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Article

Removal of Fluoroquinolone Antibiotics by Chitosan–Magnetite from Aqueous: Single and Binary Adsorption

1
Faculty of Chemistry, TNU-University of Sciences, Thai Nguyen 250000, Vietnam
2
Institute of Sciences and Technology, TNU-University of Sciences, Thai Nguyen 250000, Vietnam
3
NTT Institute of Applied Technology and Sustainable Development, Nguyen Tat Thanh University, Ho Chi Minh City 70000, Vietnam
4
Faculty of Environmental and Food Engineering, Nguyen Tat Thanh University, Ho Chi Minh City 70000, Vietnam
*
Authors to whom correspondence should be addressed.
Processes 2023, 11(8), 2396; https://doi.org/10.3390/pr11082396
Submission received: 18 June 2023 / Revised: 17 July 2023 / Accepted: 19 July 2023 / Published: 9 August 2023

Abstract

:
In this research, chitosan–magnetite composites (CS-MNPs) were successfully synthesized using a rapid and easy technique. The materials were characterized by FTIR, XRD, EDX, TEM, VSM, and BET methods. The removal of the antibiotics ciprofloxacin (CFX) and levofloxacin (LFX) from aqueous solutions by CS-MNPs adsorbent was investigated. The influencing factors in a single adsorption system were studied, including pH (1–11), initial concentration (2.5–15.0 mg/L), contact time (0–120 min), and adsorbent dosage (5–50 mg/L). The experiment data were analyzed by pseudo-first-order and pseudo-second-order kinetic models. The adsorption isotherms were studied by fitting the experimental data to the Langmuir, Freundlich, and Temkin models. The results indicated that the adsorption of CFX and LFX antibiotics was consistent with the pseudo-second-order kinetics model, the Langmuir isotherm model. Binary adsorption systems (CFX: LFX) with concentration ratios of 1:0, 1:0.5, 1:1.0, 1:1.5, and 1:2.0 were also studied. The antibiotics CFX and LFX were absorbed by CS-MNPs simultaneously in the aqueous solution. The presence of the second component in the solution reduced the first component’s ability to adsorb. The adsorption process in the binary system followed the Langmuir competition model. After four regenerations, CS-MNPS exhibited stability and was well reusable. Studies on actual samples showed that CS-MNPs could effectively remove FQs from those samples, with a treatment efficiency of above 98%.

1. Introduction

Fluoroquinolone (FQ) antibiotics, a group of medicines that treat bacterial infections in people, have received more focus in recent years because of their harmful effects on both human and aquatic ecosystems [1,2,3]. Due to their lengthy conversion durations and low degradation efficiency, FQs such as ciprofloxacin (CFX) and levofloxacin (LFX) are widely disseminated in surface waters [4,5,6,7]. Antibiotics present several potentially significant hazards for humans and ecosystems by causing the growth and spread of antibiotic resistance in bacteria and leading to the potential of antimicrobial resistance [8,9]. Therefore, it is necessary to remove antibiotics from the aqueous solution. Many methods applied to remove antibiotics have been studied. Adsorption [10,11,12], coagulation [13], biological treatment [14,15], photocatalytic degradation [16], and advanced oxidation [17,18] are common FQs treatment methods. Due to its low cost, high treatment efficiency, environmental friendliness, and simplicity of use, the adsorption method is regarded as one of the best and most promising approaches [19,20,21]. Therefore, the selection of suitable adsorbent materials has been studied by scientists.
Recently, the scientific community has directed some advanced research in the development of alternative adsorbents, especially those based on polymers. Chitosan is a biopolymer extracted from crustaceans’ shells. Chitosan has several benefits, including simplicity in synthesis, economy, and environmental friendliness [22]. Chitosan is frequently applied to remove pollutants from aqueous solutions because of the molecule’s hydroxyl and amine functional groups [22,23,24,25]. Chitosan, however, has several restrictions and drawbacks, including low solubility, low mechanical strength, and difficulty recovering the material after usage [22]. Thus, altering or functionalizing chitosan to improve its characteristics has emerged as a critical method for conducting practical research on chitosan [24,26,27]. The focus of the study on adsorption has changed to the synthesis of materials with magnetic properties by mixing chitosan with magnetic compounds (such as Fe, Mn, Co, etc.). This improves the mechanical strength and adsorption capacity and makes reusing the adsorbent easier [28,29,30,31]. Chitosan–magnetite (CS-MNPs) is a biological composite that combines chitosan and Fe3O4. Many advantages of CS-MNPs included their easy synthesis, substantial surface area, and environmental friendliness. In addition, with the existence of Fe3O4 in the material, CS-MNPs were effortlessly recovered by the magnetic field of the magnet. Therefore, CS-MNPs have been used commonly in environmental treatments such as dyes, heavy metal ions, and antibiotics [28,31,32,33,34,35,36]. However, previous publications were only interested in eliminating single common antibiotics from water, such as ciprofloxacin, amoxicillin, norfloxacin, moxifloxacin, ofloxacin, tetracycline, and paracetamol [37,38,39]. The applicability of adsorbent materials in practice has also rarely been mentioned by researchers [37,40]. Furthermore, research on the adsorption of LFX antibiotics by CS-MNPs has not yet been reported. There have also been no studies using binary systems to study the simultaneous removal of CFX and LFX from aqueous solutions, although, in practice, wastewater frequently consists of a complex mixture of components. Since there may be some interaction and competition between two or more components for adsorption sites, it is vital to research the adsorption potential and selectivity of the adsorbent to remove antibiotic residues in a multi-component system [41,42].
Therefore, in this study, CS-MNP materials were rapidly and straightforwardly synthesized by in situ methods combined with co-precipitation. The material properties were determined by FTIR, XRD, EDS, TEM, VSM, and BET methods. The synthesized materials were used to study the adsorption of CFX and LFX antibiotics on single and binary systems. Factors affecting the adsorption process, such as pH, initial antibiotic concentration, adsorption time, and adsorbent dosage, were studied. Experimental data were analyzed for isotherm adsorption models (Langmuir, Freundlich, and Temkin), kinetic adsorption models (pseudo-first-order and pseudo-second-order), and Langmuir competition models. The reuse of CS-MNPs and the adsorption mechanism were also presented in this paper. The ability of CS-MNPs for environmental remediation was investigated in actual contaminated water samples collected at aquaculture farms.

