Abstract
A solid-phase microextraction (SPME) method had been applied to speciate chromium in natural and wastewater samples. MWCNTs@CuAl2O4@SiO2 nanocomposite was synthesized by sol–gel and calcination methods and then characterized using SEM, FTIR, and XRD techniques. MWCNTs@CuAl2O4@SiO2 was used to extract Cr(VI) as pyrrolidine dithiocarbamate chelates. Some analytical parameters involving pH, ligand (APDC) and adsorbent amounts, sample initial and final volume, and the effects of matrices were tested and optimized. For the oxidation of Cr(III) to Cr(VI), potassium permanganate was used, and after that, the presented method was applied to determine the total chromium levels. The calculations were carried out to obtain Cr(III) concentration by finding differences between total chromium and Cr(VI) concentrations. The limit of detection (LOD) and limit of quantification (LOQ) were found to be 6.2 µg L−1 and 20.8 µg L−1, respectively. The proposed method was successfully applied for chromium speciation in wastewater samples.
Similar content being viewed by others
1 Introduction
Pollution by heavy metals is one of the most important environmental problems. Heavy metals have toxic impacts on humans and animals because they can accumulate in their bodies throughout the food chain (Akdogan et al., 2016; Demirel et al., 2008; Filik et al., 2004; Hu et al., 2009; Kowalski, 1994). Chromium is deemed a high-priority environmental pollutant. Chromium is found in nature as ores and in several other natural materials in its compound form. It can be found in electroplating, leather tanning, textile factories, metal finishing, wood preservation, some fertilizers, chromate preparation, etc. (Saracoglu et al., 2007; Shen et al., 2010). It can also enter aquatic systems through the discharge of concentrated industrial effluents. In general, there are two different oxidation states of chromium (Cr(III) and Cr(VI)) in nature (Cheng et al., 2022; Hu et al., 2009; Karatepe et al., 2010; Prabhakaran et al., 2009; Tuzen & Soylak, 2006). The toxicity of chromium depends on the existence of Cr oxidation states and the concentration of Cr species (Marques et al., 2000; Outridge & Scheuhammer, 1993). Cr(III) is a fundamental trace element that is necessary for the normal functioning of living organisms. It has a significant role in carbohydrates, proteins, and lipid metabolism, and its deficiency could cause an illness called chromium deficiency (Hu et al., 2009; Ozturk et al., 2021). The National Research Council recommendation for Cr(III) is 50–200 mg per day (Arain et al., 2018; Gjerde et al., 1993).
In contrast, Cr(VI) is toxic to the human biological system. It is water soluble, extremely irritating, and has high toxicity to humans due to its oxidation potential and permeability to biological membranes (Bağ et al., 2000; Krishna et al., 2004; Narin et al., 2008). Cr(VI) compounds are approximately 100 times more dangerous and 1000 times more mutagenic than Cr(III) salts. This is because its oxidation potential is high, and it readily permeates biological membranes (Narin et al., 2008; Rahman & Singh, 2019; Tripathi et al., 1998). In humans, Cr(VI) exposure may also easily inhibit DNA, RNA, and protein syntheses; increase the death rate; and increase the incidence of certain types of cancer, such as throat, lung, and bladder cancers, as well as other diseases like pneumonia, bronchitis, hypersensitivity, gastrointestinal hepatic, and renal impairments (Balali-Mood et al., 2021; Erarpat et al., 2022; Nriagu & Nieboer, 1988). The International Agency for Research on Cancer (IARC) has categorized Cr(VI) as a Class I carcinogen, while the US Environmental Protection Agency (EPA) has rated it as very hazardous (Islam et al., 2016; Mashhadizadeh & Amoli-Diva, 2013; Ouejhani et al., 2003). The maximum permitted content of Cr(VI) in drinking water, according to the World Health Organization (WHO), is 0.05 mg L−1 (Ozkantar et al., 2020; Saracoglu et al., 2012).
Depending on chromium oxidation states that may be essential or toxic, these oxidation forms must be determined individually by speciation analysis methods (Michalke & Caroli, 2013; Narin et al., 2008; Wang et al., 2020). The approach to estimating the total concentration of Cr by studying its physical and chemical forms is known as speciation. According to research on environmental contamination and public health, the need for chromium evaluation at trace amounts in environmental samples has risen. Inductively coupled plasma mass spectrometry (ICP-MS), inductively coupled plasma atomic emission spectrometry (ICP-AES), atomic absorption spectrometry (FAAS and ETAAS), energy-dispersive X-ray fluorescence (EDXRF), and UV–VIS spectrophotometry are commonly used techniques for total Cr determination. Ion exchange techniques have also been used to remove chromium from wastewater and determine it properly (Bulut et al., 2009; El-Feky et al., 2023; Kanberoglu et al., 2019; Musielak et al., 2024; Narin et al., 2002, 2008; Ozkantar et al., 2020; Yalçin et al., 2001).
FAAS is a trustworthy, cost-effective, and precise technique for determining metal ions at low levels. However, it has two limitations: lower amounts of analytes are below the detection limits, and matrix components of the tested samples influence the results (Guo et al., 2003; Shemirani et al., 2004; Tel et al., 2004; Dadfarnia and Shabani, 2010; Sarafraz-Yazdi & Amiri, 2010; Soylak et al., 2022). Atomic absorption spectroscopy cannot directly measure chromium species. Speciation of chromium species by preconcentration and separation procedures such as solid-phase extraction (SPE) (Fig. 1), liquid–liquid extraction (LEE), and others in conjunction with FAAS or ETAAS is frequently insensitive for chromium traces (Duran et al., 2007; Jagirani & Soylak, 2020; Khan et al., 2020). Most chromium speciation procedures involve the separation and enrichment of Cr(VI). Following the oxidation of Cr(III), the total chromium was determined in several published experiments (Marguí & Torrent, 2023).
