CiteScore: 2.1     h-index: 21

Document Type : Original Research Article

Authors

1 Department of Medical Engineering, AL-Nisour University College, Baghdad, Iraq

2 Department of Medical Engineering Al-Manara College For Medical Sciences, Maysan, Iraq

3 Al-Farahidi University, College of Medical Technology, Medical Lab. Techniques Department, Baghdad, Iraq

4 College of Pharmacy, National University of Science and Technology, Dhi Qar, Iraq

5 Department of Medical Engineering, Al-Hadi University College, Baghdad, 10011, Iraq

6 Department of Pharmacy, Al-Zahrawi University College, Karbala, Iraq

7 Department of Medical Engineering, Mazaya University College, Nasiriyah, Dhi Qar, Iraq

Abstract

Heterogeneous photocatalysts have been widely utilized for the degradation of pharmaceuticals in wastewater. Under UV light irradiation, photocatalysis of the Sulfadiazine Hydrochloride (SFD) drug in wastewater using Pd/ZnO nanocomposite was studied. The nanocomposite was prepared using a hydrothermal process. The incorporation of Pd nanoparticles into the ZnO nanostructure increased the porosity and surface area, as well as the number of functional and active sites of the nanocomposite, which can improve the photocatalytic process of drug removal. According to structural analyses using TEM and SEM, Pd/ZnO refers to a highly stable and architectural morphology. The photocatalytic degradation process revealed that after 60 min, it led to the removal of the SFD drug, and a degradation efficiency of up to 85.77% was obtained using ZnO NPs, while the complete Pd/ZnO nanocomposite photocatalytic process was obtained after 60 min, with a degradation efficiency of up to 92.25%. The high effectiveness of the prepared surface of the Pd/ZnO nanocomposite on the degradation of SFD drugs from aqueous solutions was confirmed, and the results showed the effective performance of the prepared photocatalyst in the removal of drugs. Likewise, reuse and regeneration have an important role to play in reducing the economic cost and secondary pollution, as the Pd/ZnO nanocomposite has a good ability to regenerate compared to zinc oxide, with a high percentage (92.25% to 82.87%) of four cycles.

Graphical Abstract

Improved Photocatalytic Degradation of Pharmaceutical Compounds from Aqueous Solutions Using Pd/Zno Nanocomposite as a Model of Environmental Applications

Keywords

Main Subjects

Introduction

The influence of pollutants in wastewater on the aquatic environment is among the main topics that have been studied in recent years due to the release of effluents of pharmaceutical pollutants into wastewater. Its presence in water can interact with some other compounds and change its physical and chemical properties to more dangerous compounds. Many studies have been conducted using different metal oxides. However, titanium dioxide nanoparticles (TiO2 NPs) and Zinc Oxide nanoparticles (ZnO NPs) have been usually utilized either as semiconductors or nanoparticles in several applications especially in wastewater treatment [1-6]. There are many semiconductor photo catalysts such as ZnO, ZnS, CdS, CdSe, TiO2, etc. and have found widespread interest for the removal of many pharmaceuticals in water. Among the most important semiconductors whose photocatalytic properties have been studied, zinc oxide disks are the most important and widely used, because they are effective, environmentally friendly, inexpensive, stable, and harmless [7-12].

Zinc Oxide is one of the most important metal oxides and is considered one of the most exploited n-type semiconductors, which has been given priority due to its multifunctionality and is used in various applications. Metal oxide can also be manufactured by hydrolysis, pyrolysis, precipitation, electrophoresis, hydrothermal treatment, chemical methods, and gelation processes [13-16].

Sulfadiazine Hydrochloride (SFD), also known as 4-amino-N-2-pyrimidinylbenzenesulfonamide with the chemical formula C10H10N4O2S (refer to Figure 1), is an antibiotic belonging to the sulfonamide group. It is used to treat various infections such as trachoma, urinary tract infections, systemic bacterial infections, ocular toxoplasmosis. Sulfadiazine is included in pharmacopeias and may contain non-pharmacopeias impurities [17-19].

Figure 1. Chemical structure sulfadiazine hydrochloride (SFD) drug

Experimental

All chemicals used in the preparation of ZnO nanoparticles was obtained by a hydrothermal process, and the metal for (Pd) loaded onto ZnO nanoparticles was obtained by photochemical precipitation, as presented in Table 1. Deionized water was used in all experiments.

