4.1. Electrochemical Separation System Performance
In order to establish the optimal operating parameters of the electrochemical separation system, a series of preliminary tests was performed. As a result of these tests, it was found that a low applied voltage at the lead electrodes of the electrochemical separation system (<10 V) leads to a low removal rate of cadmium ions, and a voltage over 10 V leads to the cracking of polymeric membranes and increases energy consumption. Additionally, a concentrated synthetic waste-water (over 1500 ppm) indicates that high energy consumption was higher and also led to damage and clogging of the polymeric membranes. All of these aspects are not beneficial and advantageous, because they lead to increased material consumption, economic costs, and energy consumption. Additionally, after testing the electrochemical separation system for more than 1.5 h of operation, it was observed that the polymer membranes were unable to withstand the process, resulting in a very high specific energy consumption. In this work, only the best results obtained using the electrochemical separation system with the prepared polymeric membranes were included.
All electrochemical separation tests for both types of polymeric membranes (CA-PEG-PVST0 and CA-PEG-PVS0 membranes) were completed under the same optimal operating conditions: a constant applied voltage of 10 V, operation time of 1.5 h, at room temperature, and without the recirculation of synthetic waste-water. After the electrochemical separation test, the polymeric membranes were noted as CA-PEG-PVST1 (polymeric membrane with TiO2 nanoparticles) and CA-PEG-PVS1 (polymeric membrane without TiO2 nanoparticles).
The electrochemical separation system performance and the efficiency of the polymeric membranes were evaluated by the removal rate of the cadmium ions (RCd2+, %), the current efficiency (CE, %), the mass flow of cadmium ions (JCd2+ gm −2 h−1), the specific energy consumption (SEC, kWh L−1), and the mass transfer coefficient (k).
The R
Cd2+, CE, SEC, J
Cd2+, and k were calculated using the following Equations (6)–(10) [
22,
23,
25,
26]:
where C
i—the initial concentration of Cd
2+ before the electrodialysis test (g L
−1); C
f—the final concentration of Cd
2+ from the dilute compartment after 1.5 h of electrodialysis test (g L
−1), U—the applied voltage between the anode and cathode (V), F—Faraday’s constant (96,486 A s mol
−1);
—the average electrical current (A); t—the experimental time (s), z—the ionic valence state of Cd
2+, M—the molar mass of Cd
2+ (g mol
−1); A—the effective working area of the polymeric membrane (m
2); V—total volume of solution from all compartment (L); k—the mass transfer coefficient.
Considering the removal rate of the cadmium ions, current efficiency, mass flow of cadmium ions, specific energy consumption, and mass transfer coefficient, 10 V was the optimal applied voltage: the removal rate values of Cd
2+ were 95.53% for the CA-PEG-PVST1 membrane and 85.29% for the CA-PEG-PVS1 membrane after 1.5 h (
Table 1). The introduction of TiO
2 nanoparticles into the polymeric membrane matrix improves the removal rate of the cadmium ions, which may be due to the changes in the structure of the selective membrane layer (less dense, small pore size, large numbers of aggregates, and agglomeration of nanoparticles) [
7,
17]. The high removal rate of the CA-PEG-PVST1 membrane can be attributed to the strong chains formed between polymers, copolymers, and TiO
2 nanoparticles within the polymeric membrane matrix via hydrogen bonds. Also, the CA-PEG-PVST1 membrane exhibits high removal capacity for cadmium compared to the CA-PEG-PVS1 membrane, which is possibly due to its large surface area, more active sites and electrostatic force. The lower value of the removal rate obtained for the CA-PEG-PVS1 membrane can be attributed to its larger pore size and, possibly, to the reduction of the hydration layer in the polymeric membrane. These results are confirmed by SEM and FTIR analysis. From
Table 1, it can be seen that the values for the current efficiency and the mass flow of cadmium ions are high, while the specific energy consumption decreases for the CA-PEG-PVST1 membrane. These can be attributed to the increase in the migration rate and the relative mobility of cadmium ions in the solutions from the compartments (anodic-central and central-cathodic). The small difference in values of the mass flow of cadmium ions (1.29 g m