In the presented work, MWCNTs@CuAl2O4@SiO2 nanocomposite was synthesized by sol–gel methodology to be employed as an adsorbent in the speciation of chromium species. MWCNTs, CuAl2O4, and SiO2 have demonstrated significant utility in preconcentration applications across diverse fields. Their unique properties, including high surface area, tunable surface chemistry, and mechanical stability, make them highly effective sorbents for adsorbing and preconcentrating target analytes from environmental samples (Alavi et al., 2022; Li et al., 2017; Soylak et al., 2024a, b). The MWCNTs@CuAl2O4@SiO2 nanocomposite is a potential sorbent material for SPME applications because of its distinct combination of MWCNTs, copper–aluminum spinel, and SiO2. This combination provides a large surface area and active sites for effective adsorption of target analytes, increasing extraction efficiency. The composition of the nanocomposite enables the selective extraction of analytes from complicated matrices thanks to the various interactions between the components. The nanocomposite’s structural integrity promotes stability and durability during SPME processes, reducing loss and maintaining consistent results over numerous cycles. Its large surface area and porous structure allow quick mass transfer kinetics, resulting in reduced extraction times and greater adsorption. Its compatibility with analytical procedures makes it appropriate for various applications, including environmental, medicinal, and food analysis (Deak et al., 2007; Bouali et al., 2023; Soylak et al., 2024a, b) . Since ammonium pyrrolidine dithiocarbamate (APDC) is a highly selective chelating agent for Cr(VI), it is commonly used as a suitable ligand. Cr(VI) was assessed FAAS after being separated-preconcentrated as its APDC complex on MWCNTs@CuAl2O4@SiO2. Total chromium was measured in a similar manner after oxidizing Cr(III) to Cr (VI). The difference between the total chromium and the Cr(VI) contents was used to calculate the Cr(III) content. The analytical conditions, including pH, amount of adsorbent, APDC quantity, and interferent impacts, were optimized.
2 Experimental
2.1 Instruments
A flame atomic absorption spectrophotometer (model contrAA 800) with a xenon arc lamp was utilized, and all measurements were performed in an air/acetylene flame in this work. The analysis parameters of the analyzed element were adjusted as recommended by the manufacturer. For shaking the model and real sample solutions, a Weightlab (Turkey) ultrasonic bath and a Fisons WhirliMixer Vortex Shaker Cyclone Mixer model 12,665 were used. The Nüve Nf 400 (16 × 15 ml at 4.100 rpm) model centrifuge was also used for the separation of solid-phase adsorbents from solutions.
2.2 Chemicals and Solutions
All chemical reagents used in this study are AR-grade and were used as-is without any purification. Deionized water (Milli-Q Millipore 18.2 MΩ cm−1 conductivity) was used for all work. Ammonium pyrrolidine dithiocarbamate (APDC) solution (0.5%, w/v) was freshly prepared in water with ethanol (3:1, v/v). Multiwalled carbon nanotubes (MWCNTs) were purchased from Aldrich, Milwaukee, WI, USA. Potassium permanganate (KMnO4) (Sigma-Aldrich) solution (0.02 M) was prepared for oxidation purposes.
Chromium standard solutions (Cr(III) and Cr(VI)), HNO3, and H2O2 used in this work were prepared and diluted from stock solutions (1000 mg L−1) that were purchased from Sigma-Aldrich. Other solutions for elements were obtained by preparing high-purity compounds. INCT-OBTL-5 Oriental Basma tobacco leaves CRM from INCT, Warsaw, Poland, and TMDA-64.3-fortified water CRM from NWRIC, Burlington, ON, Canada. Phosphate (HPO42−/H2PO4−, H2PO4−/H3PO4), acetate, and ammonium buffer solutions were prepared as pH = 2, 3, 6, and 7; 4 and 5; and 9 and 10, respectively.
2.3 Synthesis of MWCNTs@CuAl 2 O 4 @SiO 2
A total of 20 mL of 10% (v/v) HCl was added to 1 g of MWCNTs and stirred for 2 h for their surface activation. The obtained MWCNTs were separated using filter paper and dried at 85 °C for 5 h. Then 0.75 g was taken and suspended in 60 mL of concentrated H2SO4 and concentrated HNO3 mixture (3:1). The mixture solution was also stirred overnight at 80 °C. Then, it was washed with deionized water till its pH reached 7 then dried at 85 °C for 12 h.
Using the sol–gel method, 0.4 g of Cu(NO3)2⋅3H2O and 0.6 g of Al(NO3)3⋅9H2O were dissolved in deionized water. A total of 0.75 g of oxidized MWCNTs was added to the above mixture and stirred using a stirrer till a light blue-colored solution appeared. Then 0.9 g of citric acid was added to the above mixture and stirred for 30 min at 70 °C. The pH of the mixture was set to 2–3 using an ammonia solution until the solution color changed to a deep blue. The dark blue gel was formed after the solution temperature was adjusted to 70 °C. The gel was placed in an oven at 90 °C for 8 h until it became completely dry and turned into a porous gel. The dried porous gel was put in a furnace at 400 °C for 4 h (Kwak et al., 2012).
MWCNTs@CuAl2O4 nanoparticles obtained in the above step were coated on their surfaces by SiO2 nanoparticles using the Stöber method (Habila et al., 2016). A total of 1 g of prepared MWCNTs@CuAl2O4 nanoparticles were used as cores and dispersed in 10 mL ethanol then added to a round-bottom flask containing 200 mL ethanol and 50 mL deionized water. The mixture was stirred for 20 min, and then 5 mL of ammonia solution (25%) was added drop by drop. The mixture was placed in the stirrer for 15 min, and 3 mL of TEOS was added drop by drop using a burette for 5 min. The round-bottom flask content was stirred for 8 h to carry out the silica coating. The prepared MWCNTs@CuAl2O4@SiO2 nanoparticles were centrifuged to separate the solution phase, washed using deionized water and ethanol, and dried in an oven at 85 °C for 12 h (Saravanan & Dubey, 2020).
2.4 Test Procedure for Cr(VI)
A total of 2 mL of buffer solution (pH = 5) and 0.75 mL of APDC solution were added to 5 mL of solution in a centrifuge tube that contains 25 µg of Cr(VI). Deionized water was used to bring the final volume to 50 mL, and 20 mg of sorbent was added. The tube content was put in an ultrasonic bath for 5 min, shaken on a vortex for 2 min, and then centrifuged for 5 min. After decantation, 3 mL of HNO3 (3 M) dissolved in 10% acetone was added to the remaining solid phase in the tube and shaken well using the vortex for 5 min and then put again in the centrifuge for 5 min. The eluent was separated into another tube for measurement of Cr(VI) concentrations via FAAS.