Synthesis of ZnO nanoparticles by hydrothermal method

Hydrothermal method was used to prepare zinc oxide nanoparticles by three stages. Stage one: zinc acetate dehydrate 30 g was added to 150 ml of distilled water and stirred for 60 min at 60 °C. Stage two: 30 g of oxalic acid 30 g of was dissolved in 150 ml of distilled water and stirred for 60 min. Stage three: The mixture of the solution on magnetic stirred for 10 min with heating at 65 °C and become a solution white color. After that, the solution was transferred in to autoclave and maintained in an oven at 160 °C for 24 h. The product was washed several times with a water to reach pH 7, dried at 70 °C for 24 h, and powder (white) was calcined at 400 °C for 1 h. Finally, powder (white) nanoparticles was used in all experimental.

Photochemical deposition of Pd/ ZnO nanocomposite

To deposit the Pd doped ZnO NPs, Nano-powder ZnO 0.5 g and PdCl2) 0.05 wt % was placed in a quartz cell in 100 ml of (methanol/ distilled water V/V 1%). The solution mixture was irradiated for 24 h with continuous stirring under ultraviolet light (major wavelength 365 nm, L.I. 2.3 mW/cm2). The powder was washed several times in distilled water and dried at 50 °C for 24 h, to obtain the Pd /ZnO nanocomposite.

Photocatalytic activity

Photo degradation experiments were conducted under optimal conditions to test different concentrations of the drug (10-50 mg/L), several weight of nanocomposite (0.1-0.4 g) using UV light at 365 nm. A weight of nanocomposite about 0.3 g was dispersed in 200 ml of the drug at a concentration of (20 mg /L). Before the beginning of the irradiation process, the experiment was conducted under the same conditions as the experiment, but without the use of light (dark), with stirring for 10 minutes. After that, the experiment was conducted at certain irradiation periods in the presence of light. About 3 ml of the solution was withdrawn from the suspension, and then centrifuged. The sample was measured using a UV-Vis spectrophotometer. The efficiency of the photolysis process was calculated with the Equation (1).

Table 1. The chemicals and materials utilized in this work

No.

Chemicals

Chemical formula

Company

Purity (%)

1

Methanol

CH3OH

Sigma

98.8

2

Sodium hydroxide

NaOH

BHD

98

3

Zinc acetate dehydrate

C4H6.O4Zn·2H2O

Sigma

98.5

4

Oxalic acid

(COOH)2·2H2O

BHD

99.5

5

Palladium  chloride

PdCl2

Sigma

99.1

6

Zinc oxide

ZnO

Sigma

97.9

Where, PDE% is percentage of removal; C0 is the initial concentration; and Ct is the residual concentration after a selective time of degradation of drug under studying.

Results and Discussion

Field emission scanning electron microscopy (FE-SEM)

Images FE-SEM of zinc oxide nanoparticles and Pd/ZnO nanocomposite are demonstrated in Figure 2a. Image for ZnO NPs  which was  prepare by hydrothermal method  that  properties of agglomeration surface of  ZnO NPs [20]. Therefore, after loading Pd onto ZnO the surface will be highly active site which led to create a suitable position for freely behavior of particles to produce nano rode shapes instead of spindle particles [21],  as illustrated in Figure 2b.

Transmission electron microscopy (TEM)

Image TEM was found to limit the morphology, crystal structure and particle size. As appear the average size at 100, and 200 nm of ZnO NPs and Pd/ZnO nanocomposite, as shown in Figure 3a and b. The surface morphology and crystal structure of ZnO NPs  and Pd/ZnO nanocomposite are depicted in Figure 3 at the surface of ZnO NPs in a white spherical structure [22]. In addition, after the process of loading Pd on ZnO NPs , a black spherical structure formed, evidence of loading Pd on the surface of zinc oxide nanoparticle The appearance of white spherical crystals in zinc oxide is evidence of the purity of the prepared compound. Furthermore, after the process of loading Pd on ZnO NPs, a black spherical structure formed, evidence of loading Pd on the surface of zinc oxide nanoparticle and the addition of the noble elements to zinc oxide is characterized by the property of crystallization in the form of spherical black crystals [23], as indicated in Figure 3d.