−2 h
−1 for the CA-PEG-PVST1 membrane and 1.14 g m
−2 h
−1 for the CA-PEG-PVS1 membrane) can be due to the low amount of TiO
2 nanoparticles incorporated into the polymeric membrane matrix. The results indicate that incorporating TiO
2 nanoparticles into the polymeric membrane matrix significantly improves the rejection of cadmium ions from synthetic waste-water using the electrochemical separation system. Min et al. [
7] used an electrodialysis device including an ion-exchange membrane for the treatment and recovery of Cd
2+ from a zinc smelting waste-water that contains high concentrations of Cd
2+. They related that the higher cadmium treatment efficiency was 85.4% and the recovery rate was 52.6% at an applied voltage of 50 V. Lee [
24] investigated the removal of cadmium from synthetic waste-water containing cadmium in high concentrations by an electrodialysis system and cation- and anion-exchange membranes at different operating conditions. They reported that the removal rate of cadmium depends on the flow rate and the applied voltage on the electrodialysis system. The higher removal rate of cadmium ions (99.99%) from the diluted solution was obtained at a flow rate of 3.2 L min
−1 after 120 min. Nile et al. [
33] related that the mass balance of cadmium in the Muharram Aisha waste-water treatment plant was 4832.44 g day
−1 in treated waste-water and 8164.52 g day
−1 in sludge. This indicated that the mixed suspended solids were the most sensitive factor. Cadmium sensitivity was analyzed by mixed suspended solids in the extended aeration system. The results indicated that the higher the mixed suspended solids concentration (mg L
−1), the higher the cadmium removal from treated waste-water. It was found that increasing mixed suspended solids by a biological treatment method reduced the cadmium concentration. For 5 months, the treatment plant was subsequently operated with the mixed suspended solids increased from 1500 to 4500 mg L
−1, which reduced the cadmium concentration in the waste-water from 0.36 to 0.01 mg L
−1.
The metallic cadmium deposits on the lead electrode (cathode) can be observed when the electrochemical separation system is disassembled after the experiment is completed. It is possible that a small amount of TiO
2 nanoparticles will be removed from the polymeric membrane and will also end up on the cathode electrode (
Figure 3).
The macroscopic image shows that the cadmium metal deposits on the lead electrode are not compact. These deposits can be used in various domains, such as electro-galvanization; the manufacture of batteries, semiconductors, alloys, control rods in nuclear reactors, infrared detectors, stained glass, mirrors, pigments and dyes; in the production of solar cells; and as a pigment in certain paints and plastics.
4.2. FTIR, SEM and EDS Analysis of the Polymeric Membranes
The obtained polymeric membranes (CA-PEG-PVST0 and CA-PEG-PVS0 membranes) and the uptake of cadmium ions (CA-PEG-PVST1 and CA-PEG-PVS1 membranes) by them were investigated by FTIR analysis (
Figure 4).
In untested polymeric membranes (before the electrochemical separation test), the characteristic peaks of the stretching vibration of the O-H group appeared at 3528 cm−1 (CA-PEG-PVST0 membrane) and at 3391 cm−1 (CA-PEG-PVS0 membrane), and in tested polymeric membranes (after the electrochemical separation test), this appeared at around 3400 cm−1 (CA-PEG-PVST1 and CA-PEG-PVS1 membranes). The significant shift in the polymeric membrane (CA-PEG-PVST0 membrane) from 3528 cm−1 to 3391 cm−1 suggests that the presence of TiO2 nanoparticles led to the association of water molecules. Comparing the IR spectra of polymeric membranes before and after the electrochemical separation test (CA-PEG-PVST0 and CA-PEG-PVST1 membranes), the O-H band shifting from 3528 cm−1 to 3400 cm−1 suggests that cadmium ions could coordinate with the hydroxyl groups around TiO2 nanoparticles. In the case of the polymeric membranes, the O-H band shift was also recorded before and after the electrochemical separation test (CA-PEG-PVS0 and CA-PEG-PVS1 membranes). Still, it was much smaller than in the case of polymeric membranes with TiO2 nanoparticles, suggesting that cadmium ions bound the hydroxyl groups of PEG and CA, confirming the formation of a coordination complex.