2.5 Oxidation of Cr(III) to Cr(VI) and Determination of Total Chromium
The oxidation step had been carried out using the procedures described in the previous studies (Ghosh et al., 2013; Tarigh et al., 2020). The Cr(III) quantity in the 10-ml model solution was 25 mg. Four to five drops of (0.02 M) KMnO4 solution and 1 mL of 2 M H2SO4 were added to three separate beakers containing 50 mL. To finish the oxidation process, the beakers were covered with watch glasses and heated at 70–80 °C for 30 min. After cooling the solutions, sodium hydroxide solution (2.5% w/v) was added drop by drop to remove the excess KMnO4. The pH of the solution was checked with a pH meter and set to 5. Each solution was quantitatively transferred to a 50-mL volumetric flask, completed with deionized water, and shaken well. Overall, 5 mL from each solution was taken to centrifuge tubes separately. Then 0.75 mL of 0.5% APDC solution and 2 mL of acetate buffer solution were added, and the final volume was completed with deionized water until 50 mL and mixed well. A total of 20 mg of sorbent was added, and the steps mentioned in Sect. 2.4 were applied. FAAS was applied to determine the total chromium in the model and real sample solutions. The level of Cr(III) is obtained from the difference between the concentrations of total chromium and Cr(VI).
2.6 Total Chromium Levels of Certified Reference Materials
A 100-mg amount of INCT-OBTL-5 Oriental Basma tobacco leaves CRMs sample was added to 10 mL of concentrated nitric acid, and the solution was heated and evaporated near dryness. The above process was done again with 10 mL of HNO3:H2O2 (1:1). A total of 10 ml of distilled water was added to the beaker, and the suspension was centrifuged for 5 min. Then, 5 mL was taken from the upper layer, and the above enrichment method was applied. The same procedure was also performed on the blank solutions. Using FAAS, the concentration of total chromium was determined.
The presented extraction procedure was directly applied to determine the total chromium of the TMDA-64.3-fortified water CRM sample.
2.7 Applications to Real Samples
Water samples, including wastewater, Erciyes University tap water, and mineral water, were filtered through cellulose filter paper. The same method given above was applied, and Cr(VI) concentrations in the samples were measured by FAAS. After the oxidation process was applied to Cr(III), the total chromium levels in water samples were measured.
3 Results and Discussion
3.1 Characterization
To characterize the synthesized MWCNTs, MWCNTs@CuAl2O4, and MWCNTs@CuAl2O4@SiO2 nanocomposite, FTIR analysis was carried out in the range of 4000–400 cm−1 (Fig. 2a, b, and c, respectively). In Fig. 2, bands at 3430 cm−1 belong to the OH stretching vibrations (Saravanan & Dubey, 2020). Spectrum bands at 2810 and 2790 cm−1 are the alkyl chains cleaved from the nanotube surface (Jalbani & Soylak, 2015). Furthermore, bands at 1270 and 1190 cm−1 could be attributed to CH-CH3 and C-O peaks (Soylak et al., 1993). Moreover, the bands from 1090 to 850 cm−1 can belong to C–C and C = O groups. The broad band at 550 cm−1 is attributed to metal–oxygen stretching frequencies associated with the symmetric and asymmetric Si–O–Si stretching and vibration bonds and Cu–O, Al–O, and Cu–O–Al vibration bonds (Gholami & Maddahfar, 2016; Jalbani & Soylak, 2015; Saravanan & Dubey, 2020; Soylak et al., 1993).
The typical XRD profiles of oxidized MWCNTs, MWCNTs@CuAl2O4, and MWCNTs@CuAl2O4@SiO2 are given in Fig. 3. In (a), according to Miller indices, typical (002) and (110) peaks of oxidized MWCNTs were gotten and observed at diffraction angles (2θ) of 26°, 43.8°, and 45°, respectively, which are acceptable and related to the literature values (Gholami & Maddahfar, 2016). The XRD pattern of MWCNTs@CuAl2O4@SiO2 nanocomposite, as given in (b), collects reflection peaks of (220), (311), (400), (422), (511), (440), (420), and (533) for CuAl2O4 and (002) diffraction lines for MWCNTs with a space group of Fd3m (JCPDS card no. 44–0160) (Lee et al., 2005). MWCNTs@CuAl2O4@SiO2 diffraction peaks show a clear difference from the MWCNTs@CuAl2O4 peaks (c) (Khomenkova et al., 2011).
Figure 4A, B, and C shows the SEM images of magnetic MWCNTs, MWCNTs@CuAl2O4, and MWCNTs@CuAl2O4@SiO2 nanocomposites, respectively. These characterizations show that all nanocomposites have a different morphology from each other. Homogenous formation of CuAl2O4 nanoparticles on the MWCNTs and homogenous formation of SiO2 on the MWCNTs@CuAl2O4 nanocomposite surface were obtained (Saleh, 2016).
3.2 Optimization of the Developed SPME Procedure
3.2.1 Effects of pH
The speciation mechanism by which Cr(III) and Cr(VI) interact with APDC is generally dependent on pH-dependent interactions and complexation reactions. In complexation reactions, APDC forms stable complexes with metal ions, including Cr(III) and Cr(VI), by reacting as a chelating agent. When APDC is present, Cr(III) coordinates with the APDC ligand to form a complex as Cr(III)-APDC at pH ranging from 4 to 8. Cr(VI) reacts with APDC at pH 2.0–6.0 to produce Cr(VI)-APDC complexes. MWCNTs@CuAl2O4@SiO2 nanocomposite adsorbs Cr(VI)-APDC on its surface. The nanocomposite possesses a high surface area and a variety of functional groups, such as hydroxyl (− OH) and carboxyl (− COOH) groups, which can adsorb Cr(VI)-APDC chelates through electrostatic attraction, ion exchange, and surface complexation. Adsorption of Cr(VI)-APDC chelates onto the nanocomposite surface is typically favored under acidic conditions (pH < 7) (Salihu & Bakar, 2018; Yan et al., 2023). The impacts of pH (Fig. 5) on both Cr(III) and Cr(VI) recovery values were tested in the range of 2–10 pH. Related to the results presented in Fig. 5, Cr(III) recovery values were below 10% in all pH ranges from 2 to 6, so this work was done in the same range. In contrast, Cr(VI) was quantitatively recovered in the range of 4.5–5.5 of pH as Cr(VI) chelates. The given results prove that the Cr(III) and Cr(VI) speciation is possible at a pH range of 4.5–5.5, and all remaining works were continued at pH 5.0 for chromium speciation.