Figure 2. Image of FESEM of a) ZnO NPs  and b) Pd/ZnO nanocomposite

Figure 3.  TEM Image of a) ZnO NPs and b) Pd/ZnO nanocomposite

Effect of mass Pd/ZnO nanocomposite

The influence of weight nanocomposite onto photo catalytic degradation of SFD drug, was studied utilizing 20 mg/L of SFD drug, flow rate of air 10ml/min, at 25 ᵒC, Figure 4 shows several weights of nanocomposite have been tested via the photocatalytic degradation method of DFS drug, as the weight of nanocomposite increases until reach to 0.3 g /200 mL photo degradation of DFS drug gradually rises, and then constant of photo catalytic efficiency. This may be attributed to the light absorption will be limited only to the first layers of drug and the other layers solution do not receive light photons [24, 25]. A nanocomposite weight of 0.3 g resulted in the highest photo degradation efficiency of 92.25%.

Effect of several concentrations

Effect of several initial concentration of DFS drug (10-50 mg/L) on photo degradation method of DFS drug was studied utilizing 0.3 g/200 mL, the light intensity of 1.3 mW/cm2 at 25 ᵒC. It has been observed that the rate of photo catalytic degradation decreases gradually with the increase of concentration of drug. This behavior could be explained, the concentration of DFS drug 20 mg/L was the optimum concentration to cover the largest area of nanocomposite. An important reason for this behavior is the high absorption of light by DFS drug present in the solution with a 20 mg/L concentration, the photocatalytic process occurs on the surface of a nanocomposite with 0.3 g/200 mL. Increasing the concentration of a drug prevents the penetration of light into the solution surface through successive layers of the drug on a nanocomposite surface [26-28]. A drug concentration 20 mg/L gives the optimum photolysis efficiency 92.25%, as displayed in the Figure 5.

Comparison photo degradation between ZnO NPs and, Pd/ZnO nanocomposite 

A comparison between surface, ZnO NPs and Pd/ZnO nanocomposite, according to the results, there is a clear difference in the results of photo catalysis between nanocomposite photo degradation efficiency PDE% 92.25% Pd/ZnO nanocomposite and photo degradation efficiency PDE% of ZnO NPs 85.8% to degradation of drug.

Figure 4. Effect of mass Pd/ZnO nanocomposite onto photo degradation efficiency of DFS drug

Figure 5. Photo catalytic degradation at several initial concentrations of DFS drug

It was clear from the results that with a photo catalyst (Pd/ZnO nanocomposite or ZnO NPs ) there was a very clear increase in the photocatalytic process, so that it had a clear effect compared to the absence of a catalyst [7, 23, 29], as shown in Figure 6.

Regeneration of ZnO NPs and Pd/ZnO nanocomposite

To reduce the economic cost using an environmentally friendly surface that is easily prepared from available, inexpensive materials, so it can be used more than once to remove pollutants because of the surface’s high efficiency and active sites that can be reactivated. The prepared surface ZnO NPs and Pd/ZnO nanocomposite has the photocatalytic efficiency of a drug within experimental conditions. The recyclability of ZnO NPs and Pd/ZnO nanocomposite was examined for four cycles, as shown in Figure 7 [24, 30]. The ZnO NPs and Pd/ZnO nanocomposite was washed several times in distilled water until the contaminant was removed from the surface. Based on the results, the photo catalysis gradually decreases after each cycle until all the surface active sites are saturated with the contaminant so that they cannot be removed and activated again. It was observed that the photocatalytic activity of the drug was (34.86%-82.34%) and (85.9%, 65.6%) for ZnO NPs and Pd/ZnO nanocomposite. This means that the surface can be used to remove pollutants with its advantage of reactivation and reduced economic cost [24, 28].

Figure 6. Comparison between surface, ZnO NPs and Pd/ZnO nanocomposite

Figure 7. Regeneration of ZnO NPs and Pd/ZnO nanocomposite

Conclusion

This study is based on the preparation of two surfaces: First, the synthesis of ZnO nanoparticles by hydrothermal method and second, the photochemical deposition of Pd/ZnO nanocomposite. The highest photocatalytic degradation, which was achieved via utilizing Pd co-doping zinc oxide nanoparticles, reaches about 95.67% at 25 °C and ultimately can be used as a degradation DFs drug from an aqueous solution. The result is that when the weight of the nanocomposite increases, the photo degradation of the DFS drug gradually increases. An increase in the concentration of the drug decreases photo degradation because increasing the concentration of a drug prevents the penetration of light into the solution surface through successive layers of the drug on the nanocomposite surface. It was observed that reactivation was (34.86%,-82.34%) and (85.9%, 65.6%) for ZnO NPs and Pd/ZnO nanocomposite. This means that the surface can be used to remove pollutants, with the advantage of reactivation and reduced economic cost.

