Pub Date : 2021-12-15DOI: 10.1016/j.memlet.2021.100008
Digambar B. Shinde , Li Cao , Xiaowei Liu , Dinga A.D. Wonanke , Zongyao Zhou , Mohamed N. Hedhili , Matthew Addicoat , Kuo-Wei Huang , Zhiping Lai
Three crystalline truxene-based β-ketoenamine COF membranes (TFP-HETTA, TFP-HBTTA and TFP-HHTTA) are fabricated via a de novo monomer design approach to understand the fundamental correlations between pore structure and molecular separation performance. By introducing bulky alkyl groups into the truxene framework, the pore size of TFP-HETTA, TFP-HBTTA, and TFP-HHTTA are systematically tuned from 1.08 to 0.72 nm. Accordingly, the TFP-HETTA showed good water permeance of 47 L m−2h−1 bar−1 along with a prominent rejection rate of Reactive Blue (RB, 800 Da) but less than 10% rejection rate of inorganic salts. In contrast, the TFP-HHTTA membrane with pore size of 0.72 nm can reject small dye molecules such as Safranin O (SO, 350 Da) and trivalent salts but with a moderate water permeance of 19 L m−2h−1 bar−1. The pore-flow model rooted from the viscous flow could well fit the observed organic solvent nanofiltration results of all three COF membranes.
通过全新的单体设计方法制备了三种基于trusin的β-酮胺COF膜(TFP-HETTA, TFP-HBTTA和TFP-HHTTA),以了解孔结构与分子分离性能之间的基本关系。通过在truxene骨架中引入大体积的烷基基团,将TFP-HETTA、TFP-HBTTA和TFP-HHTTA的孔径从1.08 nm调整到0.72 nm。因此,TFP-HETTA具有良好的透水性,为47 L m−2 h−1 bar−1,对活性蓝(RB, 800 Da)的截留率显著,但对无机盐的截留率低于10%。相比之下,孔径为0.72 nm的TFP-HHTTA膜可以排斥小的染料分子,如Safranin O (SO, 350 Da)和三价盐,但渗透率为19 L m−2 h−1 bar−1。基于粘性流动的孔流模型可以很好地拟合三种COF膜的有机溶剂纳滤结果。
{"title":"Tailored pore size and microporosity of covalent organic framework (COF) membranes for improved molecular separation","authors":"Digambar B. Shinde , Li Cao , Xiaowei Liu , Dinga A.D. Wonanke , Zongyao Zhou , Mohamed N. Hedhili , Matthew Addicoat , Kuo-Wei Huang , Zhiping Lai","doi":"10.1016/j.memlet.2021.100008","DOIUrl":"10.1016/j.memlet.2021.100008","url":null,"abstract":"<div><p>Three crystalline truxene-based β-ketoenamine COF membranes (TFP-HETTA, TFP-HBTTA and TFP-HHTTA) are fabricated via a <em>de novo</em> monomer design approach to understand the fundamental correlations between pore structure and molecular separation performance. By introducing bulky alkyl groups into the truxene framework, the pore size of TFP-HETTA, TFP-HBTTA, and TFP-HHTTA are systematically tuned from 1.08 to 0.72 nm. Accordingly, the TFP-HETTA showed good water permeance of 47 L <em>m</em><sup>−2</sup> <em>h</em><sup>−1</sup> bar<sup>−1</sup> along with a prominent rejection rate of Reactive Blue (RB, 800 Da) but less than 10% rejection rate of inorganic salts. In contrast, the TFP-HHTTA membrane with pore size of 0.72 nm can reject small dye molecules such as Safranin O (SO, 350 Da) and trivalent salts but with a moderate water permeance of 19 L <em>m</em><sup>−2</sup> <em>h</em><sup>−1</sup> bar<sup>−1</sup>. The pore-flow model rooted from the viscous flow could well fit the observed organic solvent nanofiltration results of all three COF membranes.</p></div>","PeriodicalId":100805,"journal":{"name":"Journal of Membrane Science Letters","volume":"1 2","pages":"Article 100008"},"PeriodicalIF":0.0,"publicationDate":"2021-12-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S2772421221000088/pdfft?md5=09c0c61dbe8632cbe9e8eefa796ff197&pid=1-s2.0-S2772421221000088-main.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"83602574","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2021-12-05DOI: 10.1016/j.memlet.2021.100004
Hye Youn Jang, Ryan P. Lively
The fractionation of complex liquid hydrocarbon mixtures is an important and emerging area of membrane science. Polymeric asymmetric hollow fiber membranes have the potential to be used for this purpose, especially if the size and number of defects in the membrane skin layer can be precisely engineered. Here, we fabricated various “defect-engineered” Torlon hollow fiber membranes by modifying hollow fiber spinning conditions and spin dopes to study the role of skin layer defects in the organic solvent reverse osmosis (OSRO) membranes. The quality of the membranes was investigated using several sets of pure gas permeation experiments, which provided input data for a permeation resistance model that estimates the pore size and surface porosity of the asymmetric hollow fiber membrane. We develop and experimentally validate a resistance permeation model for solvent permeation and utilize the surface properties derived from the gas permeation experiments to estimate the relative permeation rates of solvents in a mixture. The approach outlined here highlights the interconnection between gas permeation analysis and OSRO separation performance using Torlon hollow fiber membranes as an exemplar test case. The solvent permeation model is then utilized to provide quantitative insight on the differences between OSRO and organic solvent nanofiltration (OSN), and highlight the important transition region between these two modalities.