3.2.2 Effects of APDC Amount
APDC is a reagent that can react with about 30 mineral ions, including Cr (VI), to form stable complexes (Bahadir et al., 2016; Saber Tehrani et al., 2004). APDC is commonly used in preconcentration-separation works and is preferred by researchers because of its properties. The influence of APDC on the recovery values of Cr(VI) on the adsorbent was also studied, and the results are given in Fig. 6. The recovery of Cr(VI) was not quantitative at 0 mg APDC, then started increasing with the quantity of APDC. The values of recovery became quantitative after using 3.75 mg of APDC, and the remaining work was carried out using this amount of the chelating agent.
3.2.3 Effects of Adsorbent Quantity
In this step, different amounts of modified adsorbent were studied. The range of 5–40 mg of adsorbent was tested, and the results are given in Fig. 7. Related to the obtained results, all used amounts have given quantitative recoveries of Cr(VI) except 5 mg. Further work was done using 20 mg of adsorbent.
3.2.4 Effect of Eluent Type
The type and volume of eluent are also significant factors that affect the recovery values. The elution condition optimizations were carried out to get the best recovery values with a minimal volume of the eluent. In this work, different eluents (5 mL) were tested, and the results are given in Table 1. As can be seen, the Cr(VI) ions were quantitatively eluted from the solid phase with 3 M HNO3 in 10% acetone, and this eluent was used in all subsequent studies.
3.2.5 Effect of Sample Volume
The sample volume effect on the recovery values of Cr(VI) was tested using different sample volumes of 10–50 mL. This indicates that Cr(VI) recoveries are quantitative in this range (Fig. 8). The lowest eluent volume was 3 mL (Fig. 9). So the preconcentration factor was calculated as 17.
3.2.6 Effect of Matrix Components
Different metal cations and anions were added individually to the model solutions to test the presented method mentioned in Sect. 2. Sequences shown in Table 2 indicate that most of these matrices remained in the adsorption liquid phase. Some heavy metal ions were used in this work, and their levels were low and suitable for the Cr(VI) separation–enrichment in the real samples tested.
3.3 Figure of Merits
After the preconcentration-separation method was applied to the blank solutions, the limit of detection (LOD) and the limit of quantification (LOQ) were obtained under optimum experimental conditions. LOD and LOQ of Cr(VI) and R2 were 6.2 µg L−1 and 20.8 µg L−1 and 0.997, respectively. The precision of Cr(VI) determination for this procedure was evaluated, as mentioned above. The presented method was repeated 10 times for Cr(VI). At a 95% confidence level, the recovery of Cr(VI) was 98 ± 5%.
3.4 Determination of Total Chromium
Model solutions and natural water samples that contain different quantities of Cr(VI) and Cr(III) were prepared to determine total chromium. 0.5 mL of H2SO4, and drops of KMnO4 were added to these sample solutions to oxidize Cr(III) ions to Cr(VI) (Lopez-Garcia et al., 2012; Sereshti et al., 2011). The mixture was heated at 70–80 °C for 30 min to achieve the oxidation process. To obtain quantitative recovery values for Cr(VI), the pH of the solution was adjusted to pH = 5 using sodium hydroxide, followed by adding 2 mL of acetate buffer solution at pH = 5. The method given in Sect. 2 was applied to these solutions, and the results are presented in Table 3. Total chromium recovery in distilled water varied from 89 to 99% for various spiked concentrations, suggesting high recovery rates. With comparatively small standard deviations and observed values that were within an acceptable range, the measurement was precise. This implies that the technique works well for speciating chromium in samples of distilled water. Similarly, total chromium recovery varied from 96 to 107% in Erciyes University tap water and from 94 to 97% in mineral water samples. These results show how dependable and resilient the approach is in a variety of water matrices. The method’s accuracy in quantifying chromium species in complicated water samples is shown by the constant recovery rates seen across all tested concentrations. The results indicate that the present SPE procedure can be suitable for total chromium determination in aqueous solutions.
The presented procedure was also applied to TMDA-64.3-fortified water and INCT-OBTL-5 Oriental Basma tobacco leaves CRMs for chromium separation and preconcentration. The results in Table 4 were obtained in three replicates and correspond well with the certified chromium values. The analysis of TMDA-64.3-fortified water and INCT-OBTL-5 Oriental Basma tobacco leaves has shown recovery rates of 96 ± 5% and 94 ± 4%, respectively. These recovery rates indicate the method’s effectiveness in accurately quantifying total chromium in different sample matrices. The close agreement between the certified and found concentrations demonstrates the reliability and accuracy of the presented method. The relative standard deviation (RSD%) range of CRMs was 4–5%.
3.5 Applications to Wastewater Samples
Using the standard addition method, the presented speciation procedure was applied to three different samples of wastewater collected from Kayseri Industrial Region in Kayseri City. The reliability of the new method was confirmed by spiking experiments. The results are shown in Table 5. The findings presented in Table 5 indicate that the chromium concentrations of the examined samples varied considerably, with Water C containing the maximum quantities of both Cr(III) and Cr(VI). The significance of speciation analysis in clarifying the source and possible toxicity of chromium contamination in wastewater is underscored by these results. The concentrations that have been observed emphasize the critical need for efficient monitoring and management approaches to reduce chromium pollution and the hazards it poses to the environment and human health. The efficacy of the method described in this study in precisely quantifying chromium species within intricate matrices such as effluent reaffirms its practicality in the realms of environmental monitoring and regulatory compliance.
4 Conclusions
Chromium in wastewater samples was speciated using a novel, rapid, reliable, and simple procedure. The procedure was effectively carried out to measure chromium species in different wastewater samples. In this method, a new nanocomposite was synthesized as multi-walled carbon nanotubes and copper (II) aluminate nanoparticles coated by silicon dioxide nanoparticles (MWCNTs@CuAl2O4@SiO2). High recovery rates over a variety of spiking concentrations were shown by the total chromium recovery in distilled water, which varied from 89 to 99%. The tap water and mineral water samples from Erciyes University showed varying recovery rates, ranging from 96 to 107% and 94 to 97%, respectively. These steady recovery rates show how the technique is resilient and dependable in a variety of water matrices. TMDA-64.3-enriched water and INCT-OBTL-5 Oriental Basma tobacco leaves showed recovery rates of 96 ± 5% and 94 ± 4%, respectively, suggesting that the approach is a good fit for precisely measuring total chromium in various sample matrices. The considerable differences in chromium concentrations found in wastewater samples under examination, especially in Water C, highlight the significance of speciation analysis in determining the level of chromium pollution in wastewater. These findings highlight the urgent need for effective management and monitoring strategies to lower chromium pollution levels and the risks they pose. Chromium speciation data from some late studies and this work were compared and given in Table 6. The optimal conditions of the presented method and the chromium speciation detection limit were studied. The new synthesized nanocomposite speciation method is superior to some of the reported methods in terms of detection and quantification limits, selectivity, simplicity, amount of adsorbent, and used solvents.
