1
|
Mahmoud AED, Ali R, Fawzy M. Insights into levofloxacin adsorption with machine learning models using nano-composite hydrochars. CHEMOSPHERE 2024; 355:141746. [PMID: 38522673 DOI: 10.1016/j.chemosphere.2024.141746] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/18/2023] [Revised: 02/08/2024] [Accepted: 03/16/2024] [Indexed: 03/26/2024]
Abstract
Hydrothermal carbonization was applied to taro peel wastes to produce hydrochars using a facile and environmentally friendly process. Four different entities were prepared: hydrochar (TPh), phosphoric-activated hydrochar (P-TPh), and silver@hydrochars (Ag@TPh, Ag@P-TPh). The elemental compositions of the single and composite hydrochars were confirmed by EDX. Among the produced hydrochars, the morphology of the Ag@hydrochar composites demonstrated more wrinkled structure, and Ag nanoparticles decorated the surface. The optimal experimental conditions for levofloxacin adsorption were determined to be a contact time of 45 min, hydrochar dose of 0.15 g L-1, and pH of 7. The best adsorption performances were assigned to Ag@hydrochars. Two machine learning models were applied to predict the levofloxacin adsorption efficiency of the Ag@hydrochars. A central composite design (CCD) and a 3-10-1 artificial neural network (ANN) model were developed to estimate the removal performance of levofloxacin using Levenberg-Marquardt backpropagation algorithm based on correlation and error analysis of the adopted training functions. Furthermore, the ANN sensitivity analysis revealed the order of the relative importance variable as initial concentration> hydrochar dose> pH. The predicted values of the CCD and ANN models fitted the experimental results with R2> 0.989. Therefore, the applied models were effective in predicting levofloxacin removal under different operating conditions. This work provides an open option for the sustainable management of food industry wastes and the possibility of waste valorization to effective hydrochar composites to be applied in water treatment processes.
Collapse
Affiliation(s)
- Alaa El Din Mahmoud
- Environmental Sciences Department, Faculty of Science, Alexandria University, Alexandria, 21511, Egypt; Green Technology Group, Faculty of Science, Alexandria University, Alexandria, 21511, Egypt.
| | - Radwa Ali
- Environmental Sciences Department, Faculty of Science, Alexandria University, Alexandria, 21511, Egypt; Green Technology Group, Faculty of Science, Alexandria University, Alexandria, 21511, Egypt
| | - Manal Fawzy
- Environmental Sciences Department, Faculty of Science, Alexandria University, Alexandria, 21511, Egypt; Green Technology Group, Faculty of Science, Alexandria University, Alexandria, 21511, Egypt; National Egyptian Biotechnology Experts Network, National Egyptian Academy for Scientific Research and Technology, Cairo, Egypt
| |
Collapse
|
2
|
Youssef M, El-Tanany SS, Moatasim Y, Moniem SMA, Hemdan BA, Ammar NS, El-Taweel GE, Ashmawy AM, Badawy MI, Lasheen MR, Ibrahim HS, Ali MEM. Assessment of toxicity and antimicrobial performance of polymeric inorganic coagulant and evaluation for eutrophication reduction. Sci Rep 2024; 14:3391. [PMID: 38336908 PMCID: PMC10858282 DOI: 10.1038/s41598-024-53714-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/28/2023] [Accepted: 02/04/2024] [Indexed: 02/12/2024] Open
Abstract
In this study, the efficacy of the promising iron-based polymeric inorganic coagulant (POFC) was assessed for the reduction of eutrophication effect (freshwater toxicity) and the microbial loads from wastewater. Toxicity assessment for POFC was conducted on mice and skin cell lines. The results confirm the lower toxicity level of POFC. The POFC showed excellent antibacterial efficacy against Gram-positive and Gram-negative bacteria. Moreover, it demonstrated a remarkable effectiveness against black fungus such as Aspergillus niger and Rhizopus oryzae. Additionally, POFC showed antiviral effectiveness against the highly pathogenic H5N1 influenza virus as well as Middle East respiratory syndrome coronavirus (MERS-CoV) and severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2). POFC-based treatment gives excellent removal percentages for phosphate, and phosphorus at doses below 60 ppm with a low produced sludge volume that leads to 84% decrease in the rate of eutrophication and freshwater toxicity. At a POFC concentration of 60 ppm, remarkable reduction rates for total coliforms, fecal coliforms, and E. coli were achieved. After POFC-based coagulation, the produced sludge retains a lower bacterial density due to the antibacterial activity of POFC. Furthermore, it revealed that the observed removal efficiencies for fungi and yeasts in the produced sludge reached 85% at a POFC dose of 60 ppm. Overall, our research indicates that POFC has potential for application in pre-treatment of wastewater and serves as an antimicrobial agent.
