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Elgharbi S, Boubakri A, Bouguecha S, Chemingui S, Alanazy HD, Hafiane A. Unlocking groundwater desalination potential for agriculture with fertilizer drawn forward osmosis: prediction and performance optimization via RSM and ANN. ENVIRONMENTAL SCIENCE AND POLLUTION RESEARCH INTERNATIONAL 2024; 31:43660-43672. [PMID: 38904877 DOI: 10.1007/s11356-024-34011-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/21/2023] [Accepted: 06/11/2024] [Indexed: 06/22/2024]
Abstract
The agricultural sector uses 70% of the world's freshwater. As clean water is extracted, groundwater quality decreases, making it difficult to grow crops. Brackish water desalination is a promising solution for agricultural areas, but the cost is a barrier to adoption. This study investigated the performance of the fertilizer drawn forward osmosis (FDFO) process for brackish water desalination using response surface methodology (RSM) and artificial neural network (ANN) approaches. The RSM model was used to identify the optimal operating conditions, and the ANN model was used to predict the water flux (Jw) and reverse solute flux (Js). Both models achieved high accuracy, with RSM excelling in predicting Js (R2 = 0.9614) and ANN performing better for Jw (R2 = 0.9801). Draw solution (DS) concentration emerged as the most critical factor for both models, having a relative importance of 100% for two outputs. The optimal operating conditions identified by RSM were a DS concentration of 22 mol L-1, and identical feed solution (FS) and DS velocities of 8.1 cm s-1. This configuration yielded a high Jw of 4.386 LMH and a low Js of 0.392 gMH. Furthermore, the study evaluated the applicability of FDFO for real brackish groundwater. The results confirm FDFO's potential as a viable technology for water recovery in agriculture. The standalone FO system proves to be less energy-intensive than other desalination technologies. However, FO exhibits a low recovery rate, which may necessitate further dilution for fertigation purposes.
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Affiliation(s)
- Sarra Elgharbi
- Chemistry Department, College of Sciences, University of Ha'il, Hail, Saudi Arabia
| | - Ali Boubakri
- Laboratory Water, Membranes and Environmental Biotechnology, Center of Water Research and Technologies (CERTE), PB 273, 8020, Soliman, Tunisia.
| | - Salah Bouguecha
- Department of Mechanical Engineering, Faculty of Engineering, King Abdul-Aziz University, P.B: 80204, 21589, Jeddah, Saudi Arabia
| | - Sondes Chemingui
- National Center for Research in Materials Sciences, Technopole of Borj Cedria, BP 73, 8027, Soliman, Tunisia
| | - Haessah D Alanazy
- Chemistry Department, College of Sciences, University of Ha'il, Hail, Saudi Arabia
| | - Amor Hafiane
- Laboratory Water, Membranes and Environmental Biotechnology, Center of Water Research and Technologies (CERTE), PB 273, 8020, Soliman, Tunisia
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Al Bazedi G, Soliman N, Sewilam H. Biofouling mechanism and cleaning procedures for Spirulina platensis as an organic fertilizer draw solution. ENVIRONMENTAL SCIENCE AND POLLUTION RESEARCH INTERNATIONAL 2023; 30:91355-91368. [PMID: 37479923 PMCID: PMC10439861 DOI: 10.1007/s11356-023-28694-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/04/2023] [Accepted: 07/05/2023] [Indexed: 07/23/2023]
Abstract
The forward osmosis (FO) desalination process has recently acknowledged a lot of attention as a promising solution for reducing the disadvantages of existing desalination systems. This work aimed to investigate the effect of a selected liquid organic fertilizer a novel draw solution produced from "microalgae Spirulina platensis" on the biofouling mechanism of FO membrane. Different draw solution (DS) concentrations ranging 240-480 g/L were examined, obtained water flux ranging from 6.5 to 3.4 Lm2h-1. A high flux decline was observed when using higher DS concentrations due to fouling layer accumulated throughout the membrane area which lowers the effective osmotic pressure difference. Different cleaning strategies were examined. The biofouled membrane was cleaned on-line with deionized water (DI) and externally using ultrasound (US) and HCl. Baseline experiments were done to investigate the efficiency of the cleaning strategies. After cleaning using the deionized water (DI) water, it was found that the water flux progressed from 3.4 to 7 Lm2h-1, while when using acid cleaning the flux recovered to 15 Lm-2h-1. The efficacy and amount of foulant removed by each cleaning stage were assessed using scanning electron microscopy (SEM) and energy dispersive X-ray spectroscopy (EDX).
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Affiliation(s)
- Ghada Al Bazedi
- Center for Applied Research on the Environment and Sustainability (CARES), School of Science and Engineering, The American University in Cairo, AUC Avenue, P.O. Box: 74, New Cairo, 11835, Egypt
- Chemical Engineering Department, Engineering and Renewable Energy Research Institute, 33 El-Bohouth St., Dokki, PO Box 12622, Giza, Egypt
| | - Noha Soliman
- Center for Applied Research on the Environment and Sustainability (CARES), School of Science and Engineering, The American University in Cairo, AUC Avenue, P.O. Box: 74, New Cairo, 11835, Egypt
| | - Hani Sewilam
- Center for Applied Research on the Environment and Sustainability (CARES), School of Science and Engineering, The American University in Cairo, AUC Avenue, P.O. Box: 74, New Cairo, 11835, Egypt.
- Department of Engineering Hydrology, RWTH Aachen University, Mies-van-der-Rohe Strasse 17, 52074, Aachen, Germany.