2. Materials and Methods

2.1. Chemicals

Ciprofloxacin (CFX, C17H18FN3O3·HCl, purity > 93%) and levofloxacin (LFX, C18H20FN3O4, purity > 98.5%) were purchased from the National Institute of Drug quality control, Viet Nam. Other chemicals used in the study (including FeCl2·4H2O (98%), FeCl3·6H2O (98.5%), NaOH (>98%), CH3COOH (>99%), HCl (35–36.5%), NaOH (>98%), and chitosan (85% DD) were obtained from Sigma-Aldrich Chemical Co. (Burlington, MA, USA), Xinlong (Shouguang, China), and Merck, (KGaA, Darmstadt, Germany)). They were all guaranteed to be of chemical purity used in the analysis. All of the tests were carried out using double-distilled water.

2.2. Synthesis Adsorbate Materials

CS-MNPs nanoparticles were prepared based on the previous report [43]. The material was synthesized with a CS:MNPs mass ratio of 4:6. The first, 20 mL of a solution containing Fe3+ (0.5 M) and Fe2+ (0.25 M), were added to 20 mL of a CS solution, which was made by dissolving 3.48 g of CS in 30 mL of 2% acetic acid, at 70 °C under N2 atmosphere. This prevents the oxidization of Fe2+ by oxygen in the air. The reaction system was continuously and vigorously stirred at 1500 rpm. A solution of NaOH 2 M was added until the pH of the reaction system was 13. After that, the system was kept under these conditions for 50 min. Finally, the synthesized materials were separated from the liquid by using a magnet, washed with distilled water until the pH of the washed water reached 7, and dried at 70 °C for 24 h.

2.3. Characterization

Fourier transform infrared spectroscopy (FTIR) with KBr pellets using the FTIR 4600 Jasco spectrum (Tokyo, Japan) under dry air conditions at room temperature was applied to determine the functional groups of CS-MNPs nanoparticles. The crystalline structure of the materials was analyzed by X-ray diffraction (XRD, D2-Phase, Bruker, Karlsruhe, Germany) with 2 theta angles in a range of 10–70°. The composition of the materials was analyzed on an energy-dispersive X-ray spectrometer (EDX, Jeol 5410, Tokyo, Japan) in the energy range of 0–16.5 keV. Scanning electron microscope (SEM, FE-SEM Hitachi S-4800, Japan) and Transmission electron microscopy (TEM, Jeol 200CX, Tokyo, Japan) at 100 keV were used to determine the shape and size of CS-MNPs. The magnetic properties of CS-MNPs were measured with a vibrating sample magnetometer (VSM, Lake Forest, CA, USA) at ±10 kOe and 25 °C. The surface area, pore size, and volume of CS-MNPs nano adsorbents and components were determined by nitrogen gas adsorption and absorption analysis (BET, Tri Star II, Norcross, GA, USA).
To determine the zero surface charge of the synthesized nanoparticles (pHzpc), 0.02 g of the synthesized nanoparticles was first added to 20 mL of a 0.1 M sodium chloride solution. Then, we adjusted the pH from 1.0 to 13.0 with HCl (0.1 N) or NaOH (0.1 N) solutions. These solutions were then stirred at room temperature at a rate of at least 1500 rpm for 24 h. Finally, the pH of these solutions was determined using a pH meter. The zero charge point was obtained from the plot of initial pH1 vs. ∆pH (change in pH).

2.4. Adsorption Experiments

2.4.1. Single Adsorption

Solution pH, contact time, initial antibiotic concentration, and adsorbent dose were the variables to be studied when investigating the adsorption ability of CFX and LFX antibiotics onto CS-MNPs. The studies were conducted under set parameters: 293 K, 1500 rpm stirring, and 25 mL solution. Each experiment was repeated three times, and the average value was taken. Table 1 summarizes additional experimental parameters for each experiment.
Effect of pH: The impact of pH on adsorption was investigated by placing 20 mg of dry CS-MNPs in a series of flasks containing 25 mL of solution antibiotics (10.15 mg/L) with different pH values (from 1 to 11), stirring at 1500 rpm and 293 K for 30 min, and separating CS-MNPs. The residual antibiotic concentration was measured by UV-Vis measured.
Effect of time and initial antibiotic concentration: A 25 mL solution of antibiotic concentration (2.5, 5.0, 10.0, and 15.0 mg/L), with pH 7, was placed in a series of flasks containing 20 mg of dried CS-MNPs and then stirred at 1500 rpm and 293 K. After each interval (5, 10, 15, 20, 30, 60, 90, 120, and 150 min), determine the antibiotic concentration after adsorption.
Effect of dosage: Seven different weights (5, 10, 15, 20, 25, 30, and 50 mg) of dried CS-MNPs were enclosed in a series of flasks, each of which contained 25 mL of antibiotics (10 mg/L), pH 7, then stirred at 1500 rpm and 293 K. After 60 min, the CS-MNPs were separated from the solution using the magnetic field of the magnet, and then the concentration of residual antibiotic in the solution was determined.
After each adsorption test, place a magnet adjacent to the flask containing the research solution. Because CS-MNPs are magnetic materials, they were rapidly attracted to the magnet. As a result, the adsorbent solution conveniently took out of the mixture. Therefore, filter papers were not required to separate the particles from the solution. This is one of the benefits of employing magnetic materials in this adsorption research.
The antibiotic removal efficiency and adsorption capacity at t time and equilibrium time were determined according to Equations (1)–(3), respectively.
R E = ( C 0 C t ) 100 C 0
q e = ( C 0 C t ) V m
q t = ( C 0 C t ) V m
where: C0, Ce, and Ct are the initial, equilibrium, and at t time concentration (mg/L) of antibiotic in solution, respectively; RE is the adsorption efficiency; qe and qt (mg/g) are the equilibrium and at t time adsorption capacity; m (g) is the weight of the adsorbent; and V (L) is the volume of the solution.
The concentrations of CFX and LFX before and after adsorption were determined on a UV-Visible spectrometer (UV-Vis, Jasco V-770, Tokyo, Japan) at a wavelength of 275 nm and 294 nm, respectively.

2.4.2. Binary Adsorption

Two research systems have been established: (CFX: LFX) and (LFX: CFX). It maintains the original concentration of the first antibiotic in each system while varying the amount of the remaining antibiotic in the system based on the concentration ratios of 1:0, 1:0.5, 1:1, 1:1.5, and 1:2. C0 = 2.51 and 5.13 mg/L were the initial antibiotic concentrations used in the investigation. Experiments were conducted at a fixed condition of 25 mL of research solution, pH 7, 60 min, 20 mg CS-MNPs, and 293 K. According to Equations (1) and (2), estimate the effectiveness of antibiotic removal and adsorption capacity. The experiments were carried out three times, and the average result was calculated. The average error for each experiment was around 5%.

