A Topic Modeling Approach to Discover the Global and Local Subjects in Membrane Distillation Separation Process

Membrane distillation (MD) is proposed as an environmentally friendly technology of emerging interest able to aid in the resolution of the worldwide water issue and brine processing by producing distilled water and treating high-saline solutions up to their saturation with a view toward reaching zer...

Full description

Saved in:
Bibliographic Details
Published inSeparations Vol. 10; no. 9; p. 482
Main Authors Aytaç, Ersin, Khayet, Mohamed
Format Journal Article
LanguageEnglish
Published Basel MDPI AG 01.09.2023
Subjects
Algorithms
all-mpnet-base-v2
Aqueous solutions
Artificial intelligence
c-TF-IDF
Computational linguistics
Data mining
Datasets
Distillation
Distilled water
Energy recovery
Heat recovery
Hydrostatic pressure
Language processing
Low temperature
Machine learning
Massive data points
maximal marginal relevance
membrane distillation
Membrane separation
Membranes
Methods
Modelling
Natural language interfaces
Natural language processing
Neural networks
Osmosis
Polyvinylidene fluoride
Polyvinylidene fluorides
Purification
Saline solutions
Separation
Sewage
Wastewater treatment
water treatment
Maryland
Netherlands
Online AccessGet full text

Cover

Abstract Membrane distillation (MD) is proposed as an environmentally friendly technology of emerging interest able to aid in the resolution of the worldwide water issue and brine processing by producing distilled water and treating high-saline solutions up to their saturation with a view toward reaching zero liquid discharge (ZLD) at relatively low temperature requirements and a low operating hydrostatic pressure. Topic modeling (TM), which is a Machine Learning (ML) method combined with Natural Language Processing (NLP), is a customizable approach that is ideal for researching massive datasets with unknown themes. In this study, we used BERTopic, a new cutting-edge Python library for topic modeling, to explore the global and local themes in the MD separation literature. By using the BERTopic model, the words describing the collected dataset were detected together with over- and underexplored research topics to guide MD researchers in planning their future works. The results indicated that two global themes are widely discussed and are relevant to MD scientists abroad. In brief, these topics are permeate flux, heat-energy recovery, surface modification, and polyvinylidene fluoride hydrophobic membranes. BERTopic discovered 62 local concepts. The most researched local topics were solar applications, membrane scaling, and electrospun membranes, while the least investigated were boron removal, dairy effluent applications, and nickel wastewater treatment. In addition, the topics were illustrated in a 2D plane to better understand the obtained results.
AbstractList Membrane distillation (MD) is proposed as an environmentally friendly technology of emerging interest able to aid in the resolution of the worldwide water issue and brine processing by producing distilled water and treating high-saline solutions up to their saturation with a view toward reaching zero liquid discharge (ZLD) at relatively low temperature requirements and a low operating hydrostatic pressure. Topic modeling (TM), which is a Machine Learning (ML) method combined with Natural Language Processing (NLP), is a customizable approach that is ideal for researching massive datasets with unknown themes. In this study, we used BERTopic, a new cutting-edge Python library for topic modeling, to explore the global and local themes in the MD separation literature. By using the BERTopic model, the words describing the collected dataset were detected together with over- and underexplored research topics to guide MD researchers in planning their future works. The results indicated that two global themes are widely discussed and are relevant to MD scientists abroad. In brief, these topics are permeate flux, heat-energy recovery, surface modification, and polyvinylidene fluoride hydrophobic membranes. BERTopic discovered 62 local concepts. The most researched local topics were solar applications, membrane scaling, and electrospun membranes, while the least investigated were boron removal, dairy effluent applications, and nickel wastewater treatment. In addition, the topics were illustrated in a 2D plane to better understand the obtained results.
Audience Academic
Author Aytaç, Ersin
Khayet, Mohamed
Author_xml – sequence: 1
  givenname: Ersin
  orcidid: 0000-0002-7124-4438
  surname: Aytaç
  fullname: Aytaç, Ersin
– sequence: 2
  givenname: Mohamed
  orcidid: 0000-0002-5117-2975
  surname: Khayet
  fullname: Khayet, Mohamed
BookMark eNp9kVtrVDEUhQ-lQmvtL-hLwOepuefkcahaC1MUWp9DrtMMZ5JjkhH6701npFUpkodsNutbWdn77XCccvLDcIHgJSESfqh-1kW3mFNFEEpIR3w0nGIsxWIURB7_UZ8M57VuIIRIEM4RPh3yEtznOVpwm52fYlqD5TyXrO0DaBl8jNXmn76A9uDB9ZSNnoBODqyy7dXdzmy8bRXEBG791hSd_BPS4jTt84C752jgW8nW1_pueBP0VP357_ts-P750_3Vl8Xq6_XN1XK1sJSxthBCjyZwHKywghpDITaBBsF40DRAwYUUITDnHTIGY-TYSDVzDBOCOkvJ2XBz8HVZb9Rc4laXR5V1VPtGLmulS4t28kpSyzDlI6RYU9eLPi5IQkDEIkT92L3eH7z6YH7sfG1qk3cl9fgKj1xyzDjFL6q17qYxhdyKtts-QbUUAo2QI4m66vIVVT_Ob6Ptiw2x9_8CyAGwJddafHj-DILqaf_qlf13Sv5D2dj2mv5cnP7L_gLfmbms
CitedBy_id crossref_primary_10_3390_membranes14070144
crossref_primary_10_1016_j_jia_2024_11_008
crossref_primary_10_3390_bdcc7040168
crossref_primary_10_14201_adcaij_29120
crossref_primary_10_1016_j_seppur_2025_132565
crossref_primary_10_3390_rs16173168
crossref_primary_10_3390_membranes14120259
crossref_primary_10_1016_j_ijft_2024_100567
Cites_doi 10.1016/j.desal.2023.116436
10.3390/w10030310
10.1016/j.memsci.2020.118031
10.1016/j.knosys.2022.108381
10.1016/j.desal.2022.116203
10.1016/j.apm.2022.06.017
10.3390/w12102841
10.1016/j.seppur.2022.122348
