid and brominated matrimid.

Polymer typeTg (°C)
Matrimid314.86
Brominated matrimid360.200
Figure 7: Differential scanning calorimetry curves of matrimid and brominated matrimid.
Figure 7:

Differential scanning calorimetry curves of matrimid and brominated matrimid.

3.2 FTIR analysis

The FTIR spectrum of pristine membrane is shown in Figure 8A. Aromatic C-H stretching and bending vibrations are indicated via bands at 3063 cm−1 and 721 cm−1, respectively. Bands at 2850–2970 cm−1 show the presence of aliphatic C-H stretching vibrations. The bands at 1779 cm−1 and 1736 cm−1 represent presence of asymmetric and symmetric C=O stretching vibrations in the imide group, respectively. The band shown at 1382 cm−1 indicates C-N stretching vibration in the imide group. The multiple bands in the region of 1400–1600 cm−1 are stood for C=C stretches (14), (16).

Figure 8: (A) FTIR spectrum of matrimid 5218 and (B) FTIR spectrum of brominated matrimid.
Figure 8:

(A) FTIR spectrum of matrimid 5218 and (B) FTIR spectrum of brominated matrimid.

FTIR spectrum of brominated matrimid is shown in Figure 8B. As can be observed from the IR spectrum, there are peaks which overlap so that it is hard to find the newly appeared peak responsible for aromatic C-Br. For this reason, we take the advantage of the red shifts of the C=C bands that occurred after the bromination reaction in the region of 1400–1600 cm−1 as a proof of bromine addition to the aromatic ring (see Figure 8).

3.3 Tensile strength analysis

Tensile strength measurements of pristine and modified (20% brominated matrimid − 80% matrimid) membranes were examined. For each sample, the average values of tensile measurements were reported. As can be seen from Table 4, modified membranes were ruptured at lower stress than pristine membranes, implying that the tensile strength of pristine membranes is higher than modified ones. In fact, the connection between bromine and the polymer matrix leads to weaken polymer chains. So, modified membranes become fragile by adding brominated matrimid.

Table 4:

Tensile strength of matrimid and modified membranes.

Membrane typeTensile strength [Mpa]ε Break %
Matrimid62.5412.23
Modified membrane (20% brominated matrimid – 80% matrimid)45.1314.535

3.4 Fractional free volume (FFV) calculations

Grafting bromine to matrimid can lead to the increment in FFV of modified polymers. In fact, when bulky bromine molecules graft to polymer matrix, it leads to the looseness in the interchain packing of the polymer. As a result, some new spaces will form within the polymer chains and thus the permeation of gases through the brominated matrimid will dramatically rise (17). Guiver et al. also calculated FFV of their modified polymers (brominated matrimid), the enhancement in FFV was reported by them as being from 0.11 to 0.14 (17). Xiao et al. demonstrated that derived carbon membranes from brominated matrimid were more permeable than ones derived from pure matrimid. In other words, they attributed this observation to the amount of membranes FFV (18). Additionally, McCaig et al. reported that grafting bromine to the polymer matrix led to the increase in FFV of modified polymers (19).

It is worth noting that, free spaces within brominated matrimid enhanced that even large molecules (CH4) can easily pass through the modified membrane. Table 5 exhibits the effect of modification on the values of density and calculated FFV. As can be seen, the density of the brominated matrimid increases by introducing Br2 to the matrimid structure; it leads to the change in density from 1.19 g/cm3 to 1.3 g/cm3. For matrimid, FFV is calculated at about 0.190 while for brominated matrimid, it is obtained at about 0.208. For this reason, permeation through modified membranes has been increased. Gas permeation experiments support the results of this section. As a matter of fact, the increment in permeation of single gases through membranes can be attributed to the rise in fractional free volumes of brominated matrimid.

Table 5:

Densities and fractional free volumes of matrimid and brominated matrimid.

Polymer typeV0 (cm3/g)Density (g/cm3)FFV
Matrimid0.6811.190.190
Brominated matrimid0.6011.300.208

3.5 Gas permeation evaluations

Table 6 exhibits permeation tests of pristine and modified membranes (25°C). As it can be seen in the table, CO2 and CH4 permeation through modified membranes boost in comparison with the pristine membrane. It is worth noting that, by increasing the content of brominated matrimid in modified membranes (from 20% to 50%); permeation of pure gases was enhanced. In fact, combination of bulky bromine atoms with polymers chains can lead to the creation of some novel free volumes across the modified membranes. For this reason, gas permeation through modified membranes rises in comparison with unmodified ones. As regards ideal selectivity as mentioned before, there is often an inverse relation between permeability and ideal selectivity. Ideal selectivity of modified membranes decreased compared to the pristine membranes, so the mentioned relation is true here. As it is evident in Table 6, ideal selectivity of modified membranes which contain 50% of brominated matrimid is less than the other modified membranes. In short, the increase in permeability can be attributed to greater FFV values of the modified membranes.

Table 6:

Pure gases (CO2 and CH4) permeabilities and ideal selectivity (CO2/CH4) of pristine and modified membranes (25°C).