2.5. Regeneration Study

The reusability of the CS-MNPs adsorbent was investigated by adsorption–regeneration studies. The used adsorbent was regenerated by shaking with 25 mL of NH3 solution (0.5 N) for 60 min, then magnetically separated, washed three times with deionized water, and dried for 24 h at 70 °C. The regenerated adsorbent was used for CFX and LFX adsorption under similar conditions to the initial one. This regeneration–adsorption experiment was repeated four times (cycles 1, 2, 3, and 4). After each adsorption–desorption cycle, the final concentrations of antibiotic solutions were determined using the same procedure described in Section 2.4.1

3. Results

3.1. Characterization of Material

The XRD spectrum results of CS-MNPs (Figure 1) show that the characteristic peaks of MNPs appear on the diagram at positions 2 theta = 30.1°, 35.5°, 43.1°, 53.1°, 57.3°, and 62.7°, which are corresponded to the planes (220), (311), (400), (422), (511), and (422), respectively. This is the cubic spinel structure of MNPs [35]. On the diagram of CS-MNPs, chitosan characteristics also appear at position 2θ = 20.4° [36]. This proves that CS-MNPs materials have been successfully synthesized and that the synthesis process does not change the phase of MNPs [28,29,32]. The synthesized CS-MNPs have a cubic spinel structure.
The FTIR spectra of CS, MNPs, and CS-MNPs are shown in Figure 2. The broad band at 3435 cm−1 in the CS spectrum corresponds to the O-H stretching overlapping the N-H stretching, while the band at 3019 cm−1 was attributed to the C-H stretching. They were shifted to positions 3279 and 2882 cm−1 on the spectrum of CS-MNPs. Furthermore, in the spectra of CS-MNPs, compared with that of MNPs, the peaks at about 628 cm−1 and 580 cm−1 corresponding to the Fe-O bond [35] shifted to 624 cm−1 and 547 cm−1. In addition, on the spectrum of CS-MNPs, spectral peaks also appear at positions 1645 cm−1, 1545 cm−1, and 1407 cm−1, assigned to C=O stretching vibration of amide, bending vibration of N-H, and C-H in the chitosan molecule, respectively. The peak of 1070 cm−1 is associated with the stretching vibration in the C-OH of chitosan [36,44,45,46]. The position of absorption peaks had a slight shift between chitosan and CS-MNPs, mainly due to the complexation of Fe3+ with the amino and hydroxyl groups of chitosan [28].
Analysis of energy-dispersive X-ray (EDX) spectroscopic of CS-MNPs reveals the presence of iron, oxygen, and carbon components in CS-MNPs nanocomposites (Figure 3). The elemental percentage composition of iron, oxygen, and carbon is 17.66, 61.83, and 20.51%, respectively. That corresponds with the mass composition of CS and MNPs being 38.71 and 61.29%, respectively, and the mass ratio of CS: MNPs in the material being approximately 4:6. This result is consistent with the CS-MNPs synthesis method used (Section 2.2). No other peak related to any impurity has been detected in the EDS, which confirmed that the grown CS-MNPs nanoparticles in the nanocomposite strip are composed only of iron, oxygen, and carbon.
The morphology of the CS-MNPs is shown by the SEM and TEM image results (Figure 4). It can be seen that the synthesized CS-MNPs had a porous surface and existed in a spherical shape with a diameter of about 20 nm. CS-MNPs had a saturation magnetism of 46.2 emu/g, smaller than the individual MNPs (75.1 emu/g) (Figure 5). This result can be clarified that CS was a non-magnetic material, and when combined with MNPs, it reduced the magnetism of the material. The value from the saturation of these CS-MNPs was quite large, more significant than that reported by A. Kadam et al. and G. Li et al. (21 emu/g) [28,47]. Thus, the CS-MNPs material can be straightforwardly recovered after adsorption by using the magnetic field of the magnet.
The surface area of CS-MNPs (Table 2) with a value of 79.60 m2/g was determined using N2 adsorption isotherms. This value is several times larger than the surface area of chitosan alone (3.75 m2/g) and smaller than that of MNPs (90.33 m2/g). This can be explained because chitosan is a polymeric material with high viscosity, so it has masked the surface of MNPs during the synthesis of CS-MNPs [48].

3.2. Single Adsorption of CFX and LFX Antibiotic

3.2.1. Determination of Adsorption Ability

The removal effectiveness of CFX and LFX from each material (CS, MNPs, and CS-MNPs) was investigated to compare the ability adsorption of the adsorbents. Experiments were conducted at room temperature, pH = 7, an initial concentration of 5.0 mg/L, and an adsorption duration of 120 min. Experiments were performed three times and averaged. Figure 6’s outcome demonstrates that the synthetic composite material had a greater efficiency for removing antibiotics than either CS or MNPs individually. The increased active sites, the stability of the CS-MNPs composites, and the synergistic interaction between CS and MNPs might all have contributed to this outcome. These experimental results led to the selection of CS-MNPs materials for application study in removing antibiotics from the aqueous solution.

3.2.2. Effect of pH

The ionization of the adsorbent and the surface of the adsorbent are influenced by the pH of the solution. The dissociation constants of CFX and LFX determine whether or not they are present in the solution (CFX: pKa1 = 5.9, pKa2 = 8.89 [49], LFX: pKa1 = 6.02, pKa2 = 8.15 [19]). Antibiotics exist in cationic form (CFX+, LFX+) at pH < pKa1. Antibiotics exist in anionic form when pH > pKa2 (CFX, LFX). The antibiotics exist in the zwitterionic form (CFX±, LFX±) between pKa1 and pKa2 of pH. Chitosan had a zero change point (pHpzc) of 4.6 [50], while MNPs had a pHpzc of 6.55 [51], and CS-MNPs had a pHpzc of around 6.5 (Figure 7). This indicates that the presence of MNPs in the material significantly impacted the pHpzc of CS-MNPs. In other words, the material’s surface had a positive charge when the solution pH < pHpzc and a negative charge when the pH > pHpzc. The antibiotic adsorption ability of CS-MNPs can be significantly impacted by this value.
Figure 8 shows that the ability to remove CFX and LFX increased as pH rose from 1 to 7, peaking at pH = 7 (RECFX = 79.7%; RELFX = 69.85%), after which the effectiveness of antibiotic removal significantly reduced as solution pH rose from 8 to 11. The change in the adsorbent’s molecular charge in the solution can account for this. At pH 7, CFX and LFX exist in their zwitterionic forms (CFX±, LFX±), while on the surface of CS-MNPs exist negatively charged functional groups, such as O2− of MNPs and hydroxyl –OH of chitosan and MNPs. As a result, electrostatic attraction between CFX±/LFX± and the negatively charged surface of CS-MNPs occurs, and the effectiveness of antibiotics increases. Thus, this study selected a pH of 7 as the optimal adsorption condition for the CFX and LFX.

