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Original article
11 2023
:16;
105282
doi:
10.1016/j.arabjc.2023.105282

Sonochemical synthesis and characterization of holmium stannate nanostructures and their application as photocatalyst for degradation of organic pollutants under simulated sunlight

Department of Chemistry, College of Education, University of Al-Qadisiyah, Diwaniyah, Iraq
Institute of Nano Science and Nano Technology, University of Kashan, Kashan P. O. Box.87317-51167, Iran
Department of Chemistry Pharmaceutical, College of Pharmacy, University of Al-Qadisiyah, Diwaniyah, Iraq

⁎Corresponding author. salavati@kashanu.ac.ir (Masoud Salavati-Niasari)

Disclaimer:
This article was originally published by Elsevier and was migrated to Scientific Scholar after the change of Publisher.

Peer review under responsibility of King Saud University.

Abstract

Manufactured coloring agents are present in our life since they exist in different derivatives varying from furniture to leather accessories to clothes. These toxic combinations are the main components of industrial waste. Diverse techniques have been designed to withdraw organic pollutants from nature. In the present work, an environmentally friendly sonochemical procedure was performed to obtain holmium stannate (Ho2Sn2O7) nanoparticles with enhanced photocatalytic performance. The effect of sonication time and power was studied on the structure, morphology, and purity. Ho2Sn2O7 were used as a photocatalyst in the UV area due to its suitable bandgap (3.9 eV). The photocatalytic tests indicate that Ho2Sn2O7 nanostructures can degrade organic dyes, such as Eriochrome Black T (ECBT), malachite green (MG), and rhodamine B (RhB) in high values. Therefore, the degradation rate is 95.0% under ideal circumstances, which include 100 mg of catalyst and 10 ppm ECBT. According to the kinetics study, the superior rate constant (k = 0.0198 min−1) results in the maximum photocatalytic efficiency (95.0%). Superoxide radicals (O2) and holes (h+) were found to be the most active radicals implicated in the degradation of ECBT and erythrosine by the scavenger's test.

Keywords

Holmium Stannate Nanostructures
Effluents
Sonochemical Synthesis
Photodegradation
Eriochrome black T
PubMed
1

1 Introduction

Over the past decades, billions of harmful and hazardous contaminants have been discharged into the environment with the fast development of modern industry and agriculture, which remarkably endangers the survival and progress of human beings and the balance of nature (Ali et al., 2020; Arumugam et al., 2021). Among the types of contaminants, organic contaminants in the water and air have provoked widespread concentration since they are potentially carcinogenic and mainly toxic. Organic contaminants in inside/outside air are mostly disgorged from the textile fabrics, chemical processing industries, indoor furniture coatings, and construction/building materials, etc (Chankhanittha et al., 2020; D. Chen et al., 2020; Kim et al., 2018). Multifarious investigations have demonstrated that organic contaminants in the air are biologically harmful, which can annihilate the ozone layer and boost the formation of photochemical smog, haze, and particulate matter (S. Chen et al., 2020; Mellouki et al., 2015). Also, post-release organic contaminants in the aquatic environment can generate a variety of ecological concerns, even on a small scale, such as negative impacts on aquatic organisms, expanding biochemical oxygen, and clogging of wastewater treatment plants (C.-C. Wang et al., 2014). There are more than 100,000 commercially available dyes with over 7 × 105 tons per year (Chong et al., 2010; C.-C. Wang et al., 2014). These organic dyes are chemically durable and non-biodegradable in water and endanger the environment. Therefore, green approaches for treatment of organic contaminants with high performance and low expense are in critical ultimatum with the increasing concentration on environmental protection and human health. Nowadays, the adsorption procedure and decomposition by photocatalytic reactions are supposed to be the preceding techniques for terminating organic contaminants from contaminated water and air (Corredor et al., 2021; Gao et al., 2017; Vellingiri et al., 2016). Various research concentrated on the adsorption technique because of its facile operation and simple design (Chen et al., 2010; Vellingiri et al., 2016). Nevertheless, the adsorption method only transmits contaminants from one phase to another phase and reduces their concentration instead of removing them (Yu et al., 2007; Zamora-Ledezma et al., 2021). On the contrary, photocatalysis is a more comprehensive procedure for environmental restoration as it could entirely mineralize organic contaminants into innocuous minerals H2O and CO2 under mild circumstances without secondary contamination (Wen et al., 2019).