Membrane typePressure (bar)Permeability (barrar)Ideal selectivity (CO2/CH4)
CH4CO2
Pristine membrane80.246.4626.58
120.207.2235.67
Modified membrane (20% brominated80.5110.2820.04
matrimid – 80% matrimid)120.4711.2924.14
Modified membrane80.6511.6618.00
(50% brominated matrimid – 50% matrimid)120.5913.8923.38

3.6 Effect of feed pressure on permeability and ideal selectivity

The effects of feed pressure on permeabilities and ideal selectivities of pristine and modified membranes were evaluated (Figure 9). As can be observed from Figure 9A, CO2 permeability of pristine and modified membranes first decreases to a minimum point and then it increases. In other words, the minimum pressure in each graph is plasticization pressure (Figure 9A). The plasticization pressure occurs because of the interaction between polymer and CO2 gas. Immediately after sorption of CO2, the polymer swells and causes an increase in gas permeability. In short, by enhancing feed pressure, below plasticization pressure, CO2 permeability declines and conversely, CO2 permeability increases above that pressure (Figure 9A). As can be seen from Figure 9B, CH4 permeability of pristine and modified membranes is relatively stable despite the rise in ΔPCH4 which leads to the slight increment in QCH4. Modified membranes which contain 50% of brominated matrimid are much more permeable than other modified and pristine membranes. Generally, if the content of brominated matrimid in modified membranes increases, permeability of the modified membrane will improve and it can be attributed to the enhancement in FFVs within modified membranes.

Figure 9: Effect of feed pressure on (A) CO2 permeation, (B) CH4 permeation and (C) CO2/CH4 Ideal selectivity.
Figure 9:

Effect of feed pressure on (A) CO2 permeation, (B) CH4 permeation and (C) CO2/CH4 Ideal selectivity.

CO2/CH4 ideal selectivity of modified and pristine membranes improves by increasing feed pressure (Figure 9C). As can be seen from the figure, ideal selectivity of the pristine membrane is more than modified membranes. Ideal selectivity of modified membranes decreases by enhancing the content of brominated matrimid in modified membranes. As a matter of fact, by increasing the content of brominated matrimid, permeation of both single gases (CH4 and CO2) in modified membranes will increase. However, according to equation 3 the ratio of CO2/CH4 will decrease. For this reason, ideal selectivity of modified membranes which contain 50% of brominated matrimid is less than in modified membranes which contain 20% of brominated matrimid.

3.7 Comparative assay

Guiver et al. could improve permeability of CO2 and CH4 using brominated matrimid membranes instead of matrimid membranes. In fact, CO2 and CH4 permeability improved from 8.7 and 0.24 Barrer to 14 and 0.42 Barrer, respectively (17). It is worth noting that results of Guiver’s study were approximately achieved in the present study (Table 6, modified membranes which were made up of 50% brominated matrimid+50% matrimid). However, the marked difference between two works is that, herein brominated matrimid was added to pure matrimid (from 10% up to 50% of membrane weight) to enhance permeation of single gases thorough membranes. While Guiver et al. prepared modified membranes just by using brominated matrimid. In other words, 100% weight of their membrane was made up of brominated matrimid. As a result, in this work a lower amount of brominated matrimid was employed to increase gas permeation of membranes.

On the other hand, concerning tensile strength analysis (Table 4), combining matrimid with brominated matrimid can improve the mechanical strength of membranes in comparison with ones which were just prepared from brominated matrimid. In other words, membranes prepared here can bear high pressures during experiments.

3.8 Optimization of modified membranes fabrication using RSM

As mentioned in Introduction section, Design-Expert software was aimed to optimize the process. Also, it provides a large number of models which can be selected to improve the efficiency of the process (24). The effects of Br2 concentration (within modified membranes) and operating pressure on CO2 permeability and CO2/CH4 ideal selectivity were investigated. The coefficients of the model developed for two responses, were estimated using multiple regression analysis on the experimental data. CO2 permeability and CO2/CH4 ideal selectivity as functions of the independence variables (Br2 concentration and pressure) are considered as follows:

[6]Y1=10.922+0.195803A+0.527757B+0.15125AB+0.739313A20.08569B2
[7]Y2=17.853854.026468A0.52934B

where A, B are two independent variables and Y1 (CO2 permeability) and Y2 (CO2/CH4 ideal selectivity) are responses. The results of the quadratic model for CO2 permeability and the linear model for CO2/CH4 ideal selectivity in the shape of analysis of variance (ANOVA) are tabulated in Tables 7 and 8, respectively. With respect to the both tables, the values of R2 and adjusted R2 are next to 1.0 which is very high and it represents a high correlation between independent variables and responses. In other words, the regression model provides an excellent description of the relationship between observed values and the predicted values. As can be observed in Table 7, the F-value for a quadratic model is 19.36188, this confirms that the quadratic model is valid for experimental data. Precision more than 4 symbolizes accurate calculations; herein precision is reported 14.99847 which is excellent and an acceptable accuracy. p-Values <0.05 indicates that the model is consistent with experimental data however, p-values more than 0.1 represent less consistency between the model and the experimental data. Concerning Table 8, F-value and precision for second response (Y2) are 722.57 and 78.460, respectively. In accordance with the above results, it is evident that the quadratic model can be used to predict CO2 permeability and the linear model for anticipating CO2/CH4 ideal selectivity is completely applicable (25), (26), (27).