Data Availability
Datasets of selected element concentrations were added as supplementary information.
References
Akdogan, A., Divrikli, U., Soylak, M., & Elci, L. (2016). Assessment of heavy metal levels in street dust samples from Denizli, Turkey, and analysis by atomic absorption spectrometry. Atomic Spectroscopy, 37, 25–29.
Alavi, M., Hamblin, M. R., Mozafari, M. R., De Menezes, I. R. A., Coutinho, Douglas Melo, & H. (2022). Surface modification of SiO2 nanoparticles for bacterial decontaminations of blood products. Cellular, Molecular and Biomedical Reports, 2(2), 87–97. https://doi.org/10.55705/cmbr.2022.338888.1039
Arain, M. B., Ali, I., Yilmaz, E., & Soylak, M. (2018). Nanomaterial’s based chromium speciation in environmental samples: A review. TrAC Trends in Analytical Chemistry, 103, 44–55. https://doi.org/10.1016/j.trac.2018.03.014
Bağ, H., Türker, A. R., Lale, M., & Tunçeli, A. (2000). Separation and speciation of Cr (III) and Cr (VI) with Saccharomyces cerevisiae immobilized on sepiolite and determination of both species in water by FAAS. Talanta, 51(5), 895–902. https://doi.org/10.1016/S0039-9140(99)00354-9
Bahadir, Z., Bulut, V. N., Hidalgo, M., Soylak, M., & Marguí, E. (2016). Cr speciation in water samples by dispersive liquid–liquid microextraction combined with total reflection X-ray fluorescence spectrometry. Spectrochimica Acta Part b: Atomic Spectroscopy, 115, 46–51. https://doi.org/10.1016/j.sab.2015.11.001
Balali-Mood, M., Naseri, K., Tahergorabi, Z., Khazdair, M. R., & Sadeghi, M. (2021). Toxic mechanisms of five heavy metals: Mercury, lead, chromium, cadmium, and arsenic. Frontiers in Pharmacology, 12, 643972. https://doi.org/10.3389/fphar.2021.643972
Bouali, W., Erk, N., Genc, A. A., Ahmed, H. E. H., & Soylak, M. (2023). A new and powerful electrochemical sensing platform based on MWCNTs@ Fe3O4@ CuAl2O4 for the determination of the anticancer agent Alpelisib in bulk and biological fluids. Microchemical Journal, 195, 109478. https://doi.org/10.1016/j.microc.2023.109478
Bulut, V. N., Ozdes, D., Bekircan, O., Gundogdu, A., Duran, C., & Soylak, M. (2009). Carrier element-free coprecipitation (CEFC) method for the separation, preconcentration and speciation of chromium using an isatin derivative. Analytica Chimica Acta, 632(1), 35–41. https://doi.org/10.1016/j.aca.2008.10.073
Chen, W., Zhong, G., Zhou, Z., Wu, P., & Hou, X. (2005). Automation of liquid-liquid extraction-spectrophotometry using prolonged pseudo-liquid drops and handheld CCD for speciation of Cr (VI) and Cr (III) in water samples. Analytical Sciences, 21(10), 1189–1193. https://doi.org/10.2116/analsci.21.1189
Cheng, H., Huang, H., Yang, M., Yang, M., Yan, H., Panezai, S., Zheng, Z.-Y., Zhang, Z., & Zhang, Z. (2022). Characterization of the remediation of chromium ion contamination with bentonite by terahertz time-domain spectroscopy. Scientific Reports, 12(1), 11149. https://doi.org/10.1038/s41598-022-15182-x
Dadfarnia, S., & Shabani, A. M. H. (2010). Recent development in liquid phase microextraction for determination of trace level concentration of metals—A review. Analytica Chimica Acta, 658(2), 107–119. https://doi.org/10.1016/j.aca.2009.11.022
Deak, P., Knaup, J. M., Hornos, T., Thill, C., Gali, A., & Frauenheim, T. (2007). The mechanism of defect creation and passivation at the SiC/SiO2 interface. Journal of Physics d: Applied Physics, 40(20), 6242. https://doi.org/10.1088/0022-3727/40/20/S09
Demirel, S., Tuzen, M., Saracoglu, S., & Soylak, M. (2008). Evaluation of various digestion procedures for trace element contents of some food materials. Journal of Hazardous Materials, 152, 1020–1026.