{"title":"The role of skin layer defects in organic solvent reverse osmosis membranes","authors":"Hye Youn Jang, Ryan P. Lively","doi":"10.1016/j.memlet.2021.100004","DOIUrl":"https://doi.org/10.1016/j.memlet.2021.100004","url":null,"abstract":"<div><p>The fractionation of complex liquid hydrocarbon mixtures is an important and emerging area of membrane science. Polymeric asymmetric hollow fiber membranes have the potential to be used for this purpose, especially if the size and number of defects in the membrane skin layer can be precisely engineered. Here, we fabricated various “defect-engineered” Torlon hollow fiber membranes by modifying hollow fiber spinning conditions and spin dopes to study the role of skin layer defects in the organic solvent reverse osmosis (OSRO) membranes. The quality of the membranes was investigated using several sets of pure gas permeation experiments, which provided input data for a permeation resistance model that estimates the pore size and surface porosity of the asymmetric hollow fiber membrane. We develop and experimentally validate a resistance permeation model for solvent permeation and utilize the surface properties derived from the gas permeation experiments to estimate the relative permeation rates of solvents in a mixture. The approach outlined here highlights the interconnection between gas permeation analysis and OSRO separation performance using Torlon hollow fiber membranes as an exemplar test case. The solvent permeation model is then utilized to provide quantitative insight on the differences between OSRO and organic solvent nanofiltration (OSN), and highlight the important transition region between these two modalities.</p></div>","PeriodicalId":100805,"journal":{"name":"Journal of Membrane Science Letters","volume":"1 1","pages":"Article 100004"},"PeriodicalIF":0.0,"publicationDate":"2021-12-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S2772421221000040/pdfft?md5=40acfae29ca8a578deca5f48f918124f&pid=1-s2.0-S2772421221000040-main.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"137403257","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2021-12-05DOI: 10.1016/j.memlet.2021.100005
Chung-Kai Chang , Hyun Jung Yu , Huiwon Jang , Ting-Hsiang Hung , Chung-Kai Chang , Jihan Kim , Jong Suk Lee , Dun-Yen Kang
The separation of H2/CH4 or CO2/CH4 is critical to the purification of natural gas. Herein, we report on novel membranes with a metal-organic framework of CAU-10-PDC for the separation of these two mixtures. The dense CAU-10-PDC membranes are fabricated on a porous alumina support using the seeded growth method. An unexpected increase in selectivity was observed while testing mixed gas permeation with either H2/CH4 or CO2/CH4 at a molar ratio of 50:50. Steady-state selectivity reached 101 for H2/CH4 and 62 for CO2/CH4. Ideal selectivity measured from single gas permeation reached 475 for H2/CH4 and 288 for CO2/CH4. Molecular dynamics simulations and time-resolved X-ray diffraction with a synchrotron radiation source were used to probe conformational changes in CAU-10-PDC induced by exposure to CH4. When exposed to an atmosphere containing CH4, CAU-10-PDC presented a change in the space group (from I41/amd to I41), which drastically reduced the pore limiting diameter from 4.15 to 2.95 Å, rendering the channel nearly impermeable to CH4.
