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Aytaç E, Khanzada NK, Ibrahim Y, Khayet M, Hilal N. Reverse Osmosis Membrane Engineering: Multidirectional Analysis Using Bibliometric, Machine Learning, Data, and Text Mining Approaches. MEMBRANES 2024; 14:259. [PMID: 39728709 DOI: 10.3390/membranes14120259] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/07/2024] [Revised: 11/30/2024] [Accepted: 12/04/2024] [Indexed: 12/28/2024]
Abstract
Membrane engineering is a complex field involving the development of the most suitable membrane process for specific purposes and dealing with the design and operation of membrane technologies. This study analyzed 1424 articles on reverse osmosis (RO) membrane engineering from the Scopus database to provide guidance for future studies. The results show that since the first article was published in 1964, the domain has gained popularity, especially since 2009. Thin-film composite (TFC) polymeric material has been the primary focus of RO membrane experts, with 550 articles published on this topic. The use of nanomaterials and polymers in membrane engineering is also high, with 821 articles. Common problems such as fouling, biofouling, and scaling have been the center of work dedication, with 324 articles published on these issues. Wang J. is the leader in the number of published articles (73), while Gao C. is the leader in other metrics. Journal of Membrane Science is the most preferred source for the publication of RO membrane engineering and related technologies. Author social networks analysis shows that there are five core clusters, and the dominant cluster have 4 researchers. The analysis of sentiment, subjectivity, and emotion indicates that abstracts are positively perceived, objectively written, and emotionally neutral.
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Affiliation(s)
- Ersin Aytaç
- Department of Structure of Matter, Thermal Physics and Electronics, Faculty of Physics, University Complutense of Madrid, Avda. Complutense s/n, 28040 Madrid, Spain
- Department of Environmental Engineering, Zonguldak Bülent Ecevit University, 67100 Zonguldak, Türkiye
| | - Noman Khalid Khanzada
- NYUAD Water Research Center, New York University Abu Dhabi, P.O. Box 129188, Abu Dhabi 129188, United Arab Emirates
| | - Yazan Ibrahim
- NYUAD Water Research Center, New York University Abu Dhabi, P.O. Box 129188, Abu Dhabi 129188, United Arab Emirates
- Chemical and Biomolecular Engineering Division, New York University, Brooklyn, NY 11201, USA
| | - Mohamed Khayet
- Department of Structure of Matter, Thermal Physics and Electronics, Faculty of Physics, University Complutense of Madrid, Avda. Complutense s/n, 28040 Madrid, Spain
- Madrid Institute for Advanced Studies of Water (IMDEA Water Institute), Avda. Punto Com N° 2, 28805 Madrid, Spain
| | - Nidal Hilal
- NYUAD Water Research Center, New York University Abu Dhabi, P.O. Box 129188, Abu Dhabi 129188, United Arab Emirates
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Zhu CY, Li HN, Guo BB, Fang Y, Liu C, Yang HC, Zhang C, Liang HQ, Xu ZK. Leveraging Janus Substrates as a Confined "Interfacial Reactor" to Synthesize Ultrapermeable Polyamide Nanofilms. RESEARCH (WASHINGTON, D.C.) 2024; 7:0359. [PMID: 38694199 PMCID: PMC11062503 DOI: 10.34133/research.0359] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 02/01/2024] [Accepted: 03/29/2024] [Indexed: 05/04/2024]
Abstract
Porous substrates act as open "interfacial reactors" during the synthesis of polyamide composite membranes via interfacial polymerization. However, achieving a thin and dense polyamide nanofilm with high permeance and selectivity is challenging when using a conventional substrate with uniform wettability. To overcome this limitation, we propose the use of Janus porous substrates as confined interfacial reactors to decouple the local monomer concentration from the total monomer amount during interfacial polymerization. By manipulating the location of the hydrophilic/hydrophobic interface in a Janus porous substrate, we can precisely control the monomer solution confined within the hydrophilic layer without compromising its concentration. The hydrophilic surface ensures the uniform distribution of monomers, preventing the formation of defects. By employing Janus substrates fabricated through single-sided deposition of polydopamine/polyethyleneimine, we significantly reduce the thickness of the polyamide nanofilms from 88.4 to 3.8 nm by decreasing the thickness of the hydrophilic layer. This reduction leads to a remarkable enhancement in water permeance from 7.2 to 52.0 l/m2·h·bar while still maintaining ~96% Na2SO4 rejection. The overall performance of this membrane surpasses that of most reported membranes, including state-of-the-art commercial products. The presented strategy is both simple and effective, bringing ultrapermeable polyamide nanofilms one step closer to practical separation applications.