3.2.3. Effect of Initial Concentration and Contact Time

When comparing the effectiveness of this adsorbent to other adsorbents, it is necessary to consider the amount of time needed to reach equilibrium in the solution to be treated and the initial concentration of the adsorbent. At initial concentrations of 2.51–15.07 mg/L and 2.53–15.11 mg/L of CFX and LFX, respectively, the effects of CS-MNP exposure time were examined. The outcomes are displayed in Figure 9. The trend of the curves for CFX and LFX adsorption on CS-MNPs may be found to be similar. The removal percentages for both antibiotics increased significantly over the first 40 min. The trend of increasing percentage removal of CFX and LFX was maintained after 60 min, albeit with a less steep slope. The resulting curves in this period were almost parallel to the horizontal axis.
Their ability to be removed from the solution decreased as the initial concentrations of CFX and LFX increased. The removal efficiencies of CFX after 120 min were 96.81, 92.01, 88.37, and 85.40%, respectively, corresponding to starting concentrations C0 = 2.51, 5.13, 10.15, and 15.07 mg/L. And, the LFX removal efficiencies were 93.63, 91.62, 86.80, and 79.03%, corresponding to starting concentrations of C0 of 2.53, 5.21, 10.09, and 15.11 mg/L, respectively. At all of the starting concentrations examined, these values were not significantly higher than the antibiotic removal efficiency at a previous time (t = 60, 80, or 100 min). Between the effective removal values at 60 and 120 min, there was a 4–5% error. Thus, the equilibration period for CFX and LFX was selected to be 60 min in order to guarantee adsorption efficiency and economy.

3.2.4. Effect of Adsorbent Dose

To accurately estimate the adsorption ability of the adsorbent, the adsorbent dosage is an important factor [40,52]. Figure 10 depicts the impact of CS-MNPs adsorbent dosage on CFX and LFX adsorption efficiency. It can be observed that the removal efficiency of the antibiotics CFX and LFX increases as the adsorbent dose rises from 0.5 to 2.0 g/L. This can be because when the CS-MNPs dose rose, the surface area and adsorption site of CS-MNP increased. The result of CFX and LFX were more absorbed. The removal efficiency still rose when the adsorbent dosage was between 0.75 and 2.0 g/L; however, there was not much difference in the adsorption efficiencies. The amount of adsorbent equal to 0.75 g/L (corresponding to the adsorbent mass of 20 mg) was selected for further studies to avoid the waste of adsorbent.

3.2.5. Adsorption Kinetic Models

The kinetics of CFX and LFX adsorption onto CS-MNPs were analyzed by pseudo-first-order and pseudo-second-order kinetic models [53]. Equations (4) and (5), respectively, describe the nonlinear version of the model.
q t = q e ( 1 e K 1 t )
q t = q e 2 K 2 t 1 + q e K 2 t
where K1 (1/min) is the first-order adsorption rate constant, K2 (g/mg·min) is the second-order adsorption rate constant, qe (mg/g) is the adsorption capacity at equilibrium time.
The adsorption kinetic models in Figure 11 described how adsorption capacity varied over time. Table 3 includes the necessary parameters for the pseudo-first- and second-order kinetic models and statistical analysis variables. The correlation coefficient (R2) was used with other statistical tools such as MAE (mean absolute error), MSE (mean square error), and RMSE (root mean square error) to determine the goodness of fit of the model (Equations (6)–(8)).
M A E = i n | q e , exp q e | i N
M S E = i n ( q e , exp q e ) i 2 N
R M S E = i n ( q e , exp q e ) i 2 N
where: qe,exp is the adsorption capacity at equilibrium time (t = 120 min), qe is the adsorption capacity according to the model, and N is the number of data points.
Table 3 shows that the correlation coefficient R2 of the pseudo-first-order model was lower than the correlation coefficient of the pseudo-second-order model for all initial concentration values of CFX and LFX considered. The difference between the pseudo-first-order model’s calculated adsorption capacity (qe) and the experimental value (qe,exp) was greater than it was for the pseudo-second-order model. The pseudo-second-order kinetic model’s statistical analysis values were lower than those of the pseudo-first-order model. In other words, the pseudo-second-order model was better suited for the adsorption of CFX and LFX onto CS-MNPs. According to this model, the second-order kinetic reaction was addressed by the adsorption of CFX and LFX on CS-MNPs. The outcomes also confirmed that the rate constant decreased (K2 = 0.03–0.54 × 10−3 g/mg·min for CFX and K2 = 0.03–0.14 × 10−3 g/mg·min for LFX) as the initial concentrations of CFX and LFX rose (C0, CFX = 2.51–15.07 mg/L and C0,LFX = 2.53–15.11 mg/L). The results of other studies about the kinetics of antibiotic adsorption on adsorbents, such as kaolinite [54], tea leaf biochar [55], and magnetic nanoparticles, were likewise consistent with this one [19].