In all polymeric membranes, the aromatic stretching vibrations of -CH groups appeared at around 3000 cm
−1. The absorption band attributed to the stretching vibration of C=O from CA was observed in all membranes as intense peaks at approximately 1735 cm
−1, indicating an O–H⋯C=O interaction between CA and PEG [
34,
35].
Analyzing the band corresponding to C=N in pyridine rings from the poly(4-vinylpyridine) blocks, specific peaks were registered in all polymeric membranes, before and after the electrochemical separation test, as follows: 1645 cm−1 in the CA-PEG-PVST0 membrane, 1636 cm−1 in the CA-PEG-PVS0 membrane, 1636 cm−1 in the CA-PEG-PVST1 membrane, and 1640 cm−1 in the CA-PEG-PVS1 membrane. Additionally, a significant shift from 1645 cm−1 to 1636 cm−1 was observed in the case of the CA-PEG-PVST1 membrane after cadmium ions sorption, indicating the formation of a coordination complex in which cadmium ions bind to the nitrogen groups of poly(4-vinylpyridine).
The stretching vibration of C=N in the pyridine ring registered at 1417 cm−1 from the poly(4-vinylpyridine-co-styrene) before the electrochemical separation test was shifted to 1431 cm−1 in the polymeric membrane without TiO2 nanoparticles after the electrochemical separation test (CA-PEG-PVS0 and CA-PEG-PVS1 membranes) and to 1436 cm−1 in the polymeric membranes with TiO2 nanoparticles after the electrochemical separation test (CA-PEG-PVST0 and CA-PEG-PVST1 membranes). The more significant shifting in the case of the CA-PEG-PVST0 and CA-PEG-PVST1 membranes suggests the coordination of Ti ions with N atoms of the pyridine ring from poly(4-vinylpyridine).
The absorption band at 1160 cm−1 is associated with the C–O–C vibrations of CA. In the case of the polymeric membrane (CA-PEG-PVST0 membrane), a shoulder was observed at 1160 cm−1 before the electrochemical separation test. However, after the electrochemical separation test, the spectrum of the polymeric membrane (CA-PEG-PVST0 membrane) presented an intense peak at 1160 cm−1. This may indicate that the interaction with cadmium ions is responsible for modifying this band. In the case of the polymeric membranes, before and after the electrochemical separation test (CA-PEG-PVS0 and CA-PEG-PVS1 membranes), a peak is observed at the same wavenumber (1160 cm−1) that is slightly more intense in the case of the polymeric membrane (CA-PEG-PVS1 membrane), which is probably due to the interaction of cadmium ions.
The absorption band at approximately 960 cm
−1 may reflect the C–O–C vibrations of the ether groups of CA as well as the C–O vibrations of the ether bonds of PEG present in the composition of the obtained polymer membranes. In the case of the polymeric membranes without TiO
2 nanoparticles, before and after the electrochemical separation test (CA-PEG-PVS0 and CA-PEG-PVS1 membranes), a peak was recorded at the same wavenumber (954 cm
−1). In the case of the polymeric membrane, after the electrodialysis test (CA-PEG-PVS1 membrane), as a result of interactions with cadmium ions, this band became less intense than in the case of the polymeric membrane before the electrochemical separation test (CA-PEG-PVS0 membrane). When TiO
2 nanoparticles were added into the composition of the polymeric membranes, a peak was recorded at 949 cm
−1 in the case of the polymeric membrane before the electrochemical separation test (CA-PEG-PVST0 membrane). After the electrochemical separation test, the IR spectrum of the polymeric membrane (CA-PEG-PVST1 membrane) recorded a slightly less intense peak at 954 cm
−1. The band shift, as well as the decrease in its intensity, showed that the interaction with the cadmium ions modifies the vibrations of the O-Ti-O bonds [
34,
35,
36].