Collapse
Affiliation(s)
- Marwa Youssef
- Water Pollution Research Department, Environmental and Climate Changes Institute, National Research Centre, El-Buhouth St., Dokki, P.O. 12622, Cairo, Egypt
| | - Sara S El-Tanany
- Environmental and Occupational Medicine Department, Environmental and Climate Changes Institute, National Research Centre, El-Buhouth St., Dokki, P.O. 12622, Cairo, Egypt
| | - Yassmin Moatasim
- Centre of Excellence for Influenza Viruses, National Research Centre, El-Buhouth St., Dokki, P.O. 12622, Cairo, Egypt
| | - Shimaa M Abdel Moniem
- Water Pollution Research Department, Environmental and Climate Changes Institute, National Research Centre, El-Buhouth St., Dokki, P.O. 12622, Cairo, Egypt
| | - Bahaa A Hemdan
- Water Pollution Research Department, Environmental and Climate Changes Institute, National Research Centre, El-Buhouth St., Dokki, P.O. 12622, Cairo, Egypt.
| | - Nabila S Ammar
- Water Pollution Research Department, Environmental and Climate Changes Institute, National Research Centre, El-Buhouth St., Dokki, P.O. 12622, Cairo, Egypt
| | - Gamila E El-Taweel
- Water Pollution Research Department, Environmental and Climate Changes Institute, National Research Centre, El-Buhouth St., Dokki, P.O. 12622, Cairo, Egypt
| | - Azza M Ashmawy
- Water Pollution Research Department, Environmental and Climate Changes Institute, National Research Centre, El-Buhouth St., Dokki, P.O. 12622, Cairo, Egypt
| | - Mohamed I Badawy
- Water Pollution Research Department, Environmental and Climate Changes Institute, National Research Centre, El-Buhouth St., Dokki, P.O. 12622, Cairo, Egypt
| | - Mohamed R Lasheen
- Water Pollution Research Department, Environmental and Climate Changes Institute, National Research Centre, El-Buhouth St., Dokki, P.O. 12622, Cairo, Egypt
| | - Hanan S Ibrahim
- Water Pollution Research Department, Environmental and Climate Changes Institute, National Research Centre, El-Buhouth St., Dokki, P.O. 12622, Cairo, Egypt
| | - Mohamed Eid M Ali
- Water Pollution Research Department, Environmental and Climate Changes Institute, National Research Centre, El-Buhouth St., Dokki, P.O. 12622, Cairo, Egypt
| |
Collapse
|
3
|
Dotaniya ML, Meena VD, Saha JK, Dotaniya CK, Mahmoud AED, Meena BL, Meena MD, Sanwal RC, Meena RS, Doutaniya RK, Solanki P, Lata M, Rai PK. Reuse of poor-quality water for sustainable crop production in the changing scenario of climate. ENVIRONMENT, DEVELOPMENT AND SUSTAINABILITY 2022; 25:1-32. [PMID: 35645606 PMCID: PMC9128324 DOI: 10.1007/s10668-022-02365-9] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/28/2020] [Accepted: 04/09/2022] [Indexed: 05/17/2023]
Abstract
The availability of freshwater is limited for agriculture systems across the globe. A fast-growing population demands need to enhance the food grain production from a limited natural resources. Therefore, researchers and policymakers have been emphasized on the production potential of agricultural crops in a sustainable manner. On the challenging side, freshwater bodies are shrinking with the pace of time further limiting crop production. Poor-quality water may be a good alternative for fresh water in water scarce areas. It should not contain toxic pollutants beyond certain critical levels. Unfortunately, such critical limits for different pollutants as well as permissible quality parameters for different wastewater types are lacking or poorly addressed. Marginal quality water and industrial effluent used in crop production should be treated prior to application in crop field. Hence, safe reuse of wastewater for cultivation of food material is necessary to fulfil the demands of growing population across the globe in the changing scenario of climate.