Additionally, photocatalysis can operate the unlimited sunlight in the photodegradation procedure, preserving a lot of energy (Ahmed et al., 2017). The development of photocatalytic materials is the key to using photocatalytic technology. Nowadays, several photocatalysts have been fabricated and employed for the destruction of organic contaminants in both gaseous and liquid media (Amiri et al., 2017), CdS (Aihemaiti et al., 2021), TiO2 (Kumar et al., 2022; Li et al., 2022), and ZnO (Aftab et al., 2022; Shkir et al., 2022). When the energy supplied by light radiation is greater than or equal to the bandgap energy of semiconductors, electrons (e) in the valence band (VB) are excited to the conduction band (CB), while the holes (h+) stay in the valence band. Reduction and oxidation half-reactions are then performed with electrons and holes, respectively (Serpone & Emeline, 2012). Nevertheless, these photocatalysts frequently undergo the fast recombination of photoinduced electron-hole (e--h+) pairs, leading to inferior photocatalytic performance and insufficient functional applications in the remediation of environmental (Qiu et al., 2018). Hence, investigating new photocatalysts has been drawing tremendous concentration.

Recently, lanthanide-based binary oxides, which crystallize in the pyrochlore structure have acquired a great deal of awareness because of their versatile uses. Their attributes, including ionic conductivity (Sibi et al., 2009), semiconducting behavior (Deepa et al., 2009), ferromagnetism (Knoke et al., 2007), radiation stability (Ewing et al., 2004), luminescence (Zhang et al., 2008), have been investigated in their individual domains of applications. Pyrochlore-type oxides have found their applications as dielectric ceramics for microwave wireless transmission apparatuses, oxygen conductors in fuel cells, anti-reflective/protective coatings, and refractory matrixes for optical instruments, catalysts, nuclear waste-storage materials (Chow et al., 1993) and solid electrolytes (Basu, 2007) in the intermediate temperature solid oxide fuel cells (IT-SOFC). Pyrochlore-based structures of stannates, zirconates, and titanates have been broadly studied with the formation of nuclear waste (de los Reyes et al., 2013; Ewing et al., 2004; Lang et al., 2010). Lanthanide stannate pyrochlores (Ln2Sn2O7) reveal much higher variability in response to ion radiation than lanthanide titanate pyrochlores (Ln2Ti2O7), which are typically prone to radiation-induced amorphization (Kong et al., 2014). Nevertheless, one of the contributing aspects behind this variation is the problem in assembling high-density lanthanide stannate pyrochlore ceramics.

There are several methods to fabricate nanostructures, including hydrothermal, sol–gel, microwave, sonochemical, co-precipitation, chemical vapor deposition, etc. The sonochemical method, also known as ultrasonic synthesis or ultrasonic-assisted synthesis, offers several advantages over other fabrication methods for the preparation of nanomaterials, including high efficiency, uniform particle size distribution, reduced reaction time, control over particle size and morphology, energy-efficient process, versatility, and scalability (Tian et al., 2020). This study aims to fabricate and characterize the structural pyrochlore Ho2Sn2O7 and scrutinizing the photocatalytic activity while keeping the pyrochlore structure. For this purpose, Ho2Sn2O7 was fabricated by a facile sonochemical method and the effect of sonication power and time was studied on the morphology, purity, and structure.

2

2 Material and methods

2.1

2.1 Preparation of holmium stannate nanostructures

First, 320 mg of holmium nitrate hexahydrate (0.7 mmol) and 240 mg of tin(IV) chloride pentahydrate (0.68 mmol) were weighed separately and dissolved in a small amount of distilled water. The two solutions were added to each other and mixed. Ammonia was added dropwise to the resulting solution until the pH of the solution reached 11 under ultrasound waves (60 W) for 15 min. The formed colloidal sediments were washed 5 times with distilled water, dried in an oven, and calcined in a furnace at 900 °C for 5 h. Table 1 and Scheme 1 reveals the different preparation conditions of Ho2Sn2O7 nanostructures.

Table 1 Preparation condition of Ho2Sn2O7.
Sample No. Sonication time (min) Sonication power (W) Calcination temp. (℃) Calcination time (h) Crystal size (nm) Particle size (nm)
1 15
10
15
60 900 5 39.63 45.8
2 60 39.57 29.1
3 80 39.59 50.6
Schematic diagram of fabrication process of Ho2Sn2O7.
Scheme 1
Schematic diagram of fabrication process of Ho2Sn2O7.