Dokpikul, N., Chaiyasith, W. C., Sananmuang, R., & Ampiah-Bonney, R. J. (2018). Surfactant-assisted emulsification dispersive liquid-liquid microextraction using 2-thenoyltrifluoroacetone as a chelating agent coupled with electrothermal atomic absorption spectrometry for the speciation of chromium in water and rice samples. Food Chemistry, 246, 379–385. https://doi.org/10.1016/j.foodchem.2017.11.050
Duran, C., Soylak, M., Bulut, V. N., Gundogdu, A., Tufekci, M., Elci, L., & Senturk, H. B. (2007). Speciation of Cr(III) and Cr(VI) in environmental samples after solid phase extraction on amberlite XAD-2000. Journal of the Chinese Chemical Society, 54, 625–634. https://doi.org/10.1002/jccs.200700090
El-Feky, H. H., El-Bahy, S. M., Hassan, A. M., & Amin, A. S. (2023). Utility of a novel optical sensor design for ultra-trace detection of chromium colorimetrically in real environmental samples. International Journal of Environmental Analytical Chemistry, 103(16), 4031–4048. https://doi.org/10.1080/03067319.2021.1921759
Erarpat, S., Demir, C., Öner, M., & Bakırdere, S. (2022). Chromium speciation by the combination of high-performance liquid chromatography and inductively coupled plasma-optical emission spectrometry. Environmental Monitoring and Assessment, 194(10), 690. https://doi.org/10.1007/s10661-022-10395-z
Filik, H., Berker, K. I., Balkis, N., & Apak, R. (2004). Simultaneous preconcentration of vanadium (V/IV) species with palmitoyl quinolin-8-ol bonded to amberlite XAD 2 and their separate spectrophotometric determination with 4-(2-pyridylazo)-resorcinol using CDTA as masking agent. Analytica Chimica Acta, 518(1–2), 173–179. https://doi.org/10.1016/j.aca.2004.05.012
Gholami, A., & Maddahfar, M. (2016). Synthesis and characterization of novel samarium-doped CuAl2O4 and its photocatalytic performance through the modified sol–gel method. Journal of Materials Science: Materials in Electronics, 27(4), 3341–3346. https://doi.org/10.1007/s10854-015-4163-0
Ghosh, P., Kumar, R., Samanta, A. N., & Ray, S. (2013). Decontamination of tannery industry wastewater containing high organic load along with Cr3+: A comparative study. Asia-Pacific Journal of Chemical Engineering, 8(5), 645–656. https://doi.org/10.1002/apj.1705
Gjerde, D. T., Wiederin, D. R., Smith, F. G., & Mattson, B. M. (1993). Metal speciation by means of microbore columns with direct-injection nebulization by inductively coupled plasma atomic emission spectroscopy. Journal of Chromatography A, 640(1–2), 73–78. https://doi.org/10.1016/0021-9673(93)80170-D
Guo, F. Q., Huang, L. F., & Liang, Y. Z. (2003). Determination of trace Cr (III) and Cr (VI) in water samples with total differential spectrophotometric method after separation and preconcentration with levextrel resin. Chinese Journal of Analytical Chemistry, 31(10), 1250–1252.
Habila, M. A., Alothman, Z. A., El-Toni, A. M., Labis, J. P., & Soylak, M. (2016). Synthesis and application of Fe3O4@SiO2@TiO2 for photocatalytic decomposition of organic matrix simultaneously with magnetic solid phase extraction of heavy metals prior to ICP-MS analysis. Talanta, 154, 539–547. https://doi.org/10.1016/j.talanta.2016.03.081
Hu, J., Chen, C., Zhu, X., & Wang, X. (2009). Removal of chromium from aqueous solution by using oxidized multiwalled carbon nanotubes. Journal of Hazardous Materials, 162(2–3), 1542–1550. https://doi.org/10.1016/j.jhazmat.2008.06.058
Islam, A., Ahmad, H., Zaidi, N., & Kumar, S. (2016). A graphene oxide decorated with triethylenetetramine-modified magnetite for separation of chromium species prior to their sequential speciation and determination via FAAS. Microchimica Acta, 183(1), 289–296. https://doi.org/10.1007/s00604-015-1641-2
Jagirani, M. S., & Soylak, M. (2020). A review: Recent advances in solid phase microextraction of toxic pollutants using nanotechnology scenario. Microchemical Journal, 159, 105436. https://doi.org/10.1016/j.microc.2020.105436
Jalbani, N., & Soylak, M. (2015). Separation–preconcentration of nickel and lead in food samples by a combination of solid–liquid–solid dispersive extraction using SiO2 nanoparticles, ionic liquid-based dispersive liquid–liquid micro-extraction. Talanta, 131, 361–365. https://doi.org/10.1016/j.talanta.2014.07.099
Kanberoglu, G. S., Yilmaz, E., & Soylak, M. (2019). Application of deep eutectic solvent in ultrasound-assisted emulsification microextraction of quercetin from some fruits and vegetables. Journal of Molecular Liquids, 279, 571–577. https://doi.org/10.1016/j.molliq.2019.01.130
Karatepe, A., Korkmaz, E., Soylak, M., & Elci, L. (2010). Development of a coprecipitation system for the speciation/preconcentration of chromium in tap waters. Journal of Hazardous Materials, 173(1–3), 433–437. https://doi.org/10.1016/j.jhazmat.2009.08.098
Khan, W. A., Arain, M. B., & Soylak, M. (2020). Nanomaterials-based solid phase extraction and solid phase microextraction for heavy metals food toxicity. Food and Chemical Toxicology, 145, 111704. https://doi.org/10.1016/j.fct.2020.111704
Khomenkova, L., Sahu, B. S., Slaoui, A., & Gourbilleau, F. (2011). Hf-based high-k materials for Si nanocrystal floating gate memories. Nanoscale Research Letters, 6, 1–8.