10.1016/j.patcog.2021.108450
10.1016/j.memsci.2020.119035
10.1002/adem.202001456
10.1021/acs.iecr.1c01898
10.1016/j.desal.2022.115925
10.1016/j.ultramic.2019.01.011
10.1016/j.memsci.2019.03.041
10.1016/j.desal.2015.12.009
10.1016/j.procs.2022.01.040
10.1016/j.desal.2019.114281
10.1016/B978-0-444-53126-1.10013-2
10.1016/j.desal.2019.114231
10.1016/j.ins.2022.10.119
10.1016/j.desal.2022.116095
10.1016/j.memsci.2013.06.053
10.1016/j.desal.2018.01.025
10.1016/j.is.2022.102131
10.1016/j.desal.2013.01.021
10.1039/D1RA00060H
10.1016/j.iref.2022.12.001
10.1016/j.memsci.2020.118413
10.1016/j.ijheatmasstransfer.2002.09.001
10.1016/j.eswa.2022.118715
10.1016/j.eswa.2022.116548
10.1016/j.cherd.2022.10.010
10.1016/j.desal.2012.01.021
10.1016/j.seppur.2022.123003
10.1016/j.memsci.2022.121130
10.1039/C7EW00085E
10.1016/j.desal.2023.116715
10.1016/j.memsci.2021.119265
10.1016/j.memsci.2017.05.047
10.1016/j.imu.2022.101144
10.1016/j.desal.2007.05.019
10.1016/j.memsci.2017.06.089
10.1016/j.procs.2022.01.047
10.1016/j.watres.2021.117154
10.3390/membranes11120934
10.1016/j.jss.2020.110659
10.1016/j.memsci.2022.121207
10.1016/j.cep.2021.108597
10.1016/j.techfore.2022.122130
10.1016/j.iswcr.2020.05.002
10.1016/j.desal.2023.116482
10.1016/j.array.2021.100080
10.1016/j.jairtraman.2023.102374
10.1016/j.ins.2022.05.098
10.1016/j.ipm.2022.103185
10.1016/j.eswa.2022.116551
10.1016/j.compedu.2022.104682
10.1007/978-3-642-37456-2_14
10.1021/i260022a013
10.1016/j.eswa.2020.113770
10.1016/j.memsci.2008.11.038
10.1016/j.jclepro.2022.132949
10.1016/j.cherd.2022.05.033
10.1016/j.eujim.2022.102216
10.1016/j.memsci.2020.118285
10.1016/j.desal.2022.116356
10.1016/j.jiec.2020.08.005
10.1016/j.desal.2011.09.017
10.1016/j.petrol.2021.109964
10.1016/j.jbusres.2022.01.076
10.21105/joss.00205
10.1016/j.ipm.2020.102227
10.1016/j.desal.2016.07.043
10.1016/j.memsci.2014.03.055
10.1016/j.memsci.2021.119673
10.1016/j.ijheatmasstransfer.2020.120482
10.2478/s11696-008-0095-y
10.1016/j.procs.2022.12.177
10.1016/j.cis.2021.102470
10.1016/0011-9164(91)85048-Y
10.1016/j.seppur.2019.115721
10.21601/ejosdr/12167
10.1016/j.engappai.2022.104743
10.1016/j.knosys.2017.01.012
10.21105/joss.00861
10.1016/j.jiec.2021.04.053
10.1038/s41545-019-0039-9
10.1016/j.desal.2021.115235
10.3390/membranes11050308
10.1016/j.eswa.2022.116512
10.1016/j.eswa.2022.116573
10.1016/j.engappai.2022.105271
10.1016/j.desal.2022.115930
10.1016/j.imu.2021.100596
10.1039/C6TA05492G
10.1016/j.desal.2007.10.004
10.1016/j.knosys.2016.06.017
ContentType Journal Article
Copyright COPYRIGHT 2023 MDPI AG
2023 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/). Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License.
Copyright_xml – notice: COPYRIGHT 2023 MDPI AG
– notice: 2023 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/). Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License.
DBID AAYXX
CITATION
7SR
7U5
8BQ
8FD
8FE
8FG
ABJCF
ABUWG
AFKRA
AZQEC
BENPR
BGLVJ
CCPQU
COVID
D1I
DWQXO
HCIFZ
JG9
KB.
L7M
PDBOC
PHGZM
PHGZT
PIMPY
PKEHL
PQEST
PQGLB
PQQKQ
PQUKI
PRINS
DOA
DOI 10.3390/separations10090482
DatabaseName CrossRef
Engineered Materials Abstracts
Solid State and Superconductivity Abstracts
METADEX
Technology Research Database
ProQuest SciTech Collection
ProQuest Technology Collection
Materials Science & Engineering Collection
ProQuest Central (Alumni)
ProQuest Central UK/Ireland
ProQuest Central Essentials
ProQuest Central
Technology Collection (via ProQuest SciTech Premium Collection)
ProQuest One Community College
Coronavirus Research Database
ProQuest Materials Science Collection
ProQuest Central Korea
SciTech Premium Collection (via ProQuest)
Materials Research Database
Materials Science Database
Advanced Technologies Database with Aerospace
Materials Science Collection
ProQuest Central Premium
ProQuest One Academic
Publicly Available Content Database
ProQuest One Academic Middle East (New)
ProQuest One Academic Eastern Edition (DO NOT USE)
ProQuest One Applied & Life Sciences
ProQuest One Academic
ProQuest One Academic UKI Edition
ProQuest Central China
DOAJ Directory of Open Access Journals
DatabaseTitle CrossRef
Publicly Available Content Database
Materials Research Database
Technology Collection
Technology Research Database
ProQuest One Academic Middle East (New)
ProQuest Central Essentials
Materials Science Collection
ProQuest Central (Alumni Edition)
SciTech Premium Collection
ProQuest One Community College
ProQuest Central China
ProQuest Central
ProQuest One Applied & Life Sciences
Engineered Materials Abstracts
ProQuest Central Korea
Materials Science Database
ProQuest Central (New)
Advanced Technologies Database with Aerospace
ProQuest Materials Science Collection
ProQuest One Academic Eastern Edition
Coronavirus Research Database
ProQuest Technology Collection
ProQuest SciTech Collection
METADEX
ProQuest One Academic UKI Edition
Materials Science & Engineering Collection
Solid State and Superconductivity Abstracts
ProQuest One Academic
ProQuest One Academic (New)
DatabaseTitleList Publicly Available Content Database


CrossRef
Database_xml – sequence: 1
  dbid: DOA
  name: Directory of Open Access Journals (DOAJ)
  url: https://www.doaj.org/
  sourceTypes: Open Website
– sequence: 2
  dbid: 8FG
  name: ProQuest Technology Collection
  url: https://search.proquest.com/technologycollection1
  sourceTypes: Aggregation Database
DeliveryMethod fulltext_linktorsrc
Discipline Chemistry
EISSN 2297-8739
ExternalDocumentID oai_doaj_org_article_94c52468042a4d46822903ff13c114e8
A771806191
10_3390_separations10090482
GeographicLocations Maryland
Netherlands
GeographicLocations_xml – name: Netherlands
– name: Maryland
GroupedDBID 5VS
8FE
8FG
AADQD
AAFWJ
AAYXX
ABDBF
ABJCF
ADBBV
AFKRA
AFPKN
AFZYC
ALMA_UNASSIGNED_HOLDINGS
BCNDV
BENPR
BGLVJ
CCPQU
CITATION
D1I
GROUPED_DOAJ
HCIFZ
IAO
ITC
KB.