Disclosure Statement

No potential conflict of interest was reported by the authors.

Funding

This research did not receive any specific grant from funding agencies in the public, commercial, or not-for-profit sectors.

Authors' Contributions

All authors contributed to data analysis, drafting, and revising of the paper and agreed to be responsible for all the aspects of this work.

Orcid

Rathab Ali Ahmed

https://orcid.org/0009-0002-7479-3333

Ola Hamad Salah

https://orcid.org/0000-0002-3194-1749

Russul Reidh Abass

https://orcid.org/0000-0002-3697-3926

Manal Morad Karim

https://orcid.org/0000-0003-0061-0389

Shahad Abdulhadi Khuder

https://orcid.org/0009-0004-3760-4489

Salam Ahjelf

https://orcid.org/0009-0008-8881-6022

Imad Ibrahim Dawood

https://orcid.org/0000-0003-1636-7205  

 

 

How to cite this manuscript: Rathab Ali Ahmed, Ola Hamad Salah, Russul Reidh Abass, Manal Morad Karim, Shahad Abdulhadi Khuder, Salam Ahjel, Imad Ibrahim Dawood. Improved Photocatalytic Degradation of Pharmaceutical Compounds from Aqueous Solutions Using Pd/Zno Nanocomposite as a Model of Environmental Applications. Asian Journal of Green Chemistry, 8(3) 2024, 308-318. DOI: 10.48309/AJGC.2024.449143.1487