{"title":"Conformational-change-induced selectivity enhancement of CAU-10-PDC membrane for H2/CH4 and CO2/CH4 separation","authors":"Chung-Kai Chang , Hyun Jung Yu , Huiwon Jang , Ting-Hsiang Hung , Chung-Kai Chang , Jihan Kim , Jong Suk Lee , Dun-Yen Kang","doi":"10.1016/j.memlet.2021.100005","DOIUrl":"10.1016/j.memlet.2021.100005","url":null,"abstract":"<div><p>The separation of H<sub>2</sub>/CH<sub>4</sub> or CO<sub>2</sub>/CH<sub>4</sub> is critical to the purification of natural gas. Herein, we report on novel membranes with a metal-organic framework of CAU-10-PDC for the separation of these two mixtures. The dense CAU-10-PDC membranes are fabricated on a porous alumina support using the seeded growth method. An unexpected increase in selectivity was observed while testing mixed gas permeation with either H<sub>2</sub>/CH<sub>4</sub> or CO<sub>2</sub>/CH<sub>4</sub> at a molar ratio of 50:50. Steady-state selectivity reached 101 for H<sub>2</sub>/CH<sub>4</sub> and 62 for CO<sub>2</sub>/CH<sub>4</sub>. Ideal selectivity measured from single gas permeation reached 475 for H<sub>2</sub>/CH<sub>4</sub> and 288 for CO<sub>2</sub>/CH<sub>4</sub>. Molecular dynamics simulations and time-resolved X-ray diffraction with a synchrotron radiation source were used to probe conformational changes in CAU-10-PDC induced by exposure to CH<sub>4</sub>. When exposed to an atmosphere containing CH<sub>4</sub>, CAU-10-PDC presented a change in the space group (from <em>I</em>4<sub>1</sub>/<em>amd</em> to <em>I</em>4<sub>1</sub>), which drastically reduced the pore limiting diameter from 4.15 to 2.95 Å, rendering the channel nearly impermeable to CH<sub>4</sub>.</p></div>","PeriodicalId":100805,"journal":{"name":"Journal of Membrane Science Letters","volume":"1 1","pages":"Article 100005"},"PeriodicalIF":0.0,"publicationDate":"2021-12-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S2772421221000052/pdfft?md5=bc88058c566daef3e0c02c1d2c0cc52a&pid=1-s2.0-S2772421221000052-main.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"75831088","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2021-12-05DOI: 10.1016/j.memlet.2021.100006
Jerry Y.S. Lin , Rong Wang
{"title":"Editorial to the first issue of the inaugural volume of Journal of Membrane Science Letters","authors":"Jerry Y.S. Lin , Rong Wang","doi":"10.1016/j.memlet.2021.100006","DOIUrl":"10.1016/j.memlet.2021.100006","url":null,"abstract":"","PeriodicalId":100805,"journal":{"name":"Journal of Membrane Science Letters","volume":"1 1","pages":"Article 100006"},"PeriodicalIF":0.0,"publicationDate":"2021-12-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S2772421221000064/pdfft?md5=ee4eb0fbb964fe1eab4a1ef9d5ccd156&pid=1-s2.0-S2772421221000064-main.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"82402835","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2021-12-05DOI: 10.1016/j.memlet.2021.100002
Yang Cao , Yinhua Wan , Chulong Chen , Jianquan Luo
Fabricating acid resistant nanofiltration (NF) membranes with precise solute separation performance is highly demanded for acidic wastewater treatment but remains a challenge. Herein, we propose a facile strategy for preparing dually charged acid resistant NF membranes with both high cations and anions rejections via a two-layer reverse interfacial polymerization (r-IP) process. Organic monomers of trimesoyl chloride (TMC) and 1,4-phenylene diisocyanate (PPDI) are firstly applied to react with 3-aminobenzenesulfonamide (ABSA) to construct a negatively charged loose intermediate layer, followed by the r-IP of TMC/PPDI and polyethyleneimine (PEI) to engineer a dense positively charged top layer. The highly cross-linked polyurea (PU) formed by isocyanate and amine leads to an enhanced size sieving effect, and the well-arranged dually charged layer endows the membrane stronger electrostatic exclusion. The resultant membrane has 97.7% rejection of Na2SO4 and 93.0% of MgCl2, and it exhibits fairly high rejections to various heavy metals, as well as impressive long-term stability after exposure to strong acid (10 wt% of H2SO4 for 400 h).