2.2

2.2 Photocatalytic procedure

The photocatalytic efficiency of rhodamine B (RhB), eriochrome black T (ECBT), and malachite green (MG) pollutants has been considered to compare the photocatalytic performance of Ho2Sn2O7 nanostructures beneath UV light. 100 mg nanocatalyst was added to 10 ppm organic pollutants (RhB, MG, and ECBT) in each test. The suspension of organic contaminants and catalysts was aerated in the dark for 30 min to achieve the adsorption–desorption balance. The mixture was then exposed to ultraviolet radiation (400 W Osram light). At 20-minute intervals, 2 mL of the solution was removed. After centrifugation, the adsorption of each sample was measured. The destruction efficiency was determined as follow (Monsef & Salavati-Niasari, 2018):

(1)
% D e s t r u c t i o n e f f i c i e n c y = A 0 - A t A 0 × 100

Where A0 and At are the UV–Vis absorption values of the dye solution before and after exposure.

2.3

2.3 Physical instruments

XRD patterns were registered to utilize an X-ray diffractogram (Philips) among X' Pert Pro sieved through copper Kα irradiation (λ = 15.4 nm). FT-IR spectra of nanomaterials the samples were recorded by a Shimadzu Varian 4300 spectrophotometer in KBr pellets in the range of 400 to 4000 cm−1. The element examination from the samples was registered using the EDS analysis device with 20 kV stimulating charge. The tiny structure of the outcomes were procured over a MIRA 3 TESCAN field emission scanning electron microscopy. Before catching images, the products were coated by a thin transparent coating of gold to avoid charge accretion and create the product exterior conductive, and achieving a greater dissimilarity. The surface areas (BET) were defined through N2 adsorption at −196 ˚C using an automatic gas adsorption analysis device (Tristar 3000, Micromeritics). Diffuse reflectance UV–vis spectroscopy was performed with a Shimadzu UV/3101 PC ranging from 200 and 800 nm. An MPI Ultrasonic; welding, 1000 W, 20 kHz, Switzerland (multi-wave ultrasound generator) was provided by a transducer/converter. A titanium oscillator was utilized for the ultrasound radiation. Transmission electron microscope (TEM) was carried out employing a TEM Philips EM208 with an accelerating voltage of 100 kV.

3

3 Results and discussion

3.1

3.1 Characterization

Fig. 1a demonstrates the XRD pattern of holmium stannate with JCPDS No. 013–0179 having a cubic structure (space group = Fd-3 m) prepared in 15 min and 60 W of sonication. The XRD pattern of Ho2Sn2O7 prepared in 10 min and 60 W of sonication is depicted in Fig. 1b, showing all diffraction peaks are matched with Ho2Sn2O7 (JCPDS No. 013–0179). Additional remarks on the XRD patterns indicate that both Ho2Sn2O7 specimens (Fig. 1a and 1b) have specific intense diffraction peaks, proposing that these nanostructures possess a higher degree of crystallinity. While Ho2Sn2O7 prepared in 15 min and 80 W of sonication reveals broader peaks, offering variations in crystallinity and a systematic lattice shift (Fig. 1c). Therefore, the optimum time and power of sonication were chosen to be 15 min and 60 W. The crystallite size of the products was obtained to be about 39 nm (Table 1) utilizing the Scherrer equation (Tahir et al., 2020).

(2)
D = 0.9 λ β cos θ
XRD patterns of Ho2Sn2O7 at different power and time of sonication: (a) 15 min, 60 W, (b)10 min, 60 W, and (c) 15 min, 80 W.
Fig. 1
XRD patterns of Ho2Sn2O7 at different power and time of sonication: (a) 15 min, 60 W, (b)10 min, 60 W, and (c) 15 min, 80 W.

Ho2Sn2O7 nanoparticles are generated via ultrasonic radiation. Suitable structures in the nano-scales shape are composed via cavitation produced by ultrasonic waves. According to hot-spot theory, extreme temperatures and tensions are produced with high energies and create active species of radicals (Dheyab et al., 2020). The progress of the fabrication mechanism of the product via the sonochemical approach is displayed below:

(3)
H2O → •H + •OH
(4)
•OH + •OH → H2O2
(5)
•H + •H → H2
(6)
•H + O2 → •O2H
(7)
•H + •O2H → H2O2
(8)
2•O2H → H2O2 + O2
(9)
H2O + NH3 + •H → OH + NH4+
(10)
Sn4+ + OH → Sn(OH)4
(11)
Ho3+ + OH + Sn(OH)4 → Ho2Sn2O7 nanostructures