MODMG
M~E
OK1
PDBOC
PHGZM
PHGZT
PIMPY
PROAC
PQGLB
7SR
7U5
8BQ
8FD
ABUWG
AZQEC
COVID
DWQXO
JG9
L7M
PKEHL
PQEST
PQQKQ
PQUKI
PRINS
PUEGO
ID FETCH-LOGICAL-c455t-77a8bf62fc7c74bb402bf4f756fa4f076797ff5ded1bb221d584a5d5233177a43
IEDL.DBID DOA
ISSN 2297-8739
IngestDate Wed Aug 27 01:30:00 EDT 2025
Fri Jul 25 10:40:28 EDT 2025
Thu Jul 10 07:45:14 EDT 2025
Tue Jul 08 03:53:05 EDT 2025
Tue Jul 01 02:16:13 EDT 2025
Thu Apr 24 23:06:32 EDT 2025
IsDoiOpenAccess true
IsOpenAccess true
IsPeerReviewed true
IsScholarly true
Issue 9
Language English
License https://creativecommons.org/licenses/by/4.0
LinkModel DirectLink
MergedId FETCHMERGED-LOGICAL-c455t-77a8bf62fc7c74bb402bf4f756fa4f076797ff5ded1bb221d584a5d5233177a43
Notes ObjectType-Article-1
SourceType-Scholarly Journals-1
ObjectType-Feature-2
content type line 14
ORCID 0000-0002-7124-4438
0000-0002-5117-2975
OpenAccessLink https://doaj.org/article/94c52468042a4d46822903ff13c114e8
PQID 2869625642
PQPubID 2032417
ParticipantIDs doaj_primary_oai_doaj_org_article_94c52468042a4d46822903ff13c114e8
proquest_journals_2869625642
gale_infotracmisc_A771806191
gale_infotracacademiconefile_A771806191
crossref_primary_10_3390_separations10090482
crossref_citationtrail_10_3390_separations10090482
ProviderPackageCode CITATION
AAYXX
PublicationCentury 2000
PublicationDate 2023-09-01
PublicationDateYYYYMMDD 2023-09-01
PublicationDate_xml – month: 09
  year: 2023
  text: 2023-09-01
  day: 01
PublicationDecade 2020
PublicationPlace Basel
PublicationPlace_xml – name: Basel
PublicationTitle Separations
PublicationYear 2023
Publisher MDPI AG
Publisher_xml – name: MDPI AG
References Zheng (ref_54) 2020; 168
Gryta (ref_85) 2021; 628
Zhou (ref_51) 2022; 195
Akbari (ref_91) 2021; 294
(ref_40) 2020; 57
ref_90
Qtaishat (ref_97) 2013; 308
(ref_21) 2022; 6
Ali (ref_19) 2023; 551
Wang (ref_30) 2022; 616
Eryildiz (ref_11) 2023; 546
Gryta (ref_100) 2008; 228
ref_15
Zhang (ref_13) 2022; 188
Li (ref_79) 2020; 603
Boretti (ref_3) 2019; 2
Chew (ref_83) 2017; 541
Dehghani (ref_35) 2023; 36
Mengual (ref_104) 2004; 47
Khayet (ref_110) 2012; 287
Ghasemi (ref_50) 2022; 195
Findley (ref_56) 1967; 6
Ullah (ref_75) 2018; 433
Hendren (ref_87) 2009; 331
Zhou (ref_44) 2022; 124
Zhang (ref_33) 2022; 209
Ao (ref_47) 2023; 60
Lin (ref_12) 2022; 538
Huang (ref_18) 2021; 60
Wei (ref_42) 2017; 121
Anvari (ref_77) 2020; 616
Goh (ref_96) 2019; 227
(ref_25) 2021; 10
Bibal (ref_45) 2021; 11
ref_72
Chen (ref_6) 2023; 668
Ng (ref_58) 2023; 57
(ref_27) 2021; 21
Adel (ref_20) 2022; 194
ref_76
Qtaishat (ref_108) 2008; 219
ref_74
ref_73
Ahmad (ref_95) 2020; 91
Dudchenko (ref_16) 2020; 610
Lado (ref_67) 2023; 563
Gencoglu (ref_31) 2023; 193
(ref_23) 2022; 21
Rahimi (ref_41) 2020; 162
Su (ref_34) 2022; 242
Chamani (ref_17) 2020; 476
Wan (ref_111) 2017; 538
Khayet (ref_14) 2023; 553
Feng (ref_32) 2022; 607
McInnes (ref_69) 2017; 2
Kang (ref_89) 2014; 463
Mortaheb (ref_78) 2021; 99
Mustafa (ref_71) 2021; 169
Subrahmanya (ref_103) 2021; 11
Huang (ref_86) 2021; 637
Jeon (ref_37) 2023; 186
Houssein (ref_26) 2022; 194
Zhu (ref_52) 2022; 199
Gryta (ref_99) 2009; 63
ref_59
Ma (ref_98) 2021; 198
Ghamarian (ref_64) 2019; 200
Ju (ref_8) 2023; 305
Habuza (ref_22) 2021; 24
ref_61
Liao (ref_101) 2023; 665
Guo (ref_70) 2021; 164
Peng (ref_82) 2013; 316
(ref_49) 2020; 8
Han (ref_7) 2023; 309
Jiang (ref_2) 2022; 539
Warsinger (ref_92) 2017; 3
ref_68
ref_63
Singh (ref_43) 2022; 2
Yang (ref_60) 2022; 111
Shafieian (ref_9) 2022; 183
Bandini (ref_106) 1991; 81
Saidi (ref_38) 2022; 115
ref_36
Wang (ref_46) 2022; 199
Qorib (ref_55) 2023; 212
ref_112
Satrya (ref_65) 2023; 216
Leonard (ref_62) 2022; 108
Abdelrazek (ref_29) 2023; 112
ref_39
Xu (ref_107) 2020; 478
Bao (ref_28) 2023; 108
Shome (ref_57) 2023; 84
Herhausen (ref_24) 2022; 144
Ezugwu (ref_48) 2022; 110
Khayet (ref_53) 2022; 543
Ashoor (ref_94) 2016; 398
ref_109
Ursino (ref_80) 2019; 581
Liu (ref_10) 2023; 549
Shalaby (ref_1) 2022; 366
Li (ref_81) 2016; 4
ref_102
Madalosso (ref_84) 2021; 23
Ismail (ref_93) 2021; 624
Pagliero (ref_113) 2021; 516
Li (ref_66) 2016; 107
ref_5
Orfi (ref_105) 2016; 381
ref_4
Zuo (ref_88) 2013; 447
References_xml – volume: 551
  start-page: 116436
  year: 2023
  ident: ref_19
  article-title: Detailed numerical analysis of air gap membrane distillation performance using different membrane materials and porosity
  publication-title: Desalination
  doi: 10.1016/j.desal.2023.116436
– ident: ref_15
  doi: 10.3390/w10030310
– volume: 603
  start-page: 118031
  year: 2020
  ident: ref_79
  article-title: Janus membranes with asymmetric wettability via a layer-by-layer coating strategy for robust membrane distillation
  publication-title: J. Membr. Sci.