{"title":"A novel acid resistant thin-film composite nanofiltration membrane with polyurea enhanced dually charged separation layer","authors":"Yang Cao , Yinhua Wan , Chulong Chen , Jianquan Luo","doi":"10.1016/j.memlet.2021.100002","DOIUrl":"10.1016/j.memlet.2021.100002","url":null,"abstract":"<div><p>Fabricating acid resistant nanofiltration (NF) membranes with precise solute separation performance is highly demanded for acidic wastewater treatment but remains a challenge. Herein, we propose a facile strategy for preparing dually charged acid resistant NF membranes with both high cations and anions rejections via a two-layer reverse interfacial polymerization (r-IP) process. Organic monomers of trimesoyl chloride (TMC) and 1,4-phenylene diisocyanate (PPDI) are firstly applied to react with 3-aminobenzenesulfonamide (ABSA) to construct a negatively charged loose intermediate layer, followed by the r-IP of TMC/PPDI and polyethyleneimine (PEI) to engineer a dense positively charged top layer. The highly cross-linked polyurea (PU) formed by isocyanate and amine leads to an enhanced size sieving effect, and the well-arranged dually charged layer endows the membrane stronger electrostatic exclusion. The resultant membrane has 97.7% rejection of Na<sub>2</sub>SO<sub>4</sub> and 93.0% of MgCl<sub>2</sub>, and it exhibits fairly high rejections to various heavy metals, as well as impressive long-term stability after exposure to strong acid (10 wt% of H<sub>2</sub>SO<sub>4</sub> for 400 h).</p></div>","PeriodicalId":100805,"journal":{"name":"Journal of Membrane Science Letters","volume":"1 1","pages":"Article 100002"},"PeriodicalIF":0.0,"publicationDate":"2021-12-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S2772421221000027/pdfft?md5=034af5ee7b614c343cca97866f3e4168&pid=1-s2.0-S2772421221000027-main.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"85371412","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2021-12-05DOI: 10.1016/j.memlet.2021.100003
Yaeli S. Oren , Viatcheslav Freger , Oded Nir
Accounting for concentration-polarization (CP) is critical for modeling solute transport in membrane separation processes. In a mixed-electrolyte solution, ions' CP is affected not only by diffusion and advection but also by electromigration. Yet, the classic film model, lacking an electromigration term, is frequently used for modeling ion CP. Often, ion CP is altogether neglected to reduce the computational load. Here, we study the CP of trace ions in a dominant salt solution, a case relevant for many reverse-osmosis and nanofiltration processes. First, we revisit the solution-diffusion-electromigration-film theory to obtain an analytical solution for the CP and membrane-transport of trace-ions in a dominant salt solution. Secondly, we consider limiting conditions relevant to reverse-osmosis and nanofiltration, from which we derive two compact equations that emerge as a seamless extension to the classic film theory. These equations can be used to account for the effect of electromigration on CP with minimal effort. Thirdly, we use our theory to quantify the effect of electromigration on ion CP in different dominant salt solutions. Finally, by analyzing two environmental membrane processes, we demonstrate how our theory deviates from the conventional one and quantify the implications on membrane scaling potential and the transport of ionic contaminants.
{"title":"New compact expressions for concentration-polarization of trace-ions in pressure-driven membrane processes","authors":"Yaeli S. Oren , Viatcheslav Freger , Oded Nir","doi":"10.1016/j.memlet.2021.100003","DOIUrl":"https://doi.org/10.1016/j.memlet.2021.100003","url":null,"abstract":"<div><p>Accounting for concentration-polarization (CP) is critical for modeling solute transport in membrane separation processes. In a mixed-electrolyte solution, ions' CP is affected not only by diffusion and advection but also by electromigration. Yet, the classic film model, lacking an electromigration term, is frequently used for modeling ion CP. Often, ion CP is altogether neglected to reduce the computational load. Here, we study the CP of trace ions in a dominant salt solution, a case relevant for many reverse-osmosis and nanofiltration processes. First, we revisit the solution-diffusion-electromigration-film theory to obtain an analytical solution for the CP and membrane-transport of trace-ions in a dominant salt solution. Secondly, we consider limiting conditions relevant to reverse-osmosis and nanofiltration, from which we derive two compact equations that emerge as a seamless extension to the classic film theory. These equations can be used to account for the effect of electromigration on CP with minimal effort. Thirdly, we use our theory to quantify the effect of electromigration on ion CP in different dominant salt solutions. Finally, by analyzing two environmental membrane processes, we demonstrate how our theory deviates from the conventional one and quantify the implications on membrane scaling potential and the transport of ionic contaminants.</p></div>","PeriodicalId":100805,"journal":{"name":"Journal of Membrane Science Letters","volume":"1 1","pages":"Article 100003"},"PeriodicalIF":0.0,"publicationDate":"2021-12-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S2772421221000039/pdfft?md5=8742756c0c4113b199e5b3c2844e8c71&pid=1-s2.0-S2772421221000039-main.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"137403258","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2021-12-05DOI: 10.1016/j.memlet.2021.100001