3.2.6. Adsorption Isotherm Models

In equilibrium studies, the Langmuir, Freundlich, and Temkin isotherm models were applied to fit the equilibrium data (Figure 12). The nonlinear mathematical expression of the Langmuir, Freundlich, and Temkin models are provided by Equations (9)–(11), respectively. The results of the parameters are presented in Table 4.
q e = q m K L C e ( 1 + K L C e )
q e = K F C e 1 / N F
q e = R T B T ln ( K T C e )
where: qm (mg/g) is the maximum adsorption capacity; KL (L/mg) is Langmuir’s constant; NF is the Freundlich constant; KF (mg1−(1/n) L1/n/g) is the adsorption parameter. If the NF is in the range of 1 ÷ 10, the Freundlich model is suitable for the adsorption process [56]; KT (L/mg) is Temkin’s constant; BT (J/mol) is the adsorption energy; R = 8.314 (J/mol·K) is the gas constant; and T (K) is the absolute temperature.
The coefficient R2 of the CFX and LFX adsorption processes was calculated using the Langmuir model (R2 = 0.991, 0.989), and this result was more significant than the Freundlich model (R2 = 0.981, 0.984) and Temkin model (R2 = 0.902, 0.954). Moreover, the RL values for CFX and LFX ranged from 0.54 to 0.09 and 0.63 to 0.13 according to the formula: RL = 1/(1 + C0. ×KL). They all decreased below 1, demonstrating that the Langmuir model was appropriate for describing the adsorption of the antibiotics CFX and LFX on CS-MNPs [57]. Freundlich constants NF = 1.54, 1.89 for CFX and LFX, respectively, were greater than 1, indicating a connection between the adsorbent and the CFX and LFX adsorbed [57]. As a result, these antibiotics’ adsorption on CS-MNPs was more in line with the Langmuir model than the Freundlich and Temkin models. In the investigated concentration range, the maximum adsorption capacity of CFX was 36.31 mg/g, which was higher than LFX’s maximum adsorption capacity (32.22 mg/g). This result shows that the CFX antibiotic was better absorbed by CS-MNPs compared to LFX.
Table 5 presents the other adsorbent materials’ CFX and LFX adsorption capacities from previous research. The findings demonstrated that CFX and LFX had a better adsorption capacity on CS-MNPs than some of the other examined adsorbents. Compared to CS-MNPs, materials such as CNCs-GO, biochar/ferrite composites, GO, and date stone AC had a higher capacity to absorb CFX and LFX, but the adsorption period was too long (240 min [53,58], 12–24 h [11,57]). The CS-MNPs required 60 min to reach their adsorption equilibrium. When looking into practical applications, this influences economic worth. As a result, CS-MNPs were an appropriate material to study antibiotic treatment in aqueous solutions.

3.3. Binary Adsorption

3.3.1. Effect of Mutual Interference in Binary Solutions

Figure 13 illustrates the effectiveness of removing CFX from an aqueous solution when LFX was present at various CFX: LFX concentration ratios (1:0, 1:0.5, 1:1, and 1:2), and vice versa. The results showed that when increasing the concentration of LFX in the binary system (CFX: LFX) following the above concentration ratio (C0,CFX = 2.51 and 5.13 mg/L), the ability to remove CFX reduced from 90.44 to 66.14% and from 86.94 to 45.42%, respectively. As the initial concentration of CFX increased, the removal efficiency of CFX in solution decreased at the same concentration ratio of CFX: LFX. The CFX removal efficiency was 80.08% and 66.86%, respectively, when the initial CFX concentrations were 2.51 mg/L and 5.13 mg/L and the CFX: LFX concentration ratio was 1:1.
A similar result was seen when researching the impact of LFX in the presence of CFX in a binary system (LFX: CFX). When the amount of CFX in the system was increased, the ability to remove LFX fell from 87.65 to 52.19% and from 80.31 to 49.32%, respectively, corresponding to the initial concentrations of LFX of 2.51 mg/L and 5.13 mg/L. The LFX-removing efficiency was 72.11% and 62.96%, respectively, for the similar LFX: CFX concentration ratio of 1:1 and the initial LFX concentrations of 2.51 mg/L and 5.13 mg/L.
Consequently, it can be concluded that in a binary system, the first component’s removal efficiency decreases when the second component is present, and the efficiency of component removal reduces as the initial concentration of these components increases. The same result was also obtained when studies were conducted to remove pollution components in binary systems such as diclofenac–paracetamol, ofloxacin–ciprofloxacin onto ZnO [62], levofloxacin–gemifloxacin onto granular silica pillared clay [63], ciprofloxacin–ofloxacin onto lignin-based adsorbents [42], and Cd-Pb onto chitosan/polymethacrylic acid/halloysite nanotube composite [64].

3.3.2. The Langmuir Competitive Model

The simultaneous adsorption of two antibiotics, CFX and LFX, was analyzed using the Langmuir competitive adsorption model (Figure 14). The competitive Langmuir model is an improved Langmuir model based on binary adsorption. The model mainly still considers the adsorption as monolayer adsorption. According to this hypothesis, only one adsorbent can hold an adsorption site [42,62,65,66] Equation (12) describes the competitive Langmuir model.
q i = q m b i C i 1 + b A C A + b B C B
The linear form of Equation (12) has the form:
C A C B q A = C A q m A C B + b B b A q m A
C B C A q B = C B q m B C A + b A b B q m B
where: CA, CB are the equilibrium concentrations of A, B (mg/L); qA, qB are the adsorption capacity of A, B at the equilibrium time (mg/g); qmi is the maximum adsorption capacity of substance (i) in solution (mg/g); and KLBA = bB/bA and KLAB = bA/bB are parameters indicating heat of adsorption process [62,65,66].
Table 6 shows the findings of calculating the parameters in the binary system model. The results indicated that the model’s correlation coefficient is relatively high (R2 > 0.93) for all initial concentrations of CFX and LFX. This demonstrated that the Langmuir competition model was suitable for describing the binary system (CFX: LFX) adsorption process onto CS-MNPs. The qm values of CFX and LFX calculated from the model were lower than those calculated from the single system. The removal of each drug was thus decreased by the presence of the other when pharmaceuticals were present simultaneously in a binary solution, primarily due to competition between the adsorption sites on the adsorbent surface. Also, the findings of this study were in agreement with other previous studies on adsorption in binary systems [62,63,65,66,67].