Kowalski, Z. (1994). Treatment of chromic tannery wastes. Journal of Hazardous Materials, 37(1), 137–141. https://doi.org/10.1016/0304-3894(94)85042-9
Krishna, P. G., Gladis, J. M., Rambabu, U., Rao, T. P., & Naidu, G. R. K. (2004). Preconcentrative separation of chromium (VI) species from chromium (III) by coprecipitation of its ethyl xanthate complex onto naphthalene. Talanta, 63(3), 541–546. https://doi.org/10.1016/j.talanta.2003.11.032
Kwak, B. K., Park, D. S., Yun, Y. S., & Yi, J. (2012). Preparation and characterization of nanocrystalline CuAl2O4 spinel catalysts by sol–gel method for the hydrogenolysis of glycerol. Catalysis Communications, 24, 90–95. https://doi.org/10.1016/j.catcom.2012.03.029
Lee, D. Y., Lee, M. H., Kim, K. J., Heo, S., Kim, B. Y., & Lee, S. J. (2005). Effect of multiwalled carbon nanotube (M-CNT) loading on M-CNT distribution behavior and the related electromechanical properties of the M-CNT dispersed ionomeric nanocomposites. Surface and Coatings Technology, 200(5–6), 1920–1925. https://doi.org/10.1016/j.surfcoat.2005.08.024
Li, X., Hao, C., Tang, B., Wang, Y., Liu, M., Wang, Y., Mei, L., Wang, Y., Zhu, Y., Lu, C., & Tang, Z. (2017). Supercapacitor electrode materials with hierarchically structured pores from carbonization of MWCNTs and ZIF-8 composites. Nanoscale, 9(6), 2178–2187. https://doi.org/10.1039/C6NR08987A
Lopez-Garcia, I., Vicente-Martinez, Y., & Hernandez-Cordoba, M. (2012). Determination of very low amounts of chromium (III) and (VI) using dispersive liquid–liquid microextraction by in situ formation of an ionic liquid followed by electrothermal atomic absorption spectrometry. Journal of Analytical Atomic Spectrometry, 27(5), 874–880. https://doi.org/10.1016/j.talanta.2012.10.027
López-García, I., Briceño, M., Vicente-Martínez, Y., & Hernández-Córdoba, M. (2013). Ultrasound-assisted dispersive liquid–liquid microextraction for the speciation of traces of chromium using electrothermal atomic absorption spectrometry. Talanta, 115, 166–171. https://doi.org/10.1016/j.talanta.2012.10.027
Marguí, E., & Torrent, L. (2023). Simple method for Cr (VI) determination by liquid-liquid microextraction combined with total reflection X-ray fluorescence spectrometry: Application to water samples and industrial extracts. Spectrochimica Acta Part b: Atomic Spectroscopy, 204, 106682. https://doi.org/10.1016/j.sab.2023.106682
Marques, M. J., Salvador, A., Morales-Rubio, A., & De la Guardia, M. (2000). Chromium speciation in liquid matrices: A survey of the literature. Fresenius’ Journal of Analytical Chemistry, 367(7), 601–613. https://doi.org/10.1007/s002160000422
Mashhadizadeh, M. H., & Amoli-Diva, M. (2013). Atomic absorption spectrometric determination of Al 3+ and Cr 3+ after preconcentration and separation on 3-mercaptopropionic acid modified silica coated-Fe3O4 nanoparticles. Journal of Analytical Atomic Spectrometry, 28(2), 251–258. https://doi.org/10.1039/C2JA30286A
Michalke, B., Caroli, S. (2013) Speciation of trace elements. In: Essentials of medical geology. Springer, Dordrecht, 611–632. https://doi.org/10.1007/978-94-007-4375-5_27
Musielak, M., Serda, M., Gagor, A., Talik, E., & Sitko, R. (2024). Ultratrace determination and speciation of hexavalent chromium by EDXRF and TXRF using dispersive micro-solid phase extraction and tetraethylenepentamine graphene oxide. Spectrochimica Acta Part b: Atomic Spectroscopy, 213, 106863. https://doi.org/10.1016/j.sab.2024.106863
Narin, I., Soylak, M., Kayakirilmaz, K., Elci, L., & Dogan, M. (2002). Speciation of Cr (III) and Cr (VI) in tannery wastewater and sediment samples on Ambersorb 563 resin. Analytical Letters, 35(8), 1437–1452. https://doi.org/10.1081/AL-120006679
Narin, I., Kars, A., & Soylak, M. (2008). A novel solid phase extraction procedure on Amberlite XAD-1180 for speciation of Cr (III), Cr (VI) and total chromium in environmental and pharmaceutical samples. Journal of Hazardous Materials, 150(2), 453–458. https://doi.org/10.1016/j.jhazmat.2007.04.125
Nriagu, J. O., & Nieboer, E. (1988) (Eds.). Chromium in the natural and human environments, (Vol. 20). John Wiley & Sons, 1–45.
Ouejhani, A., Dachraoui, M., Lalleve, G., & Fauvarque, J. F. (2003). Hexavalent chromium recovery by liquid-liquid extraction with tributylphosphate from acidic chloride media. Analytical Sciences, 19(11), 1499–1504. https://doi.org/10.2116/analsci.19.1499
Outridge, P. M., & Scheuhammer, A. M. (1993). Bioaccumulation and toxicology of chromium: Implications for wildlife. Reviews of environmental contamination and toxicology, 130, 31–77. https://doi.org/10.1007/978-1-4613-9763-2_2
Ozkantar, N., Soylak, M., & Tuzen, M. (2020). Ultrasonic-assisted supramolecular solvent liquid-liquid microextraction for inorganic chromium speciation in water samples and determination by UV-vis spectrophotometry. Atomic spectroscopy, 41(1), 43–50. https://doi.org/10.46770/AS.2020.01.006
Ozturk, N., Yazar, M., Gundogdu, A., Duran, C., Senturk, H. B., & Soylak, M. (2021). Application of cherry laurel seeds activated carbon as a new adsorbent for Cr (VI) removal. Membrane and water treatment, 12(1), 11–21. https://doi.org/10.12989/mwt.2021.12.1.011
Prabhakaran, S. K., Vijayaraghavan, K., & Balasubramanian, R. (2009). Removal of Cr (VI) ions by spent tea and coffee dusts: Reduction to Cr (III) and biosorption. Industrial & Engineering Chemistry Research, 48(4), 2113–2117. https://doi.org/10.1021/ie801380h
Rahman, Z., & Singh, V. P. (2019). The relative impact of toxic heavy metals (THMs)(arsenic (As), cadmium (Cd), chromium (Cr)(VI), mercury (Hg), and lead (Pb)) on the total environment: An overview. Environmental Monitoring and Assessment, 191(7), 1–21. https://doi.org/10.1007/s10661-019-7528-7
Saber Tehrani, M., Afshar Ebrahimi, A., & Rastegar, F. (2004). Chromium speciation by surfactant assisted solid-phase extraction and flame atomic absorption spectrometric detection. Annali Di Chimica: Journal of Analytical, Environmental and Cultural Heritage Chemistry, 94(5–6), 429–435. https://doi.org/10.1002/adic.200490052
Saleh, T. A. (2016). Nanocomposite of carbon nanotubes/silica nanoparticles and their use for adsorption of Pb (II): From surface properties to sorption mechanism. Desalination and Water Treatment, 57(23), 10730–10744. https://doi.org/10.1080/19443994.2015.1036784
Salihu, S. O., & Bakar, N. K. A. (2018). A simple method for chromium speciation analysis in contaminated water using APDC and a pre-heated glass tube followed by HPLC-PDA. Talanta, 181, 401–409. https://doi.org/10.1016/j.talanta.2018.01.041
Saracoglu, S., Saygi, K. O., Uluozlu, O. D., Tuzen, M., & Soylak, M. (2007). Determination of trace element contents of baby foods from Turkey. Food Chemistry, 105, 280–285.