Depending on the presence or absence of TiO2 nanoparticles in the membranes’ composition, as well as whether or not the membrane passed through an electrochemical separation system, the water contact angle values showed a notable variation in the wetting properties of the membranes.
Starting from the CA-PEG-PVS0 membrane, which presents a contact angle value of 55.53°, the inclusion of TiO2 nanoparticles decreases it to 21.5° for the CA-PEG-PVST0 membrane, indicating a more pronounced hydrophilic character. This behavior can be explained by the coordination of Ti ions with nitrogen atoms of the pyridine ring in the poly(4-vinylpyridine) blocks. After these membranes were subjected to the electrochemical separation system, the contact angle increased to 65.72° for the CA-PEG-PVS1 membrane and to 63.5° for the CA-PEG-PVST1 membrane. This increase in the contact angle values, and implicitly the hydrophobicity of the membranes, after the electrochemical separation system, can be explained by the retention of cadmium ions from synthetic waste-water. In both cases, the N atoms from the pyridine ring of the poly(4-vinylpyridine) blocks established coordination connections with cadmium ions. This Cd2+←:N coordination decreased the hydrophilicity of the membranes by saturating the polar groups. Additionally, TiO2 nanoparticles-containing membranes enable further cadmium ions adsorption. The binding of cadmium ions to pyridine groups or their anchoring by adsorption to TiO2 nanoparticles resulted in a surface with lower availability to form hydrogen bonds with water.
Table 2 shows the water retention and porosity values of the prepared polymeric membranes with and without TiO
2 nanoparticles (CA-PEG-PVST0 and CA-PEG-PVS0 membranes).
The higher water retention and porosity values obtained for the polymeric membrane (CA-PEG-PVST0 membrane) confirm the influence and the role of TiO2 nanoparticles in the polymeric membrane matrix. The obtained values confirmed that the polymeric membrane with TiO2 nanoparticles (CA-PEG-PVS0 membrane) is more hydrophilic and porous compared to the polymeric membrane without TiO2 nanoparticles (CA-PEG-PVS0 membranes).
The surface morphology of the polymeric membranes, both prior to and following the electrodialysis test, was characterized using SEM (
Figure 5). Changes in the surface elemental composition associated with electrochemical separation were evaluated through EDS analysis (
Figure 6).
The CA-PEG-PVST0 membrane (
Figure 5a) exhibits a compact and relatively uniform surface distinguished from the TiO
2 nanoparticles-free system by its finer texture and minimal topographical irregularities. Bright nanoscale particulates visible in the SEM correspond to TiO
2 nanoparticles, which is confirmed by the distinct Ti peaks (~4.5–4.8 keV) in the EDS spectrum (
Figure 6a). The dominant C and O peaks originate from the CA/PEG matrix, while the weaker S peaks likely reflect the residual processing components. The uniform surface morphology is consistent with the synthesis conditions: the incorporation of TiO
2 nanoparticles increases the viscosity of the casting solution, slowing solvent–nonsolvent exchange during phase inversion. This delayed demixing mechanism promotes the formation of a denser skin layer, resulting in a smoother and more compact top surface after solidification.
The micrographs of CA-PEG-PVST1 and CA-PEG-PVS1 membranes (
Figure 5b,d) showed rough surface morphologies with macro-voids and large pores compared to CA-PEG-PVST0 and CA-PEG-PVS1 membranes (
Figure 5a,c). The relatively smoother micro-scale surface morphology of samples containing TiO
2 nanoparticles has a smaller pore size and lower agglomeration compared to that of samples containing TiO
2 nanoparticles. In the absence of TiO
2 nanoparticles, the CA-PEG-PVS0 membrane (
Figure 5b) shows a rougher and more heterogeneous surface with pronounced ridges and valley-like features. These morphological characteristics are typical of a faster demixing process, resulting from the lower viscosity of the TiO
2 nanoparticles-free casting solution. Rapid solvent–nonsolvent exchange during phase inversion leads to a less compact skin layer and more pronounced surface roughness. EDS spectra display only C, O, and a small S contribution, with no Ti peaks, confirming the absence of inorganic filler (
Figure 6b). The contrast between CA-PEG-PVS0 and CA-PEG-PVST0 highlights the structural role of TiO
2 nanoparticles in producing a more stabilized, compact skin layer and a smoother final surface.