3.4. Possible Mechanism of Adsorption

In actuality, chemisorption is related to the surface functional groups of adsorbents, whereas physisorption is connected with the structural characteristics of adsorbents. As a result, the structure and surface functional groups of adsorbents had a significant impact on the adsorption performance of adsorbents. Several adsorbent substrates can be suggested (Figure 15) based on the structural properties of CS-MNPs and the experimental data of the adsorption process.
Table 2 and Figure 4 show that CS-MNPs have porous surfaces, large surface areas, and large pore volumes. Therefore, the pore-filling effect could play an essential role in the physical adsorption of CFX and LFX on materials. In addition, when studying the impact of pH on the adsorption capacity, it can be seen that, at pH less than 6, when the surface of the material and the antibiotic were both positively charged, the removal efficiency of CFX and LFX reached 55–70%. This finding shows that, in addition to electrostatic interaction, physical adsorption with the pore-filling effect also contributed to removing antibiotics in water [21].
With the characteristics of functional groups in the material analyzed on the FTIR spectrum, it can be seen that chemical bonds may occur between CS-MNPs and CFX, LFC antibiotics. Numerous functional groups exist, including oxygen and hydrogen, in the antibiotic molecules and CS-MNPs adsorbents, so building hydrogen bonds and relying on hydrogen bonds to create adsorption is possible. Dipole–dipole hydrogen bonds and Yoshida hydrogen bonds are two types of hydrogen bonds that can occur. In addition to the Yoshida hydrogen bonding that can take place between the H of the -OH or -NH2 group on the CS-MNPs surface and the aromatic rings of the antibiotics, the hydrogen on the CS-MNPs surface can also bond with the atoms of O, N, and F in the CFX and LFX structures via dipole–dipole hydrogen bonding [57,58,68]. Electron donor–acceptor (EDA) interaction is another possible action. When an organic molecule with an aromatic ring acts as the adsorbed species, EDA interaction may be one of the critical processes. Electron-rich and electron-poor entities interact in this way. The benzene ring in CFX and LFX can act as an electron acceptor, primarily because of the high electronegativity of the available fluorine group. Moreover, the hydroxyl group or the aromatic ring’s C=C bond on the surface of CS-MNPs can function as an electron donor [57].
In summary, the adsorption mechanism of CFX and LFX antibiotics on CS-MNPs can include electrostatic interaction, pore-filling effect, π-π EDA, and hydrogen bonding, which can be vividly illustrated in Figure 15.

3.5. Reusability of CS-MNPs

Research on the reuse of adsorbents is an essential factor in environmental remediation applications because this helps with saving adsorbents and reducing secondary pollution. The CS-MNPs materials were separated from the solution by an external magnet and washed with 0.5 N NH3 solution after the adsorption process. In this study, the reusability of CS-MNPs was investigated in four adsorption–desorption cycles. The results of CS-MNPs reuse in CFX and LFX antibiotic adsorption are shown in Figure 16. The results showed that the antibiotic removal efficiency after reusing CS-MNPs was slightly reduced compared to the starting material. After four recycling cycles, the CFX and LFX removal efficiency remained at 64.98 and 59.56%, respectively, indicating the high reuse potential of CS-MNPs. From these results, it can be shown that CS-MNPs have high stability, suitable adsorption capacity, and suitable regeneration performance to remove CFX or LFX from the aqueous.

3.6. Application to Actual Samples

CFX- and LFX-contaminated wastewater samples of aquacultural farming from Thai Nguyen Province (in Northern Vietnam) were examined to determine the suitability of CS-MNPs as adsorbent. The sample was collected at 10–20 cm depth in March 2023. The water samples were stored in amber glass bottles at 4 °C in the dark and analyzed within 24 h. Table 7 summarizes the physicochemical properties of water, such as pH, dissolved oxygen (DO), and conductivity. Calcium, magnesium, and iron concentrations are also shown in the table. The concentrations of CFX and LFX in the samples were approximately 0.5–2.5 mg/L (Table 7). Under stirring for 60 min with 20 mg of CS-MNPs, CFX, and LFX were quantitatively removed from 25 mL of the sample (removal efficiency > 98%). These findings suggest that CS-MNPs are excellent candidates for removing CFX and LFX from aqueous solutions.

4. Conclusions

The nanocomposite CS-MNPs were successfully synthesized by in situ combined co-precipitation. The synthesized CS-MNPs had a spinel-cubic crystal structure. The material existed in the sphere form with a diameter of about 20 nm and a surface area of 79.60 m2/g. The material was highly magnetic, with a magnetic saturation value of 46.2 emu/g. CS-MNPs materials had suitable adsorption capacities for CFX and LFX antibiotics in an aqueous solution at pH 7, with a contact time of 60 min and an adsorbent dose of 20 mg. The adsorption processes were well described according to the Langmuir isotherm adsorption model. Maximum monolayer adsorption capacities for CFX and LFX were 36.31 mg/g and 32.22 mg/g, respectively. The kinetic data were best described by the pseudo-second-order model. CFX and LFX antibiotics can be adsorbed simultaneously in an aqueous solution using CS-MNPs. The efficiency of removing the first component from CS-MNPs materials depends on whether the second component was present in the binary system. In this binary system, the adsorption process followed the Langmuir competition model. Adsorption of CFX and LFX antibiotics on CS-MNPs was suggested by mechanisms including electrostatic interaction, pore-filling effect, π-π EDA, and hydrogen bonding. The synthesized CS-MNPs nanocomposite showed high stability and reusability over four adsorption–desorption cycles. The adsorption process was also applied to remove CFX and LFX from the actual wastewater samples. The results of this study demonstrated that CS-MNPs nanocomposite could be utilized in wastewater treatment processes.

Author Contributions

Writing—original draft preparation, Q.M.B. and. T.Q.V.; writing—review and editing, Q.M.B., X.T.V. and V.P.N.; conceptualization, L.T.N.N. and T.Q.V.; methodology, L.T.N.N. and V.D.N.; software, X.T.V. and V.D.N.; validation, Q.M.B. and V.P.N.; formal analysis, H.T.L.; investigation, T.Q.V. and H.T.H.N.; resources, H.T.L.; data curation, X.T.V. and H.T.H.N.; supervision, Q.M.B.; project administration, V.P.N. All authors have read and agreed to the published version of the manuscript.

Funding

This research was funded by TNU—University of Sciences in Vietnam, grant number CS2021-TN06-18.

Data Availability Statement

The authors confirm that the data supporting the findings of this study are available within the article.

Conflicts of Interest

The authors declare no conflict of interest.