Saracoglu, S., Yilmaz, E., & Soylak, M. (2012). Speciation of chromium after coprecipitation with Cu-violuric acid and determination by flame atomic absorption spectrometry. Current Analytical Chemistry, 8(3), 358–364. https://doi.org/10.2174/157341112801264888
Sarafraz-Yazdi, A., & Amiri, A. (2010). Liquid-phase microextraction. TrAC Trends in Analytical Chemistry, 29(1), 1–14. https://doi.org/10.1016/j.trac.2009.10.003
Saravanan, S., & Dubey, R. S. (2020). Synthesis of SiO2 nanoparticles by sol-gel method and their optical and structural properties. Rom. J. Inf. Sci. Technol, 23, 105–112.
Sereshti, H., Khojeh, V., & Samadi, S. (2011). Optimization of dispersive liquid–liquid microextraction coupled with inductively coupled plasma-optical emission spectrometry with the aid of experimental design for simultaneous determination of heavy metals in natural waters. Talanta, 83(3), 885–890. https://doi.org/10.1016/j.talanta.2010.10.052
Shemirani, F., Abkenar, S. D., Kozani, R. R., Niasari, M. S., & Mirroshandel, A. A. (2004). The application of cloud point extraction for the preconcentration and speciation of chromium by flame atomic absorption spectrometry. Canadian Journal of Analytical Sciences and Spectroscopy, 49(1), 31–36.
Shen, M., Lv, H., Qu, Y., Xue, A., Li, S., & Chen, H. (2010). Study on adsorption of Fe(III) and Cr(III) by crosslinked carboxymethyl konjac glucomannan. Ion Exchange and Adsorption, 26, 193–201.
Soylak, M., Elci, L., & Doğan, M. (1993). Determinations of some trace metals in dialysis solutions by atomic absorption spectrometry after preconcentration. Analytical Letters, 26(9), 1997–2007. https://doi.org/10.1080/00032719308017446
Soylak, M., Ahmed, H. E. H., & Ozalp, O. (2022). Determination of propineb in vegetable samples after a coprecipitation strategy for its separation-preconcentration prior to its indirect determination by FAAS. Food Chemistry, 388, 133002. https://doi.org/10.1016/j.foodchem.2022.133002
Soylak, M., Çoban, A. N., & Ahmed, H. E. H. (2024b). Micro solid phase extraction of lead and cadmium using functionalized nanodiamonds@ CuAl2O4@ HKUST-1 nanocomposite for FAAS analysis in food and water samples. Food Chemistry, 442, 138426. https://doi.org/10.1016/j.foodchem.2024.138426
Soylak, M., Aksu, B., & Ahmed, H. E. H. (2024). Carboxylated nanodiamonds@ CuAl2O4@ TiO2 nanocomposite for the dispersive micro-solid phase extraction of nickel at trace levels from food samples. Food chemistry, 445, 138733. https://doi.org/10.1016/j.foodchem.2024.138733
Tarigh, G. D., Bakhtiari, M., Shemirani, F. (2020). In-situ immobilization of hydrophobic task-specific room temperature ionic liquid as a modifier on the magnetic multi-wall carbon nanotube: A prospect for speciation of Cr (III) and Cr (VI). The Open Access Journal of Science and Technology, 8, 8.
Tel, H., Altaş, Y., & Taner, M. S. (2004). Adsorption characteristics and separation of Cr (III) and Cr (VI) on hydrous titanium (IV) oxide. Journal of Hazardous Materials, 112(3), 225–231. https://doi.org/10.1016/j.jhazmat.2004.05.025
Tripathi, R. M., Raghunath, R., Vinod Kumar, A., & Krishnamoorthy, T. M. (1998). Intake of chromium by the adult population of Mumbai city. Environmental Monitoring and Assessment, 53(2), 379–389. https://doi.org/10.1023/A:1005955603789
Tuzen, M., & Soylak, M. (2006). Chromium speciation in environmental samples by solid phase extraction on Chromosorb 108. Journal of Hazardous Materials, 129(1–3), 266–273. https://doi.org/10.1016/j.jhazmat.2005.08.046
Wang, W., Dai, X., Guo, W., Jin, L., & Hu, S. (2020). Field-based speciation of inorganic Sb using ion-exchange resin cartridge and ICP-MS detection. Atomic spectroscopy, 41(2), 74–8. https://doi.org/10.46770/AS.2020.02.004
Yalçin, S., Apak, R., Hizal, J., & Afşar, H. (2001). Recovery of copper (II) and chromium (III, VI) from electroplating-industry wastewater by ion exchange. Separation Science and Technology, 36(10), 2181–2196. https://doi.org/10.1081/SS-100105912
Yan, J., Zhang, C., Wang, C., Lu, D., & Chen, S. (2023). Direct immersion dual-drop microextraction for simultaneous separation and enrichment of Cr (III) and Cr (IV) in food samples prior to graphite furnace atomic absorption spectrometry detection. Food Chemistry, 406, 134276. https://doi.org/10.1016/j.foodchem.2022.134276
Funding
Open access funding provided by the Scientific and Technological Research Council of Türkiye (TÜBİTAK). The authors are grateful for the financial support of the Unit of Scientific Research Projects of Erciyes University (FDK-2022–11485). Dr. Mustafa Soylak thanks the Turkish Academy of Sciences for the financial support.
Author information
Authors and Affiliations
Contributions
Hassan Elzain Hassan Ahmed: methodology, visualization, and writing—review and editing. Mustafa SOYLAK: methodology, visualization, supervision, and writing—review and editing.
Corresponding author
Ethics declarations
Ethical Approval
The work on this manuscript met all ethical standards required for research publication. No experiments with animals were performed.
Consent to Participate
Human beings were not studied in this work.
Consent for Publication
All authors willfully took part in this study, contributed to its content, and were informed on the progress of manuscript preparation.
Competing Interests
The authors declare no competing interests.
Additional information
Publisher's Note
Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
Rights and permissions
Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/.
About this article
Cite this article
Ahmed, H.E.H., Soylak, M. A MWCNTs@CuAl2O4@SiO2 Nanocomposite for the Speciation of Cr(III), Cr(VI), and Total Chromium Prior to High-Resolution Continuum Source Flame Atomic Absorption Spectrometric Determination. Water Air Soil Pollut 235, 217 (2024). https://doi.org/10.1007/s11270-024-07020-9
Received:
Accepted:
Published:
DOI: https://doi.org/10.1007/s11270-024-07020-9