  doi: 10.1016/j.memsci.2020.118031
– volume: 242
  start-page: 108381
  year: 2022
  ident: ref_34
  article-title: A novel method based on deep transfer unsupervised learning network for bearing fault diagnosis under variable working condition of unequal quantity
  publication-title: Knowl.-Based Syst.
  doi: 10.1016/j.knosys.2022.108381
– volume: 546
  start-page: 116203
  year: 2023
  ident: ref_11
  article-title: Fabrication of novel hydrophobic electrospun nanofiber membrane using polybenzoxazine for membrane distillation application
  publication-title: Desalination
  doi: 10.1016/j.desal.2022.116203
– volume: 111
  start-page: 78
  year: 2022
  ident: ref_60
  article-title: A UMAP-based clustering method for multi-scale damage analysis of laminates
  publication-title: Appl. Math. Model.
  doi: 10.1016/j.apm.2022.06.017
– ident: ref_74
  doi: 10.3390/w12102841
– volume: 305
  start-page: 122348
  year: 2023
  ident: ref_8
  article-title: Construction of electrospinning Janus nanofiber membranes for efficient solar-driven membrane distillation
  publication-title: Sep. Purif. Technol.
  doi: 10.1016/j.seppur.2022.122348
– ident: ref_68
– volume: 124
  start-page: 108450
  year: 2022
  ident: ref_44
  article-title: Supervised dimensionality reduction technology of generalized discriminant component analysis and its kernelization forms
  publication-title: Pattern Recognit.
  doi: 10.1016/j.patcog.2021.108450
– volume: 624
  start-page: 119035
  year: 2021
  ident: ref_93
  article-title: Direct contact membrane distillation: A sensitivity analysis and an outlook on membrane effective thermal conductivity
  publication-title: J. Membr. Sci.
  doi: 10.1016/j.memsci.2020.119035
– volume: 23
  start-page: 2001456
  year: 2021
  ident: ref_84
  article-title: Membrane Surface Modification by Electrospinning, Coating, and Plasma for Membrane Distillation Applications: A State-of-the-Art Review
  publication-title: Adv. Eng. Mater.
  doi: 10.1002/adem.202001456
– volume: 60
  start-page: 12663
  year: 2021
  ident: ref_18
  article-title: Numerical Simulation Study on the Mass and Heat Transfer in the Self-Heating Membrane Distillation Process
  publication-title: Ind. Eng. Chem. Res.
  doi: 10.1021/acs.iecr.1c01898
– ident: ref_39
– volume: 538
  start-page: 115925
  year: 2022
  ident: ref_12
  article-title: Durable superhydrophobic polyvinylidene fluoride membranes via facile spray-coating for effective membrane distillation
  publication-title: Desalination
  doi: 10.1016/j.desal.2022.115925
– volume: 108
  start-page: 102748
  year: 2022
  ident: ref_62
  article-title: Power to the people: Applying citizen science and computer vision to home mapping for rural energy access
  publication-title: Int. J. Appl. Earth Obs. Geoinf.
– volume: 200
  start-page: 28
  year: 2019
  ident: ref_64
  article-title: Hierarchical density-based cluster analysis framework for atom probe tomography data
  publication-title: Ultramicroscopy
  doi: 10.1016/j.ultramic.2019.01.011
– volume: 581
  start-page: 58
  year: 2019
  ident: ref_80
  article-title: Development of a novel perfluoropolyether (PFPE) hydrophobic/hydrophilic coated membranes for water treatment
  publication-title: J. Membr. Sci.
  doi: 10.1016/j.memsci.2019.03.041
– volume: 381
  start-page: 135
  year: 2016
  ident: ref_105
  article-title: Heat and mass transfer in membrane distillation used for desalination with slip flow
  publication-title: Desalination
  doi: 10.1016/j.desal.2015.12.009
– volume: 199
  start-page: 331
  year: 2022
  ident: ref_52
  article-title: Local density peaks clustering with small size distance matrix
  publication-title: Procedia Comput. Sci.
  doi: 10.1016/j.procs.2022.01.040
– volume: 478
  start-page: 114281
  year: 2020
  ident: ref_107
  article-title: Heat and mass transfer evaluation of air-gap diffusion distillation by ε-NTU method
  publication-title: Desalination
  doi: 10.1016/j.desal.2019.114281
– ident: ref_4
  doi: 10.1016/B978-0-444-53126-1.10013-2
– volume: 476
  start-page: 114231
  year: 2020
  ident: ref_17
  article-title: CFD-based genetic programming model for liquid entry pressure estimation of hydrophobic membranes
  publication-title: Desalination
  doi: 10.1016/j.desal.2019.114231
– volume: 616
  start-page: 392
  year: 2022
  ident: ref_30
  article-title: Bayesian sparse joint dynamic topic model with flexible lead-lag order
  publication-title: Inf. Sci.