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Figure 1. The XRD patterns of CS, MNPs, and CS-MNPs.
Figure 1. The XRD patterns of CS, MNPs, and CS-MNPs.
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Figure 2. The FTIR spectra of CS, MNPs, and CS-MNPs.
Figure 2. The FTIR spectra of CS, MNPs, and CS-MNPs.
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Figure 3. The EDX pattern of CS-MNPs.
Figure 3. The EDX pattern of CS-MNPs.
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Figure 4. The SEM (left) and TEM (right) images of CS-MNPs.
Figure 4. The SEM (left) and TEM (right) images of CS-MNPs.
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Figure 5. The magnetic hysteresis curves of MNPs and CS-MNPs.
Figure 5. The magnetic hysteresis curves of MNPs and CS-MNPs.
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Figure 6. The remove efficiency CFX and FLX antibiotics of three adsorbents (experimental conditions: m = 20 mg, V = 20 mL, time = 120 min, and T = 293 °C, n = 3).
Figure 6. The remove efficiency CFX and FLX antibiotics of three adsorbents (experimental conditions: m = 20 mg, V = 20 mL, time = 120 min, and T = 293 °C, n = 3).
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Figure 7. The zero surface charge of CS-MNPs (experimental conditions: m = 20 mg, V = 20 mL, time = 24 h, and T = 293 °C; mean ± 0.05, n = 3).
Figure 7. The zero surface charge of CS-MNPs (experimental conditions: m = 20 mg, V = 20 mL, time = 24 h, and T = 293 °C; mean ± 0.05, n = 3).
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Figure 8. Effect of pH on the removal efficiency of CFX and LFX (experimental conditions: m (CS-MNPs) = 20 mg, V = 25 mL, C0 = 10.15 mg/L, time = 30 min, and T = 293 K, n = 3).
Figure 8. Effect of pH on the removal efficiency of CFX and LFX (experimental conditions: m (CS-MNPs) = 20 mg, V = 25 mL, C0 = 10.15 mg/L, time = 30 min, and T = 293 K, n = 3).
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Figure 9. Effect of initial concentration of CFX, LFX, and adsorption time on adsorption efficiency (experimental conditions: m (CS-MNPs) = 20 mg, V = 25 mL, pH = 7, time = 5–120 min, and T = 293 K; n = 3).
Figure 9. Effect of initial concentration of CFX, LFX, and adsorption time on adsorption efficiency (experimental conditions: m (CS-MNPs) = 20 mg, V = 25 mL, pH = 7, time = 5–120 min, and T = 293 K; n = 3).
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Figure 10. Effect of adsorbent dosage on adsorption efficiency (experimental conditions: C0,CFX = 10.21 mg/L, C0,LFX = 10.18 mg/L, m (CS-MNPs) = 5–50 mg, V = 25 mL, pH = 7, time = 60 min, and T = 293K; n = 3).
Figure 10. Effect of adsorbent dosage on adsorption efficiency (experimental conditions: C0,CFX = 10.21 mg/L, C0,LFX = 10.18 mg/L, m (CS-MNPs) = 5–50 mg, V = 25 mL, pH = 7, time = 60 min, and T = 293K; n = 3).
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Figure 11. Adsorption kinetic of CFX and LFX onto CS-MNPs (experimental conditions: m (CS-MNPs) = 0.02 g, V = 25 mL, pH 7, time = 5–120 min, and T = 293 K, n = 3).
Figure 11. Adsorption kinetic of CFX and LFX onto CS-MNPs (experimental conditions: m (CS-MNPs) = 0.02 g, V = 25 mL, pH 7, time = 5–120 min, and T = 293 K, n = 3).
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Figure 12. Adsorption isotherm models of CFX and LFX onto CS-MNPs (experimental conditions: m (CS-MNPs) = 20 mg, pH = 7, C0 = 2.5–30 mg/L, V = 25 mL, time = 60 min, and T = 293 K, n = 3).
Figure 12. Adsorption isotherm models of CFX and LFX onto CS-MNPs (experimental conditions: m (CS-MNPs) = 20 mg, pH = 7, C0 = 2.5–30 mg/L, V = 25 mL, time = 60 min, and T = 293 K, n = 3).
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Figure 13. The efficiency of removing CFX (a) and LFX (b) from the binary system at different concentration ratios (experimental conditions: m (CS-MNPs) = 20 mg, V = 25 mL, time = 60 min, and T = 293 K; n = 3).
Figure 13. The efficiency of removing CFX (a) and LFX (b) from the binary system at different concentration ratios (experimental conditions: m (CS-MNPs) = 20 mg, V = 25 mL, time = 60 min, and T = 293 K; n = 3).
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Figure 14. Langmuir competitive model for (a) ciprofloxacin: levofloxacin, (b) levofloxacin: ciprofloxacin (contact time 60 min, pH 7).
Figure 14. Langmuir competitive model for (a) ciprofloxacin: levofloxacin, (b) levofloxacin: ciprofloxacin (contact time 60 min, pH 7).
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Figure 15. Schematic diagram of possible mechanisms of CFX and LFX adsorption onto the CS-MNPs.
Figure 15. Schematic diagram of possible mechanisms of CFX and LFX adsorption onto the CS-MNPs.
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Figure 16. The reusability of the material (condition, desorption solution by 25 mL of NH3 solution (0.5 N) for 60 min; adsorption, C0,CFX = 10.50 mg/L, C0,LFX = 10.86, t = 60 min, T = 293 K, and pH = 7, n = 3).
Figure 16. The reusability of the material (condition, desorption solution by 25 mL of NH3 solution (0.5 N) for 60 min; adsorption, C0,CFX = 10.50 mg/L, C0,LFX = 10.86, t = 60 min, T = 293 K, and pH = 7, n = 3).