Table 7:

Analysis of variance (ANOVA) for CO2 permeability.

Sources of variationSum of squaresDFaMean squareF-valuep-Value
Prob> F
Model6.66347651.33269519.361880.0006
Residual0.48181670.068831
Lack of fit0.47013630.15671253.668520.0011
Pure error0.0116840.00292
Cor total7.14529212

R2=0.933, adjusted R2=0.884. aDF, Degree of freedom.

Table 8:

Analysis of variance (ANOVA) for CO2/CH4 ideal selectivity.

Sources of variationSum of squaresDFaMean squareF-valuep-Value
Prob> F
Model131.9411265.97056722.5733<0.0001
Residual0.912995100.091299
Lack of fit0.91091560.151819291.9598<0.0001
Pure error0.0020840.00052
Cor total132.854112

R2=0.993, adjusted R2=0.992. aDF, Degree of freedom.

3.9 Optimization of operating parameters

The data were plotted to evaluate the correlation between the actual data (or experimental data) and predicted responses (Figure 10). As can be observed, the points are well distributed adjacent to the straight line with the R2 values of about 0.993 (for CO2/CH4 ideal selectivity) and 0.932 (for CO2 permeability), which implies an excellent relationship between the experimental data and predicted responses for CO2 permeability and CO2/CH4 ideal selectivity. The results also symbolize that the quadratic and linear models were appropriately selected for presuming responses for the experimental data.

Figure 10: Normal % probability per internally studentized residual for (A) CO2 permeability and (B) CO2/CH4 ideal selectivity.
Figure 10:

Normal % probability per internally studentized residual for (A) CO2 permeability and (B) CO2/CH4 ideal selectivity.

The effects of feed pressure and concentration of brominated matrimid in modified membranes on CO2 permeability and CO2/CH4 ideal selectivity are depicted in Figures 11 and 12, respectively. As can be seen in Figure 11, the increase in feed pressure leads to the decrease in CO2 permeability and then it leads to the increment in CO2 permeability. In addition, the rise in content of brominated matrimid in modified membranes leads to the enhancement in CO2 permeability. Given Figure 12, CO2/CH4 ideal selectivity increases steadily by rising feed pressure. Moreover, elevating the content of brominated matrimid in modified membranes leads to the decline in CO2/CH4 ideal selectivity. It is worth noting that these results were also explained in more details in Section 3.6. As a consequence, the optimum pressure and concentration (percent of brominated matrimid in modified membranes) are 12 bar and 50%, respectively. In this case, maximum permeation of single gases through modified membranes can be achieved.

Figure 11: The effects of feed pressure and concentration of brominated matrimid on CO2 permeability, (A) Surface plot and (B) counter plot.
Figure 11:

The effects of feed pressure and concentration of brominated matrimid on CO2 permeability, (A) Surface plot and (B) counter plot.

Figure 12: The effects of feed pressure and concentration of brominated matrimid on CH4 permeability, (A) surface plot and (B) counter plot.
Figure 12:

The effects of feed pressure and concentration of brominated matrimid on CH4 permeability, (A) surface plot and (B) counter plot.

4 Conclusion

For improving permeability of pristine membranes, matrimid was modified by a bromination reaction. The creation of the C-Br band in modified polymers was studied using FTIR analysis. Results represent that a reaction between matrimid and bromine occurred. Brominated matrimid with different contents was added to the pure matrimid to form modified membranes. Improving the content of brominated matrimid in modified membranes, leads to the enhancement in permeability of pure gases. Incorporation of bulky bromine atoms in modified membranes inhibits rotation of polymer chains which were exposed against heat treatment. Accordingly, Tg of modified membranes increases. In fact, existence of bromine in modified membranes leads to the weakening of the polymer matrix in terms of mechanical properties which was confirmed by tensile strength analysis. Thermal stability of modified membranes declined which confirmed using TGA analysis. Effective parameters of membranes were optimized using Design-Expert software. On the whole, remarkable gas permeation through membranes is a very determining parameter for industrial applications which was achieved in this work.

Acknowledgments

The authors gratefully acknowledge the Research Institute of Petroleum Industry for financial support (Grant No. 22480826). Special thanks are due to Dr. Mohammad Barrari for his useful discussions. In general, we would like to pay homage to those who have contributed in the present study.

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Received: 2016-6-1
Accepted: 2016-8-10
Published Online: 2016-9-26
Published in Print: 2016-11-1

©2016 Walter de Gruyter GmbH, Berlin/Boston

This article is distributed under the terms of the Creative Commons Attribution Non-Commercial License, which permits unrestricted non-commercial use, distribution, and reproduction in any medium, provided the original work is properly cited.

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