A non-destructive FTIR spectroscopy approach is operated to specify related functional groups in the composition. Depending on the geometrical structure of the adjacent oxygen, in pyrochlore combinations, the metal ions are located in two separate sub-lattices specified as octahedral (N site) and tetrahedral (M site). Pyrochlore oxides have been declared to display seven IR peaks in the wavelength range 500–750 cm−1 originating from the bending and vibration of the metal–oxygen (M−O) bonds in the pyrochlore oxide IR spectrum. The peak arrives at around 400 cm−1 due to the M−O stretching vibrations in the NO6 octahedron, and the N-O stretching vibrations are located at 600 cm−1 (Yang et al., 2011). Fig. 2 illustrates the FT-IR spectrum of Ho2Sn2O7 in the wavelength range of 400–4000 cm−1. The absorption bands at 441 cm−1 and 608 cm−1 elucidated the Ho-O and Sn-O vibrations, respectively. The stretching vibration of OH groups bound to the surface of Sn4+ and Ho3+ ions is located at 3437 cm−1 (Wang et al., 2012). The bending vibration of OH groups is placed at 1633 cm−1.

FTIR spectrum of Ho2Sn2O7 (15 min, 60 W).
Fig. 2
FTIR spectrum of Ho2Sn2O7 (15 min, 60 W).

Fig. 3 unveils the FESEM images of Ho2Sn2O7 nanostructures at different times and powers of sonication. Very uniform nanoparticles with an average diameter of 45.8 nm are composed when the time and power of sonication were 15 min and 60 W (Fig. 3a and 3b). The reduction of time from 15 min to 10 min results in some agglomeration in some areas; however, the medium diameter of particles is 29.1 nm (Fig. 3c and 3d). Increasing the power of sonication from 60 to 80 W causes the particles to stick together and increases the agglomeration (Fig. 3e and 3f). The average particle size in this sample is 50.6 nm. Fig. 4 confirms the average diameter of Ho2Sn2O7 nanoparticles is about 45.0 nm. The homogenous nanoparticles are also observed in Fig. 4.

FESEM images of Ho2Sn2O7 at different power and time of sonication: (a and b) 15 min, 60 W, (c and d) 10 min, 60 W, and (e and f) 15 min, 80 W.
Fig. 3
FESEM images of Ho2Sn2O7 at different power and time of sonication: (a and b) 15 min, 60 W, (c and d) 10 min, 60 W, and (e and f) 15 min, 80 W.
TEM images of Ho2Sn2O7 (15 min, 60 W).
Fig. 4
TEM images of Ho2Sn2O7 (15 min, 60 W).

The EDX result of Ho2Sn2O7 nanoparticles at different times and powers of sonication are displayed in Fig. 5, that the peaks of Ho, Sn, and O confirm the formation of each product purely.

EDS spectra of Ho2Sn2O7 at different power and time of sonication: (a) 15 min, 60 W, (b)10 min, 60 W, and (c) 15 min, 80 W.
Fig. 5
EDS spectra of Ho2Sn2O7 at different power and time of sonication: (a) 15 min, 60 W, (b)10 min, 60 W, and (c) 15 min, 80 W.

The porosity of Ho2Sn2O7 nanoparticle has been disclosed in Fig. 6. The isotherm category of Ho2Sn2O7 nanoparticles is related to type III and H3-type hysteresis (Fig. 6a). Total pore volume was obtained at 0.182 cm3g−1, average pore diameter was estimated at 27.5 nm, and specific surface (aBET) was achieved at 26.47 m2g−1. Fig. 6b manifests the pore size distribution procured from desorption part of the isotherm via the BJH technique. It can be seen that the pore distribution of the generated Ho2Sn2O7 is one-peak.

a) N2 adsorption/desorption isotherm, b) BJH plot of Ho2Sn2O7 (15 min, 60 W).
Fig. 6
a) N2 adsorption/desorption isotherm, b) BJH plot of Ho2Sn2O7 (15 min, 60 W).