After the electrochemical separation test, the CA-PEG-PVST1 membrane (
Figure 5c) undergoes the most significant surface modification among all samples. SEM reveals extensive fine particulate deposition and a higher density of bright contrast features across the surface. EDS continues to show clear Ti peaks, demonstrating that the TiO
2 nanoparticles remain exposed on the surface even after the electrochemical separation test (
Figure 6c). A slightly elevated spectral background suggests the presence of additional surface deposits or fouling layers accumulated during operation. Compared with the CA-PEG-PVST0 membrane, the CA-PEG-PVST1 membrane surface displays reduced visible pore openings and partial masking of the underlying polymer texture. These changes indicate pore narrowing, partial pore blockage, and surface coverage by deposit layers. This behavior aligns with the high Cd
2+ removal efficiency of the CA-PEG-PT1 membrane and suggests that the TiO
2 nanoparticles domains serve as active interfacial sites for ionic interactions and deposit formation during electrochemical separation.
Although Cd peaks are not detected in the EDS spectra, the morphological evolution strongly supports TiO2 nanoparticles-mediated adsorption or clustering phenomena on the surface.
The CA-PEG-PVS1 membrane (
Figure 5d) retains much of the surface roughness characteristic of CA-PEG-PVS0 but exhibits moderate deposition after the electrochemical separation test. SEM shows scattered small particles and localized surface fouling, but no uniform layer or extensive particulate networks as observed in CA-PEG-PVST1. EDS reveals only C, O, and S peaks, confirming that no TiO
2 nanoparticles are present (
Figure 6d). The lower degree of surface modification relative to CA-PEG-PVST1 corresponds with the membrane’s lower Cd
2+ removal efficiency and indicates that fouling results primarily from general electrochemical separation operation, not nanoparticle-mediated interactions. Without TiO
2 nanoparticles, the membrane lacks the inorganic adsorption sites that contribute to more extensive deposit formation, resulting in a surface that remains largely like its pre-electrochemical separation state (similar to the principle of electrodialysis process).
Figure 6 shows the distribution of the chemical elements for C, O, S, and Ti. From the figure, the peaks of C (around 0.2 keV), O (around 0.25 keV), and S elements (around 2.1 keV) can be observed, indicating the characteristic constituents present in all polymeric membranes (before and after the electrochemical separation test). The new peaks of the Ti element (4.5 keV and 5 keV) were clearly observed for the CA-PEG-PVST0 and CA-PEG-PVST1 membranes (before and after the electrochemical separation test), indicating the characteristic constituent of TiO
2. These characteristic peaks indicated the successful incorporation of TiO
2 nanoparticles into the polymeric membrane matrix [
36]. It can also be observed that the intensity of Ti peaks decreases in the polymeric membrane tested in the electrochemical separation system (CA-PEG-PVST1 membrane), which is possibly due to the physical adsorption of cadmium ions to the TiO
2 nanoparticles in the matrix layer of the polymeric membrane [
36,
37,
38].
4.3. Thermal Analysis of the Polymeric Membranes
The TGA curves, the temperature derivative curves, and the maximum decomposition temperature (T
max) values of the prepared polymeric membranes (before and after the electrochemical separation tests) are indicated in
Figure 7 and
Table 3.