Mircea Podar , Amanda L. May , Weiliang Bai , Kellie Peyton , Dawn M. Klingeman , Cynthia M. Swift , Devan A.F. Linson , Jacques Mathieu , Daniel Siljeström , Ignacio Beneyto , Lauren B. Stadler , Yosef Pinhas , Frank E. Löffler , Pedro J.J. Alvarez , Manish Kumar
Detrimental biofilms on RO membranes remain a crucial challenge for seawater desalination. Comparative analysis of 16S rRNA gene amplicon sequencing data revealed differences and commonalities of biofilm communities associated with unit operations in the two largest seawater desalination facilities in the U.S., the Claude "Bud" Lewis Carlsbad Desalination Plant and the Tampa Bay Seater Desalination facility. At both plants, feedwater collected at a single time point was a poor indicator of the RO membrane communities, which showed far greater taxa diversity. The analysis of prefilter cartridges from the Carlsbad plant revealed similarly high taxon diversity as the RO module biofilms, with relevant differences. Algal sequences were enriched on the prefilter cartridges as were sequences representing Bdellovibrionota, which are predatory bacteria. Sequences representing opportunistic Gammaproteobacteria (i.e., Shewanella, Woesia) were present in significantly higher relative abundance on the RO membranes than in the prefilter cartridges, suggesting growth of certain taxa in the RO modules. Untargeted metabolomics distinguished intra- and inter-desalination plant biofilm samples, highlighting the potential value of this tool for biofilm monitoring. These findings underscore the value of omics tools for effective microbial monitoring, to understand biofouling dynamics within RO desalination plants, and to provide insight for the development of ecologically-informed biofilm control measures.
{"title":"Microbial diversity analysis of two full-scale seawater desalination treatment trains provides insights into detrimental biofilm formation","authors":"Mircea Podar , Amanda L. May , Weiliang Bai , Kellie Peyton , Dawn M. Klingeman , Cynthia M. Swift , Devan A.F. Linson , Jacques Mathieu , Daniel Siljeström , Ignacio Beneyto , Lauren B. Stadler , Yosef Pinhas , Frank E. Löffler , Pedro J.J. Alvarez , Manish Kumar","doi":"10.1016/j.memlet.2021.100001","DOIUrl":"10.1016/j.memlet.2021.100001","url":null,"abstract":"<div><p>Detrimental biofilms on RO membranes remain a crucial challenge for seawater desalination. Comparative analysis of 16S rRNA gene amplicon sequencing data revealed differences and commonalities of biofilm communities associated with unit operations in the two largest seawater desalination facilities in the U.S., the Claude \"Bud\" Lewis Carlsbad Desalination Plant and the Tampa Bay Seater Desalination facility. At both plants, feedwater collected at a single time point was a poor indicator of the RO membrane communities, which showed far greater taxa diversity. The analysis of prefilter cartridges from the Carlsbad plant revealed similarly high taxon diversity as the RO module biofilms, with relevant differences. Algal sequences were enriched on the prefilter cartridges as were sequences representing <em>Bdellovibrionota</em>, which are predatory bacteria. Sequences representing opportunistic Gammaproteobacteria (i.e., <em>Shewanella, Woesia</em>) were present in significantly higher relative abundance on the RO membranes than in the prefilter cartridges, suggesting growth of certain taxa in the RO modules. Untargeted metabolomics distinguished intra- and inter-desalination plant biofilm samples, highlighting the potential value of this tool for biofilm monitoring. These findings underscore the value of omics tools for effective microbial monitoring, to understand biofouling dynamics within RO desalination plants, and to provide insight for the development of ecologically-informed biofilm control measures.</p></div>","PeriodicalId":100805,"journal":{"name":"Journal of Membrane Science Letters","volume":"1 1","pages":"Article 100001"},"PeriodicalIF":0.0,"publicationDate":"2021-12-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S2772421221000015/pdfft?md5=b69e8029098dc8170275f8aef651e1a4&pid=1-s2.0-S2772421221000015-main.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"74495239","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}