[1]. Laysandra L., Sari M.W.M.K., Soetaredjo F.E., Foe K., Putro J.N., Kurniawan A., Ju Y.H., Ismadji S. Adsorption and photocatalytic performance of bentonite-titanium dioxide composites for methylene blue and rhodamine B decoloration, Heliyon, 2017, 3 [Crossref], [Google Scholar], [Publisher]
[2]. Mohamed A., Ibtesam A., Firas H. Compare studies for the photocatalytic degradation of thymol blue with synthesized and commercial MWCNTs, in AIP Conference Proceedings (AIP Publishing), 2020 [Crossref], [Google Scholar], [Publisher]
[3]. a) Mohamed R., Barakat M. Enhancement of photocatalytic activity of ZnO/SiO 2 by nanosized Pt for photocatalytic degradation of phenol in wastewater, International Journal of Photoenergy, 2012, 3:33 [Crossref], [Google Scholar], [Publisher]; b) Kumar M R., Misganaw G W., Sagar P S., Jayanthi Juturi L., Shimelash Admasu A., P K., M V., Gaddala B. Investigation of Characterisation for Biosorption of Congo Red from Textile Wastewater Using Spathodea Campanulata Leaves: FTIR, SEM, and XRD Analysis, Chemical Methodologies, 2023, 7:605 [Crossref], [Publisher]; c) Abegunde S., Idowu K., Enhanced Adsorption of Methylene Blue Dye from Water by Alkali Treated Activated Carbon, Eurasian Journal of Science and Technology, 2023, 3:109 [Crossref], [Google Scholar], [Publisher]
[4]. a) Liu Y., Ohko Y., Zhang R., Yang Y., Zhang Z. Degradation of malachite green on Pd/WO3 photocatalysts under simulated solar light, Journal of Hazardous Materials, 2010, 184:386 [Crossref], [Google Scholar], [Publisher]; b) Jayanthi Juturi L., Palavalasa R., H. Dhoria S., Jampani S., Miditana V., Jalem G. Efficient Removal of Fluoride Using Sol-Gel Processed Nano Magnesium Oxide, Chemical Methodologies, 2023, 7:569 [Crossref], [Publisher]; c) Milani Fard M., Milani Fard A.M. Evaluation of Psychosocial Factors in the Coping Strategies of Patients with Inflammation, Eurasian Journal of Science and Technology, 2022, 2:97 [Crossref], [Publisher]
[5]. a) Abd Alrazzak N., Aowda S.A., Atiyah A.J. Removal Bismarck Brown G dye from aqueous solution over a composite of triazole-polyvinyl chloride polymer and zinc oxide, Oriental Journal of Chemistry, 2017, 33:2476 [Crossref], [Google Scholar], [Publisher]; b) Elhadeuf K., Bougdah N., Fouzia B., Chikhi M. Experimental Study and Modeling by the Complete Factorial Plan of the Elimination of Textile Dye by Electrocoagulation Using Aluminum from Recycled Cans, Chemical Methodologies, 2023, 7:183 [Crossref], [Google Scholar], [Publisher]; c) Vaeli N. Laboratory Study of Effective Factors on How to Extract Carvacrol from Oliveria Decumbens Plant with the Help of Supercritical Fluid CO2 and Using Ultrasound Waves, Eurasian Journal of Science and Technology, 2022, 2:34 [Crossref], [Publisher]
[6]. Syah R., Hussein Altajer A., F Abdul-Rasheed O., Amri Tanjung F., M Aljeboree A., Abd Alrazzak N., F Alkaim A. CuMoO4/ZnO nanocomposites: novel synthesis, characterization, and photocatalytic performance, Journal of Nanostructures, 2021, 11:73 [Crossref], [Google Scholar], [Publisher]
[7]. Reza K.M., Kurny A., Gulshan F. Parameters affecting the photocatalytic degradation of dyes using TiO 2: a review, Applied Water Science, 2017, 7:1569 [Crossref], [Google Scholar], [Publisher]
 [8]. Ayoub M. Degradation of tetracycline using nanoparticles of zero-valent iron and copper, Water Practice & Technology, 2022, 17:246 [Crossref], [Google Scholar], [Publisher]
[9]. Mishra A., Mehta A., Kainth S., Basu S. A comparative study on the effect of different precursors for synthesis and efficient photocatalytic activity of gC 3 N 4/TiO 2/bentonite nanocomposites, Journal of materials science, 2018, 53:13126 [Crossref], [Google Scholar], [Publisher]
[10]. Abdulrazzak F.H. Enhance photocatalytic activity of TiO2 by carbon nanotubes, International Journal of ChemTech Research, 2016, 9:431 [Google Scholar], [Publisher]
[11]. Irani M., Mohammadi T., Mohebbi S. Photocatalytic degradation of methylene blue with ZnO nanoparticles; a joint experimental and theoretical study, Journal of the Mexican Chemical Society, 2016, 60:218 [Crossref], [Google Scholar], [Publisher]
[12]. Mohamed R., Aazam E.S. Preparation and characterization of platinum doped porous titania nanoparticles for photocatalytic oxidation of carbon monoxide, Journal of Alloys and Compounds, 2011, 509:10132 [Crossref], [Google Scholar], [Publisher]
[13]. Khedaer Z., Ahmed D., Al-Jawad S. Investigation of morphological, optical, and antibacterial properties of hybrid ZnO-MWCNT prepared by sol-gel, Journal of Applied Sciences and Nanotechnology, 2021, 1:66 [Crossref], [Google Scholar], [Publisher]