The TGA curve of the polymeric membranes showed three major weight loss stages (
Figure 7). The first weight loss that occurred at 35–135 °C can be due to the removal of bound water or loss of adsorbed water in the polymeric membrane matrix. At the second stage, the weight loss region of 135–500 °C can be attributed to the deacetylation reaction correlated with the elimination reactions of water and also to the decomposition of CA and PEG [
34,
35,
36,
37]. The third stage was between 500 °C and 700 °C, and it was associated with the carbonization and decomposition of the polymeric membranes to the ash. The enhanced thermal stability of the polymeric membranes can be due to the interaction between the chains of the mixture of the polymers (CA and PEG), the copolymer, and TiO
2 nanoparticles (
Table 3). The incorporation of TiO
2 nanoparticles improved the thermal stability of the polymeric membrane [
38,
39,
40]. Before the electrochemical separation test, the maximum decomposition temperature (T
max) values were 360 °C for the CA-PEG-PVST0 membrane and 351.5 °C for the CA-PEG-PVS0 membrane. After the electrochemical separation test, the T
max values decreased, possibly due to the decrease in the CA/PEG and copolymer chains’ mobility, which can occur in the polymeric membranes (CA-PEG-PVST1 and CA-PEG-PVS1 membranes). However, the CA-PEG-PVST1 membrane presented a higher maximum decomposition temperature compared to the CA-PEG-PVS1 membrane. This showed that the coordination of Cd
2+ with the polymers, copolymer, and TiO
2 nanoparticles improved the thermal stability. In the case of the CA-PEG-PVST1 membrane, the T
max value decreased after the electrochemical separation test, which is possibly due to the hydrogen bonds of the hydroxyl groups on TiO
2 nanoparticles with waste-water that contains cadmium ions. The difference in T
max values for the polymeric membranes that contain TiO
2 nanoparticles, before and after the electrochemical separation test (CA-PEG-PVST0 and CA-PEG-PVST1 membranes), can be due to the strong binding of hydroxyl groups to the TiO
2 nanoparticles and the mobility of Cd
2+. The difference in the residue at 700 °C can be attributed to the presence of TiO
2 nanoparticles in the polymeric membranes. The residue mass value decreased for the CA-PEG-PVST1 membrane after the electrochemical separation test, which is possibly due to the lower moisture and volatile matter content. Additionally, it may be attributed to the cadmium particles retained in the polymer matrix of the polymeric membrane or adsorbed on the surface of the TiO
2 nanoparticles. These results are corroborated by the FTIR analysis and the obtained values for the removal rate and mass flow of Cd
2+. The obtained polymeric membranes present a high thermal stability. Aparicio et al. [
38] fabricated a composite polymer membrane based on polyvinyl alcohol/TiO
2 nanoparticles (composition of 1:12%) cross-linked with glutaraldehyde. They reported that the decomposition temperature of this membrane occurs around 250 °C. Shafiq et al. [
39] reported that the thermal stability increased for the composite membranes containing cellulose acetate/polyethylene glycol and a high concentration of TiO
2 nanoparticles (25 wt.%).
4.4. Impedance Spectroscopy Analysis of the Polymeric Membranes
Understanding and controlling Rct is essential for optimizing the performance of electrochemical devices, minimizing energy losses, and enhancing efficiency.
When comparing membranes with different ionic conductivities (σ), the behavior of each membrane in terms of ion transport, energy losses, and overall performance in applications (like fuel cells or separation processes) can be interpreted based on the magnitude of their electrical conductivities.
Figure 8 presents the spectra of the polymeric membranes before and after the electrochemical separation tests.
The electrochemical impedance spectra recorded for the polymeric membranes, before and after the electrochemical separation tests, showed fully resolved semicircles. The absence of a linear part for the initial polymeric membranes, with and without TiO
2 (CA-PEG-PVST0 and CA-PEG-PVS0 membranes), showed that the exchange process occurred without diffusional control. Furthermore, the presence of a single semicircle indicates a unique relaxation process. However, after the electrochemical separation test, the a.c. impedance spectrum of the polymeric membrane without TiO
2 nanoparticles (CA-PEG-PVS1 membrane) put into evidence a capacitive behavior at low frequencies (
Figure 8b), while the polymeric membrane with the TiO
2 nanoparticles incorporated (CA-PEG-PVST1 membrane) revealed a diffusional control process (
Figure 8a).