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Shoorangiz L, Karimi-Jashni A, Azadi F, Zerafat MM. Water treatment by forward osmosis using novel D-Xylose coated magnetic nanoparticles as draw agent. ENVIRONMENTAL TECHNOLOGY 2022; 43:3309-3318. [PMID: 33882775 DOI: 10.1080/09593330.2021.1921049] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/03/2021] [Accepted: 04/14/2021] [Indexed: 06/12/2023]
Abstract
In this study, D-Xylose coated MNPs were synthesized and used as draw agent in forward osmosis (FO) process for water purification. Response surface methodology (RSM) was utilized for the design and optimization of synthesis parameters. In order to characterize the synthesized MNPs, FTIR, TEM, VSM, and UV characterization techniques were performed. The effect of independent parameters including D-Xylose mass, MNPs mass, and synthesis time on the osmotic pressure was investigated. Based on the optimization results, the osmotic pressure of a 2 wt./v% draw solution using 2.66 g D-Xylose, 0.13 g MNPs, and a 7.11 h synthesis time was 0.81 bar as the highest value. Using D-Xylose coated MNPs as draw agent and deionized water as the feed, the initial FO water flux was 2.98 LMH. Reusing the recovered MNP draw agent in two more consecutive tests resulted in the reduction of water flux to 2.68 and 2.30 LMH, respectively. Moreover, using 0.01 M NaCl solution as the feed, the initial water flux was reported as 1.3 LMH. To remove the draw agents from suspension, external magnetic field was applied to obtain a water turbidity of 0.08 NTU.
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Affiliation(s)
- Leila Shoorangiz
- Department of Civil and Environmental Engineering, Shiraz University, Shiraz, Iran
| | - Ayoub Karimi-Jashni
- Department of Civil and Environmental Engineering, Shiraz University, Shiraz, Iran
| | - Fatemeh Azadi
- Department of Civil and Environmental Engineering, Shiraz University, Shiraz, Iran
| | - Mohammad Mahdi Zerafat
- Faculty of Advanced Technologies, Nano-chemical Engineering Department, Shiraz University, Shiraz, Iran
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Xu Y, Zhu Y, Chen Z, Zhu J, Chen G. A Comprehensive Review on Forward Osmosis Water Treatment: Recent Advances and Prospects of Membranes and Draw Solutes. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 2022; 19:ijerph19138215. [PMID: 35805879 PMCID: PMC9266909 DOI: 10.3390/ijerph19138215] [Citation(s) in RCA: 13] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 06/02/2022] [Revised: 06/25/2022] [Accepted: 07/02/2022] [Indexed: 02/06/2023]
Abstract
Forward osmosis (FO) is an evolving membrane separation technology for water treatment and reclamation. However, FO water treatment technology is limited by factors such as concentration polarization, membrane fouling, and reverse solute flux. Therefore, it is of a great importance to prepare an efficient high-density porous membrane and to select an appropriate draw solute to reduce concentration polarization, membrane fouling, and reverse solute flux. This review aims to present a thorough evaluation of the advancement of different draw solutes and membranes with their effects on FO performance. NaCl is still widely used in a large number of studies, and several general draw solutes, such as organic-based and inorganic-based, are selected based on their osmotic pressure and water solubility. The selection criteria for reusable solutes, such as heat-recovered gaseous draw, magnetic field-recovered MNPs, and electrically or thermally-responsive hydrogel are primarily based on their industrial efficiency and energy requirements. CA membranes are resistant to chlorine degradation and are hydrophilic, while TFC/TFN exhibit a high inhibition of bio-adhesion and hydrolysis. AQPs are emerging membranes, due to proteins with complete retention capacity. Moreover, the development of the hybrid system combining FO with other energy or water treatment technologies is crucial to the sustainability of FO.
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Lo KJ, Lee SK, Liu CT. Development of a low-cost culture medium for the rapid production of plant growth-promoting Rhodopseudomonas palustris strain PS3. PLoS One 2020; 15:e0236739. [PMID: 32730333 PMCID: PMC7392278 DOI: 10.1371/journal.pone.0236739] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/24/2020] [Accepted: 07/13/2020] [Indexed: 02/07/2023] Open
Abstract
Rhodopseudomonas palustris PS3 is one of the purple phototrophic non-sulfur bacteria (PNSB), which have plant growth-promoting effects on various plants. To expand the scale of PS3 fermentation in a time- and cost-effective fashion, the purpose of this work was to evaluate the use of low-cost materials as culture media and to optimize the culture conditions via response surface methodology. Corn steep liquor (CSL) and molasses were identified as potential materials to replace the nitrogen and carbon sources, respectively, in the conventional growth medium. The optimum culture conditions identified through central composite design were CSL, 39.41 mL/L; molasses, 32.35 g/L; temperature, 37.9°C; pH, 7.0; and DO 30%. Under the optimized conditions, the biomass yield reached 2.18 ± 0.01 g/L at 24 hours, which was 7.8-fold higher than that under the original medium (0.28 ± 0.01 g/L). The correlation between the predicted and experimental values of the model was over 98%, which verified the validity of the response models. Furthermore, we verified the effectiveness of the R. palustris PS3 inoculant grown under the newly developed culture conditions for plant growth promotion. This study provides a potential strategy for improving the fermentation of R. palustris PS3 in low-cost media for large-scale industrial production.
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Affiliation(s)
- Kai-Jiun Lo
- Institute of Biotechnology, National Taiwan University, Taipei, Taiwan
| | - Sook-Kuan Lee
- Institute of Biotechnology, National Taiwan University, Taipei, Taiwan
| | - Chi-Te Liu
- Institute of Biotechnology, National Taiwan University, Taipei, Taiwan
- Agricultural Biotechnology Research Center, Academia Sinica, Nankang, Taipei, Taiwan
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