  doi: 10.1016/j.ins.2022.10.119
– volume: 543
  start-page: 116095
  year: 2022
  ident: ref_53
  article-title: Bibliometric and sentiment analysis with machine learning on the scientific contribution of Professor Srinivasa Sourirajan
  publication-title: Desalination
  doi: 10.1016/j.desal.2022.116095
– volume: 447
  start-page: 26
  year: 2013
  ident: ref_88
  article-title: Novel membrane surface modification to enhance anti-oil fouling property for membrane distillation application
  publication-title: J. Membr. Sci.
  doi: 10.1016/j.memsci.2013.06.053
– volume: 433
  start-page: 56
  year: 2018
  ident: ref_75
  article-title: Energy efficiency of direct contact membrane distillation
  publication-title: Desalination
  doi: 10.1016/j.desal.2018.01.025
– volume: 112
  start-page: 102131
  year: 2023
  ident: ref_29
  article-title: Topic modeling algorithms and applications: A survey
  publication-title: Inf. Syst.
  doi: 10.1016/j.is.2022.102131
– volume: 316
  start-page: 53
  year: 2013
  ident: ref_82
  article-title: Preparation of polysulfone membranes via vapor-induced phase separation and simulation of direct-contact membrane distillation by measuring hydrophobic layer thickness
  publication-title: Desalination
  doi: 10.1016/j.desal.2013.01.021
– ident: ref_59
– volume: 11
  start-page: 9638
  year: 2021
  ident: ref_103
  article-title: A review of recent progress in polymeric electrospun nanofiber membranes in addressing safe water global issues
  publication-title: RSC Adv.
  doi: 10.1039/D1RA00060H
– volume: 84
  start-page: 770
  year: 2023
  ident: ref_57
  article-title: Impact investment for sustainable development: A bibliometric analysis
  publication-title: Int. Rev. Econ. Finance
  doi: 10.1016/j.iref.2022.12.001
– volume: 616
  start-page: 118413
  year: 2020
  ident: ref_77
  article-title: State-of-the-art methods for overcoming temperature polarization in membrane distillation process: A review
  publication-title: J. Membr. Sci.
  doi: 10.1016/j.memsci.2020.118413
– volume: 47
  start-page: 865
  year: 2004
  ident: ref_104
  article-title: Heat and mass transfer in vacuum membrane distillation
  publication-title: Int. J. Heat Mass Transf.
  doi: 10.1016/j.ijheatmasstransfer.2002.09.001
– volume: 212
  start-page: 118715
  year: 2023
  ident: ref_55
  article-title: Covid-19 vaccine hesitancy: Text mining, sentiment analysis and machine learning on COVID-19 vaccination Twitter dataset
  publication-title: Expert Syst. Appl.
  doi: 10.1016/j.eswa.2022.118715
– volume: 194
  start-page: 116548
  year: 2022
  ident: ref_20
  article-title: Decentralizing construction AI applications using blockchain technology
  publication-title: Expert Syst. Appl.
  doi: 10.1016/j.eswa.2022.116548
– volume: 188
  start-page: 555
  year: 2022
  ident: ref_13
  article-title: Water recovery from cleaning wastewater of traditional Chinese medicine processing via vacuum membrane distillation: Parameters optimization and membrane fouling investigation
  publication-title: Chem. Eng. Res. Des.
  doi: 10.1016/j.cherd.2022.10.010
– volume: 308
  start-page: 186
  year: 2013
  ident: ref_97
  article-title: Desalination by solar powered membrane distillation systems
  publication-title: Desalination
  doi: 10.1016/j.desal.2012.01.021
– volume: 309
  start-page: 123003
  year: 2023
  ident: ref_7
  article-title: Synergistic enhanced solar-driven water purification and CO2 reduction via photothermal catalytic membrane distillation
  publication-title: Sep. Purif. Technol.
  doi: 10.1016/j.seppur.2022.123003
– ident: ref_73
– volume: 665
  start-page: 121130
  year: 2023
  ident: ref_101
  article-title: Engineering omniphobic corrugated membranes for scaling mitigation in membrane distillation
  publication-title: J. Membr. Sci.
  doi: 10.1016/j.memsci.2022.121130
– volume: 3
  start-page: 930
  year: 2017
  ident: ref_92
  article-title: Reversing membrane wetting in membrane distillation: Comparing dryout to backwashing with pressurized air
  publication-title: Environ. Sci. Water Res. Technol.
  doi: 10.1039/C7EW00085E
– volume: 563
  start-page: 116715
  year: 2023
  ident: ref_67
  article-title: Faradaic deionization technology: Insights from bibliometric, data mining and machine learning approaches
  publication-title: Desalination
  doi: 10.1016/j.desal.2023.116715
– volume: 628
  start-page: 119265
  year: 2021
  ident: ref_85
  article-title: Surface modification of polypropylene membrane by helium plasma treatment for membrane distillation
  publication-title: J. Membr. Sci.
  doi: 10.1016/j.memsci.2021.119265
– ident: ref_112
– volume: 538
  start-page: 96
  year: 2017
  ident: ref_111
  article-title: Design and fabrication of hollow fiber membrane modules
  publication-title: J. Membr. Sci.
  doi: 10.1016/j.memsci.2017.05.047
– volume: 36
  start-page: 101144
  year: 2023
  ident: ref_35
  article-title: ParsBERT topic modeling of Persian scientific articles about COVID-19
  publication-title: Inform. Med. Unlocked
  doi: 10.1016/j.imu.2022.101144
– volume: 219
  start-page: 272
  year: 2008
  ident: ref_108
  article-title: Heat and mass transfer analysis in direct contact membrane distillation
  publication-title: Desalination
  doi: 10.1016/j.desal.2007.05.019
– volume: 541
  start-page: 162
  year: 2017
  ident: ref_83
  article-title: Superoleophobic surface modification for robust membrane distillation performance
  publication-title: J. Membr. Sci.
  doi: 10.1016/j.memsci.2017.06.089
– volume: 199
  start-page: 384
  year: 2022
  ident: ref_46
  article-title: Divergent Projection Analysis for Unsupervised Dimensionality Reduction
  publication-title: Procedia Comput. Sci.
  doi: 10.1016/j.procs.2022.01.047
– ident: ref_36
– volume: 198
  start-page: 117154
  year: 2021
  ident: ref_98
  article-title: Distributed solar desalination by membrane distillation: Current status and future perspectives
  publication-title: Water Res.
  doi: 10.1016/j.watres.2021.117154
– ident: ref_72
  doi: 10.3390/membranes11120934
– ident: ref_109
– volume: 21
  start-page: 958
  year: 2021
  ident: ref_27
  article-title: Havzaların Benzerliklerini Tanımlamada Alternatif Bir Yaklaşım: Hiyerarşik Kümeleme Yöntemi Uygulaması
  publication-title: Afyon Kocatepe Üniversitesi Fen Ve Mühendislik Bilim. Derg.