The electrical parameters characteristic of the studied polymeric membranes are presented in
Table 4. Variations in ion mobility within the polymeric membranes result in modifications to the membrane resistance.
The results presented in
Table 4 indicate that the addition of TiO
2 nanoparticles to the CA-PEG polymeric matrix generates an increase in the ionic conductivity. A significant increase in the ionic conductivity values for the polymeric membrane with included TiO
2 nanoparticles was recorded after the electrochemical separation test (CA-PEG-PVST1 membrane) (21.963 mS m
−1). It could be attributed to the aggregation of the cadmium ions on the surface of polymeric membrane, which may lead to the formation of ion clusters that may reduce the number of mobile charge carriers. In the meantime, the CA-PEG-PVS0 membrane with ionic conductivity of 1.771 mS m
−1 offers moderate performance compared to the CA-PEG-PVST0 membrane (2.610 mS m
−1). Such a polymeric membrane (CA-PEG-PVS0 membrane) can be suitable for less demanding applications where ion transport is still important but not as critical as in high-performance devices. The CA-PEG-PVS1 membrane has an ionic conductivity of 1.388 mS m
−1, which would be the least efficient in terms of ion transport and energy loss. However, it might be useful in applications where ionic conductivity is less important but other properties (e.g., selectivity, mechanical strength, or chemical resistance) are prioritized. Aparicio et al. [
38] reported that the obtained membranes based on polyvinyl alcohol and nano-sized TiO
2 fillers (1:12%) have an ionic conductivity value of 0.016 S cm
−1 at 130 °C. Sugumaran et al. [
41] prepared a membrane based on polyvinylidene fluoride-co-hexafluoropropylene, cellulose acetate, and TiO
2 nanoparticles. They reported that the membrane presents an ionic conductivity of 0.0319 mS m
−1. Lee et al. [
42] fabricated composite membranes containing poly(arylene ether ketone) and different amounts of functionalized TiO
2 nanoparticles (1, 3, 5, 7, and 9 wt%). The highest ionic conductivity (0.746 mS m
−1) was obtained for the membrane with 5 wt% functionalized TiO
2 nanoparticles. Bae et al. [
43] reported that the synthesized poly(arylene ether sulfone ketone) multiblock copolymer membranes have an ionic conductivity of 30 mS cm
−1 at 80 °C.
The initial bulk resistance of the polymeric membrane with TiO2 nanoparticles (CA-PEG-PVST1) is noticeably lower compared to the polymeric membrane without TiO2 nanoparticles (CA-PEG-PVS1) subjected to Cd2+ retention. The observed increase in polymeric membrane resistance (CA-PEG-PVS1 membrane) can be attributed to the retention of Cd2+ within the polymeric membrane structure. However, in the case of the CA-PEG-PVST1 membrane, the resistance (bulk membrane resistance (Rb) and charge transfer resistance (Rct)) are much lower after the electrochemical separation test. When the membrane retains metal ions, like Cd2+, these ions often remain in or on the membrane matrix depending on the membrane structure, thus increasing the number of mobile charge carriers. So, being involved in more ions than in a higher ionic conductivity material results in lower electrical resistance.