UV–vis analysis was performed to embody the energy structure of as-prepared samples. The optical attributes of Ho2Sn2O7 nanoparticles are manifested in Fig. 7. The most absorption peaks are in wavelength of 400–650 nm (Fig. 7a), which belong to stannate nanostructures (Dorraji et al., 2017). The optical bandgap energy is determined by the absorbance energy and photon, which was calculated using Tauc method utilizing the following equation:

(12)
A h υ - B . G . = α h υ n
a) drs spectrum, b) (αhυ)2 vs. hυ plot of Ho2Sn2O7 (15 min, 60 W).
Fig. 7
a) drs spectrum, b) (αhυ)2 vs. hυ plot of Ho2Sn2O7 (15 min, 60 W).

Where υ, α, h, A, and B.G. are the frequency, absorbance, Planck constant, material constant, and optical bandgap, respectively. The energy bandgap of the sample is calculated at 3.9 eV by linear extrapolation of (αhυ)2 versus hυ to zero (Fig. 7b) (Ghanbari & Salavati-Niasari, 2018).

3.2

3.2 Photocatalytic behavior and kinetic study

The photocatalytic performance of different dosage of Ho2Sn2O7 NPs was considered over three different organic dyes, including eriochrome black T (ECBT), malachite green (MG), and rhodamine B (RhB). The results of photocatalytic activity are demonstrated in Fig. 8. The photodegradation percentage of ECBT in the presence of 100 mg, 70 mg, and 50 mg of Ho2Sn2O7 is 95%, 70%, and 55%, respectively (Fig. 8a). In addition, the degradation percentage of MG in the presence of 100 mg, 70 mg, and 50 mg of Ho2Sn2O7 are 81%, 71%, and 55%, respectively (Fig. 8c). As observed in Fig. 8e, increasing the Ho2Sn2O7 content also increased the photocatalytic activity of RhB. Increasing the catalyst content increases the surface area available for dye adsorption. This allows more organic dye molecules to come into contact with the catalyst, increasing the chances of a photocatalytic reaction taking place. On the other hand, catalysts provide active sites where chemical reactions can occur. Increasing the catalyst content increases the number of active sites available for dye molecules to interact with, leading to higher photocatalytic activity. Besides, catalysts can absorb light energy and transfer it to the organic dye molecules, promoting their excitation and subsequent reaction. Increasing the catalyst content increases the amount of light absorbed by the system, thereby enhancing its overall photocatalytic activity. Additionally, catalysts facilitate electron transfer between themselves and organic dyes during a photocatalytic reaction. Increasing the catalyst content increases the availability of catalyst particles, allowing for faster and more efficient electron transfer processes, which in turn enhances photocatalytic activity. Overall, increasing the catalyst content in a photocatalytic system provides more opportunities for interaction between organic dyes and catalysts, leading to improved efficiency and higher photocatalytic activity. Table 2 reviews the photocatalytic efficiency of different lanthanide stannate pyrochlores and shows that Ho2Sn2O7 nanostructures can compete well with other lanthanide stannate compounds. Besides, to explore the kinetic impact of samples corresponding to the Langmuir–Hinshelwood system, the values of the remarkable degree of reaction can be developed as follows:

(13)
ln C 0 C = k t
Photodegradation of three organic dyes over different Ho2Sn2O7 dosages, and Plots of ln(C0/C) vs time (a and b) ECBT, (c and d) MG, and (e and f) RhB below UV radiation.
Fig. 8
Photodegradation of three organic dyes over different Ho2Sn2O7 dosages, and Plots of ln(C0/C) vs time (a and b) ECBT, (c and d) MG, and (e and f) RhB below UV radiation.
Table 2 Comparison of photocatalytic activity of Lanthanide stannate pyrochlores.
Catalyst Synthesis method Degradation (%) Dosage Dye Light source Ref.
Ho2Sn2O7 Sonochemical 95.0 100 mg ECBT UV This work
La2Zr2O7 Sol-gel 57.8 10 mg Tetracycline visible (Wang et al., 2020)
LaCeZr2O7 Hydrothermal 93.0 Indisole Blue UV (Gohar et al., 2020)
La2Sn2O7 Hydrothermal 95.0 1 g/L MO UV (Zeng et al., 2007)
Dy2Sn2O7 Combustion 92.1 76 mg Acid Violet 7 visible (Zinatloo-Ajabshir et al., 2020)
LaDySn2O7 Hydrothermal 94.6 direct Indisole blue UV (Gohar et al., 2019)
Yb2Sn2O7 Hydrothermal 93.0 MO UV (W. Wang et al., 2014)
(SrCe)2Sn2O7 Hydrothermal 51.0 4-Nitrophenol visible (Jayaraman & Mani, 2019)

Where C0 and Ct are the concentration of pollutant in t = 0 and t min and k is the pseudo-first-order rate constant (min−1). The first-order constant k was obtained from ln(C0/C) linear correlations versus time. The rate constant for Ho2Sn2O7 NPs catalyst is the highest value k = 0.0198 min−1 (Fig. 8b, 8d, and 8f).