– volume: 168
  start-page: 110659
  year: 2020
  ident: ref_54
  article-title: The impact factors on the performance of machine learning-based vulnerability detection: A comparative study
  publication-title: J. Syst. Softw.
  doi: 10.1016/j.jss.2020.110659
– volume: 668
  start-page: 121207
  year: 2023
  ident: ref_6
  article-title: Plasma-assisted facile fabrication of omniphobic graphene oxide membrane with anti-wetting property for membrane distillation
  publication-title: J. Membr. Sci.
  doi: 10.1016/j.memsci.2022.121207
– volume: 169
  start-page: 108597
  year: 2021
  ident: ref_71
  article-title: Enhanced Membrane Distillation Water Flux through Electromagnetism
  publication-title: Chem. Eng. Process. Process Intensif.
  doi: 10.1016/j.cep.2021.108597
– volume: 186
  start-page: 122130
  year: 2023
  ident: ref_37
  article-title: Exploring new digital therapeutics technologies for psychiatric disorders using BERTopic and PatentSBERTa
  publication-title: Technol. Forecast. Soc. Change
  doi: 10.1016/j.techfore.2022.122130
– volume: 8
  start-page: 321
  year: 2020
  ident: ref_49
  article-title: Unsupervised learning approach in defining the similarity of catchments: Hydrological response unit based k-means clustering, a demonstration on Western Black Sea Region of Turkey
  publication-title: Int. Soil Water Conserv. Res.
  doi: 10.1016/j.iswcr.2020.05.002
– volume: 553
  start-page: 116482
  year: 2023
  ident: ref_14
  article-title: A deep dive into membrane distillation literature with data analysis, bibliometric methods, and machine learning
  publication-title: Desalination
  doi: 10.1016/j.desal.2023.116482
– volume: 11
  start-page: 100080
  year: 2021
  ident: ref_45
  article-title: IXVC: An interactive pipeline for explaining visual clusters in dimensionality reduction visualizations with decision trees
  publication-title: Array
  doi: 10.1016/j.array.2021.100080
– volume: 108
  start-page: 102374
  year: 2023
  ident: ref_28
  article-title: Exploring topics and trends in Chinese ATC incident reports using a domain-knowledge driven topic model
  publication-title: J. Air Transp. Manag.
  doi: 10.1016/j.jairtraman.2023.102374
– volume: 607
  start-page: 79
  year: 2022
  ident: ref_32
  article-title: Context reinforced neural topic modeling over short texts
  publication-title: Inf. Sci.
  doi: 10.1016/j.ins.2022.05.098
– volume: 60
  start-page: 103185
  year: 2023
  ident: ref_47
  article-title: Skill requirements in job advertisements: A comparison of skill-categorization methods based on wage regressions
  publication-title: Inf. Process. Manag.
  doi: 10.1016/j.ipm.2022.103185
– ident: ref_90
– volume: 195
  start-page: 116551
  year: 2022
  ident: ref_50
  article-title: Multi-objective Semi-supervised clustering for finding predictive clusters
  publication-title: Expert Syst. Appl.
  doi: 10.1016/j.eswa.2022.116551
– volume: 193
  start-page: 104682
  year: 2023
  ident: ref_31
  article-title: Machine and expert judgments of student perceptions of teaching behavior in secondary education: Added value of topic modeling with big data
  publication-title: Comput. Educ.
  doi: 10.1016/j.compedu.2022.104682
– ident: ref_63
  doi: 10.1007/978-3-642-37456-2_14
– volume: 6
  start-page: 226
  year: 1967
  ident: ref_56
  article-title: Vaporization through Porous Membranes
  publication-title: Ind. Eng. Chem. Process Des. Dev.
  doi: 10.1021/i260022a013
– volume: 162
  start-page: 113770
  year: 2020
  ident: ref_41
  article-title: Tens-embedding: A Tensor-based document embedding method
  publication-title: Expert Syst. Appl.
  doi: 10.1016/j.eswa.2020.113770
– volume: 331
  start-page: 1
  year: 2009
  ident: ref_87
  article-title: Surface modification of nanostructured ceramic membranes for direct contact membrane distillation
  publication-title: J. Membr. Sci.
  doi: 10.1016/j.memsci.2008.11.038
– volume: 366
  start-page: 132949
  year: 2022
  ident: ref_1
  article-title: Membrane distillation driven by solar energy: A review
  publication-title: J. Clean. Prod.
  doi: 10.1016/j.jclepro.2022.132949
– volume: 183
  start-page: 478
  year: 2022
  ident: ref_9
  article-title: Performance analysis of tubular membrane distillation modules: An experimental and CFD analysis
  publication-title: Chem. Eng. Res. Des.
  doi: 10.1016/j.cherd.2022.05.033
– volume: 57
  start-page: 102216
  year: 2023
  ident: ref_58
  article-title: Characteristics of the Echinacea Spp. research literature: A bibliometric analysis
  publication-title: Eur. J. Integr. Med.
  doi: 10.1016/j.eujim.2022.102216
– volume: 610
  start-page: 118285
  year: 2020
  ident: ref_16
  article-title: Neural networks for estimating physical parameters in membrane distillation
  publication-title: J. Membr. Sci.
  doi: 10.1016/j.memsci.2020.118285
– volume: 549
  start-page: 116356
  year: 2023
  ident: ref_10
  article-title: Study on the synergistic heat transfer of double boundary layers in the jacketed vacuum membrane distillation process
  publication-title: Desalination
  doi: 10.1016/j.desal.2022.116356
– volume: 91
  start-page: 15
  year: 2020
  ident: ref_95
  article-title: Biomimetic hydrophobic membrane: A review of anti-wetting properties as a potential factor in membrane development for membrane distillation (MD)
  publication-title: J. Ind. Eng. Chem.
  doi: 10.1016/j.jiec.2020.08.005
– volume: 287
  start-page: 138
  year: 2012
  ident: ref_110
  article-title: Air gap membrane distillation: Desalination, modeling and optimization
  publication-title: Desalination
  doi: 10.1016/j.desal.2011.09.017
– volume: 209
  start-page: 109964
  year: 2022
  ident: ref_33
  article-title: Unsupervised-learning based self-organizing neural network using multi-component seismic data: Application to Xujiahe tight-sand gas reservoir in China
  publication-title: J. Pet. Sci. Eng.