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Affiliation(s)
- Cheng-Ye Zhu
- MOE Engineering Research Center of Membrane and Water Treatment Technology, and Key Lab of Adsorption and Separation Materials & Technologies of Zhejiang Province, Department of Polymer Science and Engineering,
Zhejiang University, Hangzhou 310058, China
- The “Belt and Road” Sino-Portugal Joint Lab on Advanced Materials, International Research Center for X Polymers,
Zhejiang University, Hangzhou 310058, China
| | - Hao-Nan Li
- MOE Engineering Research Center of Membrane and Water Treatment Technology, and Key Lab of Adsorption and Separation Materials & Technologies of Zhejiang Province, Department of Polymer Science and Engineering,
Zhejiang University, Hangzhou 310058, China
| | - Bian-Bian Guo
- MOE Engineering Research Center of Membrane and Water Treatment Technology, and Key Lab of Adsorption and Separation Materials & Technologies of Zhejiang Province, Department of Polymer Science and Engineering,
Zhejiang University, Hangzhou 310058, China
| | - Yu Fang
- MOE Engineering Research Center of Membrane and Water Treatment Technology, and Key Lab of Adsorption and Separation Materials & Technologies of Zhejiang Province, Department of Polymer Science and Engineering,
Zhejiang University, Hangzhou 310058, China
| | - Chang Liu
- MOE Engineering Research Center of Membrane and Water Treatment Technology, and Key Lab of Adsorption and Separation Materials & Technologies of Zhejiang Province, Department of Polymer Science and Engineering,
Zhejiang University, Hangzhou 310058, China
- The “Belt and Road” Sino-Portugal Joint Lab on Advanced Materials, International Research Center for X Polymers,
Zhejiang University, Hangzhou 310058, China
| | - Hao-Cheng Yang
- MOE Engineering Research Center of Membrane and Water Treatment Technology, and Key Lab of Adsorption and Separation Materials & Technologies of Zhejiang Province, Department of Polymer Science and Engineering,
Zhejiang University, Hangzhou 310058, China
- The “Belt and Road” Sino-Portugal Joint Lab on Advanced Materials, International Research Center for X Polymers,
Zhejiang University, Hangzhou 310058, China
| | - Chao Zhang
- MOE Engineering Research Center of Membrane and Water Treatment Technology, and Key Lab of Adsorption and Separation Materials & Technologies of Zhejiang Province, Department of Polymer Science and Engineering,
Zhejiang University, Hangzhou 310058, China
- The “Belt and Road” Sino-Portugal Joint Lab on Advanced Materials, International Research Center for X Polymers,
Zhejiang University, Hangzhou 310058, China
| | - Hong-Qing Liang
- MOE Engineering Research Center of Membrane and Water Treatment Technology, and Key Lab of Adsorption and Separation Materials & Technologies of Zhejiang Province, Department of Polymer Science and Engineering,
Zhejiang University, Hangzhou 310058, China
- The “Belt and Road” Sino-Portugal Joint Lab on Advanced Materials, International Research Center for X Polymers,
Zhejiang University, Hangzhou 310058, China
| | - Zhi-Kang Xu
- MOE Engineering Research Center of Membrane and Water Treatment Technology, and Key Lab of Adsorption and Separation Materials & Technologies of Zhejiang Province, Department of Polymer Science and Engineering,
Zhejiang University, Hangzhou 310058, China
- The “Belt and Road” Sino-Portugal Joint Lab on Advanced Materials, International Research Center for X Polymers,
Zhejiang University, Hangzhou 310058, China
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Shen Q, Song Q, Mai Z, Lee KR, Yoshioka T, Guan K, Gonzales RR, Matsuyama H. When self-assembly meets interfacial polymerization. SCIENCE ADVANCES 2023; 9:eadf6122. [PMID: 37134177 PMCID: PMC10156122 DOI: 10.1126/sciadv.adf6122] [Citation(s) in RCA: 12] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/05/2022] [Accepted: 03/31/2023] [Indexed: 05/05/2023]
Abstract