Collapse
Affiliation(s)
- M. L. Dotaniya
- ICAR-Directorate of Rapeseed- Mustard Research, Bharatpur, 321 303 India
| | - V. D. Meena
- ICAR-Directorate of Rapeseed- Mustard Research, Bharatpur, 321 303 India
| | - J. K. Saha
- ICAR-Indian Institute of Soil Science, Nabibagh, Berasia Road, Bhopal, 462 038 India
| | - C. K. Dotaniya
- Department of Soil Science and Agricultural Chemistry, SKRAU, Bikaner, 334 006 India
| | - Alaa El Din Mahmoud
- Environmental Sciences Department, Faculty of Science, Alexandria University, Alexandria, 21511 Egypt
- Green Technology Group, Faculty of Science, Alexandria University, Alexandria, 21511 Egypt
| | - B. L. Meena
- ICAR-Central Soil Salinity Research Institute, Karnal, 132 001 India
| | - M. D. Meena
- ICAR-Directorate of Rapeseed- Mustard Research, Bharatpur, 321 303 India
| | - R. C. Sanwal
- Department of Soil Science and Agricultural Chemistry, SKRAU, Bikaner, 334 006 India
| | | | - R. K. Doutaniya
- Department of Agronomy, SKN College of Agriculture, Jobner, 303329 India
| | - Praveen Solanki
- Krishi Vigyan Kendra Govindnagar, Bankhedi, Narmadapuram, 461990 India
| | - Manju Lata
- Barkatullah University, Habib Ganj, Bhopal, 462 026 India
| | - P. K. Rai
- ICAR-Directorate of Rapeseed- Mustard Research, Bharatpur, 321 303 India
| |
Collapse
|
4
|
Hamdan M, Dabbour L, Abdelhafez E. Study of climatology parameters on COVID-19 outbreak in Jordan. ENVIRONMENTAL EARTH SCIENCES 2022; 81:228. [PMID: 35401846 PMCID: PMC8978761 DOI: 10.1007/s12665-022-10348-2] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/13/2021] [Accepted: 03/06/2022] [Indexed: 05/07/2023]
Abstract
To control the spread of COVID-19 disease and reduce its mortality, an early and precise diagnose of this disease is of significant importance. Emerging research data show that the current COVID-19 pandemic may be affected by environmental conditions. Therefore, the impact of weather parameters on COVID-19 distribution should be explored to predict its development in the next few months. This research aims to study the association between the daily confirmed COVID-19 cases in the three major cities of Jordan; Amman, Zarqa, and Irbid and climate indicators to include the average daily temperature (°C), wind speed (m/s), relative humidity (%), pressure (kPa), and the concentration of four pollutants (CO, NO2, PM10, and SO2). The data were obtained from the World Air Quality Project website and the Jordanian Ministry of Environment. A total of 305 samples for each city was used to conduct the data analysis using multiple linear regression and a feedforward artificial neural network. It was concluded that the multiple linear regression and feedforward artificial neural network could forecast the COVID-19 confirmed cases in the case studies; Amman, Irbid, and Zarqa. Finally, global sensitivity analysis using Sobol analysis indicated that pressure in Amman and Zarqa and the concentration of NO2 in Irbid has a high rate of positive cases that supports the virus's spread.
Collapse
Affiliation(s)
- Mohammad Hamdan
- Department of Mechanical Engineering, School of Engineering, The University of Jordan, Amman, 11942 Jordan
| | - Loai Dabbour
- Department of Architecture, Faculty of Architecture and Design, Al-Zaytoonah University of Jordan, Amman, 11733 Jordan
| | - Eman Abdelhafez
- Department of Alternative Energy Technology, Faculty of Engineering and Technology, Al-Zaytoonah University of Jordan, Amman, 11733 Jordan
| |
Collapse
|
5
|
Haji Ali B, Shahin MS, Masoumi Sangani MM, Faghihinezhad M, Baghdadi M. Wastewater aerosols produced during flushing toilets, WWTPs, and irrigation with reclaimed municipal wastewater as indirect exposure to SARS-CoV-2. JOURNAL OF ENVIRONMENTAL CHEMICAL ENGINEERING 2021; 9:106201. [PMID: 34405082 PMCID: PMC8361049 DOI: 10.1016/j.jece.2021.106201] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/13/2021] [Revised: 08/05/2021] [Accepted: 08/10/2021] [Indexed: 05/07/2023]
Abstract
The detection of SARS-CoV-2 RNA in raw and treated wastewater can open up a fresh perspective to waterborne and aerosolized wastewater as a new transmission route of SARS-CoV-2 RNA during the current pandemic. The aim of this paper is to discuss the potential transmission of SARS-CoV-2 RNA from wastewater aerosols formed during toilet flushing, plumbing failure, wastewater treatment plants, and municipal wastewater reuse for irrigation. Moreover, how these aerosols might increase the risk of exposure to this novel coronavirus (SARS-CoV-2 RNA). This article supplies a review of the literature on the presence of SARS-CoV-2 RNA in untreated wastewater, as well as the fate and stability of SARS-CoV-2 RNA in wastewater. We also reviewed the existing literatures on generation and transmission of aerosolized wastewater through flush a toilet, house's plumbing networks, WWTPs, wastewater reuse for irrigation of agricultural areas. Finally, the article briefly studies the potential risk of infection with exposure to the fecal bioaerosols of SARS-CoV-2 RNA for the people who might be exposed through flushing toilets or faulty building plumbing systems, operators/workers in wastewater treatment plants, and workers of fields irrigated with treated wastewater - based on current knowledge. Although this review highlights the indirect transmission of SARS-CoV-2 RNA through wastewater aerosols, no research has yet clearly demonstrated the role of aerosolized wastewater in disease transmission regarding the continuation of this pandemic. Therefore, there is a need for additional studies on wastewater aerosols in transmission of COVID-19.
Collapse
Affiliation(s)
- Banafsheh Haji Ali
- School of Environment, College of Engineering, University of Tehran, Tehran, Iran
| | | | | | - Mohsen Faghihinezhad
- School of Environment, College of Engineering, University of Tehran, Tehran, Iran
| | - Majid Baghdadi
- School of Environment, College of Engineering, University of Tehran, Tehran, Iran
| |
Collapse
|