[14]. Mirzaeifard Z., Shariatinia Z., Jourshabani M., Rezaei Darvishi S.M. ZnO photocatalyst revisited: effective photocatalytic degradation of emerging contaminants using S-doped ZnO nanoparticles under visible light radiation, Industrial & engineering chemistry research, 2020, 59:15894 [Crossref], [Google Scholar], [Publisher]
[15]. Yusuff A.S., Obende B.A., Egbosiuba T.C. Photocatalytic decolorization of textile effluent over ZnO nanoparticles immobilized on eucalyptus bark biochar: Parametric optimization, kinetic and economic analyses, Water Resources and Industry, 2024, 31:100245 [Crossref], [Google Scholar], [Publisher]
[16]. Saad S.T., Al-Gubury H.Y., Alrazzak N. Photocatalytic degradation of monoazo dye in ethanol using zinc oxide in ultra-violet radiation, Asian Journal of Chemistry, 2018, 30:2334 [Crossref], [Google Scholar], [Publisher]
[17]. Meng Q., Zhang Y., Meng D., Liu X., Zhang Z., Gao P., Lin A., Hou L. Removal of sulfadiazine from aqueous solution by in-situ activated biochar derived from cotton shell, Environmental research, 2020, 191:110104 [Crossref], [Google Scholar], [Publisher]
[18]. Zheng H., Zhang Y., Li S., Feng X., Wu Q., Leong Y.K., Chang J.S. Antibiotic sulfadiazine degradation by persulfate oxidation: Intermediates dependence of ecotoxicity and the induction of antibiotic resistance genes, Bioresource Technology, 2023, 368:128306 [Crossref], [Google Scholar], [Publisher]
[19]. Wang Y., Gan T., Xiu J., Liu G., Zou H. Degradation of sulfadiazine in aqueous media by peroxymonosulfate activated with biochar-supported ZnFe 2 O 4 in combination with visible light in an internal loop-lift reactor, RSC advances, 2022, 12:24088 [Crossref], [Google Scholar], [Publisher]
[20]. Aljeboree A.M., Hameed N.M., Saleem H.D., Jasem H., Abood E.S., Abdulrazaq A.G., Aldulaim A.K., Alkaim A.F. Removal of Pollutants from Aqueous Solutions by using Natural Surfaces (Cotton) as a Model for Reusability and Highly Adsorbent Surface, International Journal of Drug Delivery Technology, 2022, 12:583 [Google Scholar], [Publisher]
[21]. Ahmad F., Zhu D., Sun J. Environmental fate of tetracycline antibiotics: degradation pathway mechanisms, challenges, and perspectives, Environmental Sciences Europe, 2021, 33:64 [Crossref], [Google Scholar], [Publisher]
[22]. Hussain N.A., Taifi A., Alkadir O.K.A., Obaid N.H., Abboud Z.M., Aljeboree A.M., Al Bayaa A.L., Abed S.A., Alkaim A.F. IOP conference series: earth and environmental science (IOP Publishing), 012028  [Crossref], [Google Scholar], [Publisher]
[23]. Verdini F., Calcio Gaudino E., Canova E., Colia M.C., Cravotto G. Highly efficient tetracycline degradation under simultaneous hydrodynamic cavitation and electrical discharge plasma in flow, Industrial & engineering chemistry research, 2023, 62:19311 [Crossref], [Google Scholar], [Publisher]
[24]. Alhattab Z.D., Aljeboree A.M., Jawad M.A., Sheri F.S., Obaid Aldulaim A.K., Alkaim A.F. Highly adsorption of alginate/bentonite impregnated TiO2 beads for wastewater treatment: Optimization, kinetics, and regeneration studies, Caspian Journal of Environmental Sciences, 2023, 21:657 [Crossref], [Google Scholar], [Publisher]
[25]. Jayaraj S.K., Sadishkumar V., Arun T., Thangadurai P. Enhanced photocatalytic activity of V2O5 nanorods for the photodegradation of organic dyes: a detailed understanding of the mechanism and their antibacterial activity, Materials Science in Semiconductor Processing, 2018, 85:122 [Crossref], [Google Scholar], [Publisher]
[26]. Ma Y., Gao N., Li C. Degradation and pathway of tetracycline hydrochloride in aqueous solution by potassium ferrate, Environmental Engineering Science, 2012, 29:357 [Crossref], [Google Scholar], [Publisher]
[27]. Sambaza S.S., Maity A., Pillay K. Polyaniline-coated TiO2 nanorods for photocatalytic degradation of bisphenol A in water, ACS omega, 2020, 5:29642 [Crossref], [Google Scholar], [Publisher]
[28]. Ali R., Radhi I.M., Ismail A.A., Abdulrazzak F.H. Modified ZnO for efficient photo-catalysis by silver/graphite oxide nanoparticles, Journal of Global Pharma Technology, 2009, 11:143 [Google Scholar], [Publisher]
[29]. Jeong J., Song W., Cooper W.J., Jung J., Greaves J. Degradation of tetracycline antibiotics: mechanisms and kinetic studies for advanced oxidation/reduction processes, Chemosphere, 2010, 78:533 [Crossref], [Google Scholar], [Publisher]
[30]. Wong S.L., Mohamed Noor M.H., Ngadi N., Mohammed Inuwa I., Mat R., Saidina Amin N.A. Aspirin adsorption onto activated carbon derived from spent tea leaves: statistical optimization and regeneration study, International Journal of Environmental Research, 2021, 15:413 [Crossref], [Google Scholar], [Publisher]