Interfacial polymerization (IP) and self-assembly are two thermodynamically different processes involving an interface in their systems. When the two systems are incorporated, the interface will exhibit extraordinary characteristics and generate structural and morphological transformation. In this work, an ultrapermeable polyamide (PA) reverse osmosis (RO) membrane with crumpled surface morphology and enlarged free volume was fabricated via IP reaction with the introduction of self-assembled surfactant micellar system. The mechanisms of the formation of crumpled nanostructures were elucidated via multiscale simulations. The electrostatic interactions among m-phenylenediamine (MPD) molecules, surfactant monolayer and micelles, lead to disruption of the monolayer at the interface, which in turn shapes the initial pattern formation of the PA layer. The interfacial instability brought about by these molecular interactions promotes the formation of crumpled PA layer with larger effective surface area, facilitating the enhanced water transport. This work provides valuable insights into the mechanisms of the IP process and is fundamental for exploring high-performance desalination membranes.
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Affiliation(s)
- Qin Shen
- Research Center for Membrane and Film Technology, Kobe University, Kobe 657-8501, Japan
- Department of Chemical Science and Engineering, Kobe University, Kobe 657-8501, Japan
| | - Qiangqiang Song
- Research Center for Membrane and Film Technology, Kobe University, Kobe 657-8501, Japan
- Department of Chemical Science and Engineering, Kobe University, Kobe 657-8501, Japan
| | - Zhaohuan Mai
- Research Center for Membrane and Film Technology, Kobe University, Kobe 657-8501, Japan
| | - Kueir-Rarn Lee
- R&D Center for Membrane Technology, Department of Chemical Engineering, Chung Yuan Christian University, Chung Li 32023, Taiwan
| | - Tomohisa Yoshioka
- Research Center for Membrane and Film Technology, Kobe University, Kobe 657-8501, Japan
| | - Kecheng Guan
- Research Center for Membrane and Film Technology, Kobe University, Kobe 657-8501, Japan
| | - Ralph Rolly Gonzales
- Research Center for Membrane and Film Technology, Kobe University, Kobe 657-8501, Japan
| | - Hideto Matsuyama
- Research Center for Membrane and Film Technology, Kobe University, Kobe 657-8501, Japan
- Department of Chemical Science and Engineering, Kobe University, Kobe 657-8501, Japan
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A novel single-scan printing approach for polyamide membranes by electrospray technique on polydopamine pre-coated substrate. J Memb Sci 2023. [DOI: 10.1016/j.memsci.2023.121461] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/05/2023]
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Xu GR, An ZH, Min-Wang, Ke-Xu, Zhao HL, Liu Q. Polyamide Layer Modulation for PA-TFC Membranes Optimization: Developments, Mechanisms, and Implications. Sep Purif Technol 2023. [DOI: 10.1016/j.seppur.2023.123200] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/21/2023]
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Highly permeable nanofilms with asymmetric multilayered structure engineered via amine-decorated interlayered interfacial polymerization. J Memb Sci 2023. [DOI: 10.1016/j.memsci.2023.121377] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/13/2023]
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Yang H, Zhang Z, Wang Y. Cavitating substrates to boost water permeance of reverse osmosis membranes. Sep Purif Technol 2022. [DOI: 10.1016/j.seppur.2022.121810] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/16/2022]
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Song Q, Lin Y, Ueda T, Shen Q, Lee KR, Yoshioka T, Matsuyama H. A zwitterionic copolymer-interlayered ultrathin nanofilm with ridge-shaped structure for ultrapermeable nanofiltration. J Memb Sci 2022. [DOI: 10.1016/j.memsci.2022.120679] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/13/2022]
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Zhang S, Shen L, Deng H, Liu Q, You X, Yuan J, Jiang Z, Zhang S. Ultrathin Membranes for Separations: A New Era Driven by Advanced Nanotechnology. ADVANCED MATERIALS (DEERFIELD BEACH, FLA.) 2022; 34:e2108457. [PMID: 35238090 DOI: 10.1002/adma.202108457] [Citation(s) in RCA: 36] [Impact Index Per Article: 12.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/21/2021] [Revised: 02/23/2022] [Indexed: 06/14/2023]