Fig. 9 exhibits the effect of scavengers on the photodegradation of ECBT. Three different scavengers, such as EDTA, benzoic acid and benzoquinone were utilized to capture positive holes, hydroxyl radicals, and superoxide radicals, respectively (Sabounchei et al., 2017; Wang et al., 2018; Yin et al., 2020). The degradation efficiency was not reduced in the presence of benzoic acid. An apparent decrease in photocatalytic efficiency was observed by the addition of EDTA and benzoquinone. In short, the effects of different scavengers showed that h+ and O2 recreated influential roles and •OH played an unrelated part in the decolorization of ECBT. Radical formation is largely interrelated in aqueous media, and the radical concentration is influenced by other radicals (Scheme 2). Consequently, the pertinent reactions on the Ho2Sn2O7 surface that cause the dye deterioration are depicted below (Dionysiou et al., 2004; Konstantinou & Albanis, 2004):

(14)
Ho2Sn2O7 + hν (Visible) → Ho2Sn2O7 (e + h+)
(15)
Ho2Sn2O7 (h+) + H2O → Ho2Sn2O7 + H+ + OH•
(16)
Ho2Sn2O7 (h+) + OH → Ho2Sn2O7 + OH•
(17)
Ho2Sn2O7 (e) + O2 → Ho2Sn2O7 + O2
(18)
O2 + e- → O2
(19)
H2O + h+ → •OH + H+
(20)
H+ + O2 + e- → HOO•
(21)
H2O + HOO• → •OH + H2O2
(22)
2H+ + O2 + e- → H2O2
(23)
H2O2 + e- → OH + •OH
(24)
h+ + OH → •OH
Effect of various scavengers.
Fig. 9
Effect of various scavengers.
Schematic diagram of photodegradation of organic pollutants.
Scheme 2
Schematic diagram of photodegradation of organic pollutants.

Eriochrome black T + (O2 or h+ active species) → Degradation products + CO2 + H2O (24).

Eriochrome black T + h+ → •Eriochrome black T+ → Degradation products (25).

O2 or h+ + •Eriochrome black T+ → Degradation products (26).

4

4 Conclusions

Shortly, Ho2Sn2O7 nanoparticles were synthesized via a sonochemical path desiring UV-sensitive catalyst to destroy organic pollutants from water. Effect of nanocatalyst content, dye types, and scavenger kinds was monitored on performance of photocatalytic reaction. According to the DRS data, this compound has an appropriate bandgap (3.9 eV) in UV region. The photocatalytic behavior of Ho2Sn2O7 nanoparticles exhibited that this compound has high potential in the destruction of organic dyes, so, 100 mg Ho2Sn2O7 can degrade 95.0% of 10 ppm eriochrome black T under UV light. The kinetics study showed that a higher rate constant belongs to the highest photocatalytic performance (k = 0.0198 min−1). Furthermore, three types of scavengers, such as benzoic acid, EDTA, and benzoquinone, were applied to explore the possible mechanism of photodegradation to capture hydroxyl radicals, positive holes, and superoxide radicals, respectively. Finally, superoxide radicals and positive holes were found to support the degradation of ECBT in the UV region.

CRediT authorship contribution statement

Makarim A. Mahdi: Software, Investigation, Methodology. Zeinab Talebzadeh: Investigation, Methodology, Formal analysis, Software. Safaa H. Ganduh: Writing – review & editing, Data curation. Zainab Mohmmad Burhan: Writing – review & editing, Validation. Layth S. Jasim: Writing – review & editing, Visualization. Masoud Salavati-Niasari: Software, Formal analysis, Methodology, Writing – review & editing, Writing – original draft, Conceptualization, Supervision, Project administration, Investigation, Data curation, Validation, Resources, Visualization, Funding acquisition.

Acknowledgment

Financial support from the University of Kashan, Grant No (159271/ZT2), and the Iran National Science Foundation (INSF, 97017837) is acknowledged.

Declaration of Competing Interest

The authors declare that they have no known competing financial interests or personal relationships that could have appeared to influence the work reported in this paper.

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