  doi: 10.1016/j.petrol.2021.109964
– volume: 144
  start-page: 93
  year: 2022
  ident: ref_24
  article-title: Overcoming the pitfalls and perils of algorithms: A classification of machine learning biases and mitigation methods
  publication-title: J. Bus. Res.
  doi: 10.1016/j.jbusres.2022.01.076
– volume: 2
  start-page: 205
  year: 2017
  ident: ref_69
  article-title: hdbscan: Hierarchical density based clustering
  publication-title: J. Open Source Softw.
  doi: 10.21105/joss.00205
– volume: 57
  start-page: 102227
  year: 2020
  ident: ref_40
  article-title: Richer Document Embeddings for Author Profiling tasks based on a heuristic search
  publication-title: Inf. Process. Manag.
  doi: 10.1016/j.ipm.2020.102227
– volume: 398
  start-page: 222
  year: 2016
  ident: ref_94
  article-title: Principles and applications of direct contact membrane distillation (DCMD): A comprehensive review
  publication-title: Desalination
  doi: 10.1016/j.desal.2016.07.043
– volume: 2
  start-page: 100061
  year: 2022
  ident: ref_43
  article-title: A novel approach for dimension reduction using word embedding: An enhanced text classification approach
  publication-title: Int. J. Inf. Manag. Data Insights
– ident: ref_76
– volume: 463
  start-page: 145
  year: 2014
  ident: ref_89
  article-title: Application and modification of poly(vinylidene fluoride) (PVDF) membranes–A review
  publication-title: J. Membr. Sci.
  doi: 10.1016/j.memsci.2014.03.055
– volume: 637
  start-page: 119673
  year: 2021
  ident: ref_86
  article-title: Liquid-like surface modification for effective anti-scaling membrane distillation with uncompromised flux
  publication-title: J. Membr. Sci.
  doi: 10.1016/j.memsci.2021.119673
– volume: 164
  start-page: 120482
  year: 2021
  ident: ref_70
  article-title: The measurement of permeate flux based on a noninvasive method for membrane distillation: Experiment and model validation
  publication-title: Int. J. Heat Mass Transfer
  doi: 10.1016/j.ijheatmasstransfer.2020.120482
– volume: 63
  start-page: 146
  year: 2009
  ident: ref_99
  article-title: Calcium sulphate scaling in membrane distillation process
  publication-title: Chem. Pap.
  doi: 10.2478/s11696-008-0095-y
– volume: 216
  start-page: 620
  year: 2023
  ident: ref_65
  article-title: Sentiment analysis of Indonesian police chief using multi-level ensemble model
  publication-title: Procedia Comput. Sci.
  doi: 10.1016/j.procs.2022.12.177
– volume: 294
  start-page: 102470
  year: 2021
  ident: ref_91
  article-title: Contact angle measurements: From existing methods to an open-source tool
  publication-title: Adv. Colloid Interface Sci.
  doi: 10.1016/j.cis.2021.102470
– ident: ref_102
– volume: 81
  start-page: 91
  year: 1991
  ident: ref_106
  article-title: Role of heat and mass transfer in membrane distillation process
  publication-title: Desalination
  doi: 10.1016/0011-9164(91)85048-Y
– volume: 227
  start-page: 115721
  year: 2019
  ident: ref_96
  article-title: Modification of membrane hydrophobicity in membrane contactors for environmental remediation
  publication-title: Sep. Purif. Technol.
  doi: 10.1016/j.seppur.2019.115721
– volume: 6
  start-page: em0193
  year: 2022
  ident: ref_21
  article-title: Modeling Future Impacts on Land Cover of Rapid Expansion of Hazelnut Orchards: A Case Study on Samsun, Turkey
  publication-title: Eur. J. Sust. Dev. Res.
  doi: 10.21601/ejosdr/12167
– volume: 110
  start-page: 104743
  year: 2022
  ident: ref_48
  article-title: A comprehensive survey of clustering algorithms: State-of-the-art machine learning applications, taxonomy, challenges, and future research prospects
  publication-title: Eng. Appl. Artif. Intell.
  doi: 10.1016/j.engappai.2022.104743
– volume: 121
  start-page: 41
  year: 2017
  ident: ref_42
  article-title: Discriminative locally document embedding: Learning a smooth affine map by approximation of the probabilistic generative structure of subspace
  publication-title: Knowl.-Based Syst.
  doi: 10.1016/j.knosys.2017.01.012
– ident: ref_61
  doi: 10.21105/joss.00861
– volume: 99
  start-page: 407
  year: 2021
  ident: ref_78
  article-title: Optimized hybrid PVDF/graphene membranes for enhancing performance of AGMD process in water desalination
  publication-title: J. Ind. Eng. Chem.
  doi: 10.1016/j.jiec.2021.04.053
– volume: 2
  start-page: 15
  year: 2019
  ident: ref_3
  article-title: Reassessing the projections of the World Water Development Report
  publication-title: NPJ Clean Water
  doi: 10.1038/s41545-019-0039-9
– volume: 516
  start-page: 115235
  year: 2021
  ident: ref_113
  article-title: Hollow fibre polymeric membranes for desalination by membrane distillation technology: A review of different morphological structures and key strategic improvements
  publication-title: Desalination
  doi: 10.1016/j.desal.2021.115235
– volume: 21
  start-page: 671
  year: 2022
  ident: ref_23
  article-title: Exploring Electrocoagulation Through Data Analysis And Text Mining Perspectives
  publication-title: Environ. Eng. Man. J.
– ident: ref_5
  doi: 10.3390/membranes11050308
– volume: 10
  start-page: 33
  year: 2021
  ident: ref_25
  article-title: Forecasting Turkey’s Hazelnut Export Quantities with Facebook’s Prophet Algorithm and Box-Cox Transformation
  publication-title: ADCAIJ Adv. Distrib. Comput. Artif. Intell. J.