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Table 1. The experimental parameters.
Table 1. The experimental parameters.
Experiment/ParameterspHTime
(min)
CS-MNPs Mass
(mg)
Initial Concentration
(mg/L)
Effect of pH1–11302010.15
Effect of time/initial concentration75 to 120202.50 to 15.00
Effect of dosage7605–5010
Table 2. Analysis of BET.
Table 2. Analysis of BET.
ParametersCSMNPsCS-MNPs
Surface (m2/g)3.7590.3379.60
Average pore size (nm)18.3917.758.43
Pore volume (cm3/g)0.020.420.17
Table 3. The kinetic models’ constants.
Table 3. The kinetic models’ constants.
C0 (mg/L)Pseudo-First-Orderqe,expPseudo-Second-Order
K1 (1/min)qe (mg/g)Statistical Analysis K2
(g/mg·min)
qe (mg/g)Statistical Analysis
CFX
2.510.082.82R2 = 0.912
MAE = 0.217
MSE = 0.047
RMSE = 0.218
3.040.033.22R2 = 0.963
MAE = 0.180
MSE = 0.033
RMSE = 0.181
5.130.085.50R2 = 0.908
MAE = 0.513
MSE = 0.265
RMSE = 0.515
6.010.026.35R2 = 0.964
MAE = 0.337
MSE = 0.114
RMSE = 0.338
10.150.0710.66R2 = 0.926
MAE = 0.550
MSE = 0.400
RMSE = 0.633
11.210.80 × 10−212.36R2 = 0.966
MAE = 0.147
MSE = 0.024
RMSE = 0.155
15.070.0715.79R2 = 0.962
MAE = 1.157
MSE = 1.341
RMSE = 1.158
16.950.54 × 10−317.83R2 = 0.970
MAE = 0.880
MSE = 0.780
RMSE = 0.883
LFX
2.530.072.81R2 = 0.928
MAE = 0.127
MSE = 0.016
RMSE = 0.128
2.940.033.05R2 = 0.984
MAE = 0.113
MSE = 0.013
RMSE = 0.113
5.210.085.44R2 = 0.915
MAE = 0.540
MSE = 0.296
RMSE = 0.544
5.980.026.15R2 = 0.975
MAE = 0.173
MSE = 0.031
RMSE = 0.176
10.090.0610.74R2 = 0.979
MAE = 0.350
MSE = 0.125
RMSE = 0.354
11.010.64 × 10−211.19R2 = 0.992
MAE = 0.147
MSE = 0.047
RMSE = 0.217
15.110.0514.74R2 = 0.979
MAE = 1.150
MSE = 1.323
RMSE = 1.150
15.890.14 × 10−216.97R2 = 0.995
MAE = 1.080
MSE = 1.166
RMSE = 1.080
Table 4. The parameters of the adsorption model.
Table 4. The parameters of the adsorption model.
PollutantLangmuir Isotherm
qm (mg/g)KL (L/g)RLR2
CFX36.310.340.54–0.090.991
LFX32.220.230.63–0.130.989
Freundlich isotherm
NFKF
(mg1−(1/n) L1/n/g)
R2
CFX1.548.020.981
LFX1.896.840.984
Temkin isotherm
bT (J/mol)KT (L/mg)R2
CFX450.477.600.902
LFX411.603.580.954
Table 5. Comparison of adsorption capacities of various adsorbents for CFX and LFX in aqueous solutions.
Table 5. Comparison of adsorption capacities of various adsorbents for CFX and LFX in aqueous solutions.
No.PollutantAdsorbentpHTempTimeAdsorption Capacity (mg/g)Ref.
1CFXMWCNTNot given25 °C200 min4.95[10]
2CFXKaonilite3–4.525 °C20 min6.29[54]
3CFXGO5.0NG12 h379[11]
4CFXDopa-CoF NPs-CIP7.025 °C30 min16.53[59]
5CFXMela-CoF NPs7.025 °C30 min14.04[59]
6LFXFe3O46.533 °C240 min6.85[19]
7LFXCNCs-GO4.025 °C240 min49.72[58]
8LFXBiochar/ferrite composites5.025 °C240 min55.50[53]
9LFXDate stone AC9.030 °C24 h100.38[60]
10LFXRice husk biochar8.030 °C24 h4.99[61]
11LFXWood chip biochar6.530 °C24 h7.22[61]
12CFXCS-MNPS6.020 °C60 min36.31In this study
13LFX6.020 °C60 min32.22
Table 6. Langmuir competitive model parameters.
Table 6. Langmuir competitive model parameters.
SystemC0, CFX (mg/L)qm, CFX (mg/g)KL,1 = bLFX/bCFXR2
CFX:LFX2.515.710.710.999
5.139.520.940.939
LFX:CFXC0,LFX (mg/L)qm, LFX (mg/g)KL,2 = bCFX/bLFXR2
2.514.440.640.987
5.135.240.220.998
Table 7. Physicochemical properties and removal efficiency of CFX and LFX from actual samples.
Table 7. Physicochemical properties and removal efficiency of CFX and LFX from actual samples.
SamplesPhysicochemical PropertiesCCFX
(mg/L)
RE
(%)
CLFX
(mg/L)
RE
(%)
S1pH 7.4, conductivity: 135 µS/cm, DO: 5 mg/L, Ca 40 mg/L, Mg 8 mg/L, Fe 15 mg/L 2.05 ± 0.0498.53 ± 2.201.37 ± 0.0298.21 ± 2.30
S2pH 7.7, conductivity: 226 µS/cm, DO: 3 mg/L, Ca 42 mg/L, Mg 10 mg/L, Fe 17 mg/L0.51 ± 0.0299.26 ± 2.560.98 ± 0.0399.45 ± 3.20
S3pH 7.6, conductivity: 319 µS/cm, DO: 4 mg/L, Ca 55 mg/L, Mg 12 mg/L, Fe 15 mg/L0.94 ± 0.0298.92 ± 2.422.12 ± 0.0199.19 ± 1.50
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Bui, Q.M.; Vu, T.Q.; Vuong, X.T.; Nguyen, V.D.; Nguyen, L.T.N.; Le, H.T.; Nguyen, H.T.H.; Nguyen, V.P. Removal of Fluoroquinolone Antibiotics by Chitosan–Magnetite from Aqueous: Single and Binary Adsorption. Processes 2023, 11, 2396. https://doi.org/10.3390/pr11082396

AMA Style

Bui QM, Vu TQ, Vuong XT, Nguyen VD, Nguyen LTN, Le HT, Nguyen HTH, Nguyen VP. Removal of Fluoroquinolone Antibiotics by Chitosan–Magnetite from Aqueous: Single and Binary Adsorption. Processes. 2023; 11(8):2396. https://doi.org/10.3390/pr11082396

Chicago/Turabian Style

Bui, Quy M., Tung Q. Vu, Xuan T. Vuong, Vinh D. Nguyen, Linh T. N. Nguyen, Ha T. Le, Hoa T. H. Nguyen, and Van Phuoc Nguyen. 2023. "Removal of Fluoroquinolone Antibiotics by Chitosan–Magnetite from Aqueous: Single and Binary Adsorption" Processes 11, no. 8: 2396. https://doi.org/10.3390/pr11082396

APA Style

Bui, Q. M., Vu, T. Q., Vuong, X. T., Nguyen, V. D., Nguyen, L. T. N., Le, H. T., Nguyen, H. T. H., & Nguyen, V. P. (2023). Removal of Fluoroquinolone Antibiotics by Chitosan–Magnetite from Aqueous: Single and Binary Adsorption. Processes, 11(8), 2396. https://doi.org/10.3390/pr11082396

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