Cadmium ions are divalent cations and can significantly contribute to ionic conductivity. Once they are retained in the membrane with ion exchange or adsorption capabilities, they increase the overall concentration of mobile ions within or near the membrane structure, thereby enhancing ion transport and leading to lower resistance. As the membrane has functional groups, carboxyl groups, the Cd2+ ions are able to displace other ions. Then, they could bind or be partially mobile within the membrane. As a result, the membranes provide a more conductive ionic environment. Often, Cd2+ replaces ions with lower mobility or charge, making the membrane more conductive. Cadmium ions can interact strongly with the membrane matrix. This interaction may cause the polymer chains to swell or slightly open up, even altering pore size or connectivity. Improving pathways for ion transport enables the reduction in electrical resistance. In the meantime, it is likely that in the porous membranes, Cd2+ ions may form weakly bound surface complexes, while a layer of Cd2+- associated species (e.g., Cd(OH)+) may act as a more conductive interfacial layer than the bare membrane surface. However, it should be mentioned that over time or at higher concentrations, the cadmium ions can also foul or saturate the membrane. That could eventually increase resistance again. Materials with higher ionic conductivity or greater catalytic activity typically exhibit lower Rct values, as they facilitate faster charge transfer. Additionally, a higher surface area provides more active sites for charge transfer, while surface modifications or catalysts can further reduce Rct by enhancing reaction kinetics at the electrode surface. Conversely, systems involving complex, multi-step reactions, such as those in fuel cells or certain batteries, may display higher Rct values due to the slower charge transfer processes. The value of Rct is also influenced by the concentration of reactive species (oxidants or reductants). Lower concentrations can lead to an increase in Rct, as fewer molecules are available to participate in the charge transfer process.
The Nyquist diagrams were modelled considering a Randles-type circuit having a simplified interface and a single time constant, according to
Figure 8, for the initial polymeric membranes (CA-PEG-PVST0 and CA-PEG-PVS0 membranes). To model the behavior of the polymeric membranes (CA-PEG-PVST1 and CA-PEG-PVS1 membranes), which were exposed to a solution containing cadmium ions, a supplementary element, a capacitive one, was introduced in series. For the CA-PEG-PVST1 membrane, a Warburg impedance allowed the electrical modelling of the equivalent circuit (
Figure 9).
The Nyquist plot for a polymeric membrane with an ionic conductivity of 21.963 mS m
−1 (CA-PEG-PVST1 membrane), where a semicircle is followed by a straight line with a slope of 30 degrees extending up to 583.870 kohm, suggests the presence of both charge transfer resistance and diffusion-related processes. The present semicircle (112.903 kohm) typically represents the charge transfer resistance R
ct and the double-layer capacitance. The diameter of the semicircle indicates the magnitude of R
ct. The fact that the semicircle ends at 112.903 kohm means that the charge transfer resistance is approximately 112.258 kohm. This value reflects the resistance associated with the charge transfer process at the membrane/electrode interface, which in this case seems relatively high, and is consistent with the medium ionic conductivity (21.963 mS m
−1) of the polymeric membrane. As seen on the Nyquist diagram, it appears as a straight line with a slope of 30°, which is identified as Warburg impedance. The straight line following the semicircle, which slopes at 30°, is characteristic of a Warburg impedance, indicating diffusion-controlled processes. Typically, a slope of 45° is characteristic of semi-infinite linear diffusion (when ion diffusion within the electrolyte or polymeric membrane is not restricted); however, the 30° slope suggests finite diffusion or limited ion diffusion. This implies that diffusion through the polymeric membrane is significant but restricted, which is potentially due to the medium’s ionic conductivity or the membrane’s thickness [
38,
39,
40,
41,
42]. Such finite diffusion could be related to phenomena like ion diffusion resistance or mass transport limitations (e.g., ions moving through narrow pores or channels in the membrane). As the impedance increases from 112.903 kohm to 583.870 kohm along the straight line, the impedance increase reflects the increasing resistance due to diffusion. The fact that the line extends so far indicates that the polymeric membrane is facing significant diffusion limitations, which lead to much higher overall resistance values. This behavior is typical of systems where both charge transfer resistance and mass transport (diffusion) limitations are present [
38,
41,
43,
44]. In this case, after the initial charge transfer at the membrane/electrode interface (represented by the semicircle), the system becomes dominated by the slow diffusion of ions, leading to Warburg-type behavior (represented by the 30° line). The straight line indicates that after charge transfer, the system becomes diffusion-limited, which could severely restrict the membrane’s effectiveness in high-performance electrochemical applications despite its high electrical conductivity. EIS delivers knowledge about the resistance of transport cations across polymeric membranes and could confirm the chelating reactions between polymers, TiO
2 nanoparticles and Cd
2+ [
38,
44].