Abstract
Ultrathin membranes are at the forefront of membrane research, offering great opportunities in revolutionizing separations with ultrafast transport. Driven by advanced nanomaterials and manufacturing technology, tremendous progresses are made over the last 15 years in the fabrications and applications of sub-50 nm membranes. Here, an overview of state-of-the-art ultrathin membranes is first introduced, followed by a summary of the fabrication techniques with an emphasis on how to realize such extremely low thickness. Then, different types of ultrathin membranes, categorized based on their structures, that is, network, laminar, or framework structures, are discussed with a focus on the interplays among structure, fabrication methods, and separation performances. Recent research and development trends are highlighted. Meanwhile, the performances and applications of current ultrathin membranes for representative separations (gas separation and liquid separation) are thoroughly analyzed and compared. Last, the challenges in material design, structure construction, and coordination are given, in order to fully realize the potential of ultrathin membranes and facilitate the translation from scientific achievements to industrial productions.
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Affiliation(s)
- Shiyu Zhang
- Joint School of National University of Singapore and Tianjin University, International Campus of Tianjin University, Binhai New City, Fuzhou, 350207, P. R. China
- Department of Chemical and Biomolecular Engineering, National University of Singapore, 4 Engineering Drive 4, Singapore, 117585, Singapore
| | - Liang Shen
- Department of Chemical and Biomolecular Engineering, National University of Singapore, 4 Engineering Drive 4, Singapore, 117585, Singapore
| | - Hao Deng
- Joint School of National University of Singapore and Tianjin University, International Campus of Tianjin University, Binhai New City, Fuzhou, 350207, P. R. China
- Department of Chemical and Biomolecular Engineering, National University of Singapore, 4 Engineering Drive 4, Singapore, 117585, Singapore
| | - Qinze Liu
- Department of Chemical and Biomolecular Engineering, National University of Singapore, 4 Engineering Drive 4, Singapore, 117585, Singapore
- School of Materials Science and Engineering, Qilu University of Technology (Shandong Academy of Sciences), Jinan, 250353, P. R. China
| | - Xinda You
- Key Laboratory for Green Chemical Technology of Ministry of Education, School of Chemical Engineering and Technology, Tianjin University, Tianjin, 300072, China
- Collaborative Innovation Center of Chemical Science and Engineering (Tianjin), Tianjin University, Tianjin, 300072, China
| | - Jinqiu Yuan
- Key Laboratory for Green Chemical Technology of Ministry of Education, School of Chemical Engineering and Technology, Tianjin University, Tianjin, 300072, China
- Collaborative Innovation Center of Chemical Science and Engineering (Tianjin), Tianjin University, Tianjin, 300072, China
| | - Zhongyi Jiang
- Joint School of National University of Singapore and Tianjin University, International Campus of Tianjin University, Binhai New City, Fuzhou, 350207, P. R. China
- Key Laboratory for Green Chemical Technology of Ministry of Education, School of Chemical Engineering and Technology, Tianjin University, Tianjin, 300072, China
- Collaborative Innovation Center of Chemical Science and Engineering (Tianjin), Tianjin University, Tianjin, 300072, China
| | - Sui Zhang
- Joint School of National University of Singapore and Tianjin University, International Campus of Tianjin University, Binhai New City, Fuzhou, 350207, P. R. China
- Department of Chemical and Biomolecular Engineering, National University of Singapore, 4 Engineering Drive 4, Singapore, 117585, Singapore
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