– volume: 194
  start-page: 116512
  year: 2022
  ident: ref_26
  article-title: Machine learning in the quantum realm: The state-of-the-art, challenges, and future vision
  publication-title: Expert Syst. Appl.
  doi: 10.1016/j.eswa.2022.116512
– volume: 195
  start-page: 116573
  year: 2022
  ident: ref_51
  article-title: A robust clustering algorithm based on the identification of core points and KNN kernel density estimation
  publication-title: Expert Syst. Appl.
  doi: 10.1016/j.eswa.2022.116573
– volume: 115
  start-page: 105271
  year: 2022
  ident: ref_38
  article-title: A novel framework for semantic classification of cyber terrorist communities on Twitter
  publication-title: Eng. Appl. Artif. Intell.
  doi: 10.1016/j.engappai.2022.105271
– volume: 539
  start-page: 115930
  year: 2022
  ident: ref_2
  article-title: Novel solar membrane distillation system based on Ti3C2TX MXene nanofluids with high photothermal conversion efficiency
  publication-title: Desalination
  doi: 10.1016/j.desal.2022.115930
– volume: 24
  start-page: 100596
  year: 2021
  ident: ref_22
  article-title: AI applications in robotics, diagnostic image analysis and precision medicine: Current limitations, future trends, guidelines on CAD systems for medicine
  publication-title: Inform. Med. Unlocked
  doi: 10.1016/j.imu.2021.100596
– volume: 4
  start-page: 14453
  year: 2016
  ident: ref_81
  article-title: A novel profiled core–shell nanofibrous membrane for wastewater treatment by direct contact membrane distillation
  publication-title: J. Mater. Chem. A
  doi: 10.1039/C6TA05492G
– volume: 228
  start-page: 128
  year: 2008
  ident: ref_100
  article-title: Alkaline scaling in the membrane distillation process
  publication-title: Desalination
  doi: 10.1016/j.desal.2007.10.004
– volume: 107
  start-page: 289
  year: 2016
  ident: ref_66
  article-title: Mining opinion summarizations using convolutional neural networks in Chinese microblogging systems
  publication-title: Knowl. -Based Syst.
  doi: 10.1016/j.knosys.2016.06.017
SSID ssj0001736612
Score 2.3117924
Snippet Membrane distillation (MD) is proposed as an environmentally friendly technology of emerging interest able to aid in the resolution of the worldwide water...
SourceID doaj
proquest
gale
crossref
SourceType Open Website
Aggregation Database
Enrichment Source
Index Database
StartPage 482
SubjectTerms Algorithms
all-mpnet-base-v2
Aqueous solutions
Artificial intelligence
c-TF-IDF
Computational linguistics
Data mining
Datasets
Distillation
Distilled water
Energy recovery
Heat recovery
Hydrostatic pressure
Language processing
Low temperature
Machine learning
Massive data points
maximal marginal relevance
membrane distillation
Membrane separation
Membranes
Methods
Modelling
Natural language interfaces
Natural language processing
Neural networks
Osmosis
Polyvinylidene fluoride
Polyvinylidene fluorides
Purification
Saline solutions
Separation
Sewage
Wastewater treatment
water treatment
SummonAdditionalLinks – databaseName: ProQuest Central
  dbid: BENPR
  link: http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwfV1LT9wwEB6V5VAuFZSibnnIh0q9ENE4dpyc0EJBqCoIUZC4WX5WK9FkS8L_Z2bjXbQS5RYltmR7xjPfTOxvAL4aLwxqjsscotVMlIXPrDQhM76yri6sFzVdFL68Ki_uxM97eZ8Sbl06VrmwiXND7VtHOfIjXpU1YnWEy8ezfxlVjaK_q6mExhqsowmuqhGsn5xdXd-8ZFlUgQ6ID3RDBcb3R10YOLVRpjniC1RgvuKS5sz9_7PPc6dzvgkfElpkk0G8W_AuNB_h_emiSNs2tBN2286mjlFNM7pZziaJJJz1Lfsx7Rwd0WSI8tjA7s9M49kvcmAMbQYlYTo2bdhl-IthcxOoS0-FiGjo7PdyFixdKPgEd-dnt6cXWaqhkDkhZY_g2VQ2ljw65ZSwFsNFG0VUsoxGxO-qVLWKUfrgc2s5zz0CEiM9hqcILJQRxQ6MmrYJn4EhlJDKoU0w1onS8DrUKvhACJIb5Ysx8MUyapcIxqnOxYPGQIPWXr-y9mM4XHaaDfwabzc_IfksmxI59vxF-_hHp72ma-EkF2WF9sgIjw_EaV_EmBcOo79QjeEbSVfTFsYBOpNuIuA0iQxLTxQ6bMQ5dT6GvZWWKFy3-nmhHzpt_U6_KOqXtz_vwgbVrh8OrO3BqH98CvuIcHp7kNT4GX6G_Q4
  priority: 102
  providerName: ProQuest
Title A Topic Modeling Approach to Discover the Global and Local Subjects in Membrane Distillation Separation Process
URI https://www.proquest.com/docview/2869625642
https://doaj.org/article/94c52468042a4d46822903ff13c114e8
Volume 10
hasFullText 1
inHoldings 1
isFullTextHit
isPrint
link http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwrV1LT9wwEB5ROLQXxKOILduVD0hcGtE4dpwcswsLqgpCBSRulp_SSpBF3fD_mUmyK1ai7aWnRIkt2TNjzzeW5xuAY-OFQctxiUO0mog884mVJiTGF9aVmfWipEThq-v88l78eJAPb0p90Z2wjh64E9xpKZzkIi_QuIzw-EIE5VmMaeYQyoc2zRd93ptgqj1dURk6Ht7RDGUY158uQseljbpMEVeg4fI1V9Qy9v9pX26dzXQHtnuUyKpudLuwEeo9-DhZFmfbh3nF7ubPM8eolhlllLOqJwdnzZydzRaOrmYyRHesY_VnpvbsJzkuhnsFHb4s2KxmV-EJw-U6UJeGChDR0NntahasTyT4DPfT87vJZdLXTkickLJB0GwKG3MenXJKWIthoo0iKplHI-J3latSxSh98Km1nKcegYiRHsNSBBTKiOwANut5HQ6BocSlcrgXGOtEbngZShV8IOTIjfLZAPhSjNr1xOJU3-JRY4BBstfvyH4A31adnjtejb83H5N-Vk2JFLv9gKaie1PR_zKVAZyQdjUtXRygM30GAk6TSLB0pdBRI74p0wEM11qict3676V96H7JLzQv8hKDSYznvvyPwR7BJ6ps311nG8Jm8_slfEX809gRfCimFyPYqsZn4yk-x-fXN79G7QJ4BVrPBk0
linkProvider Directory of Open Access Journals
linkToHtml http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwtV1Lb9QwEB6VcigXxFMslOIDiAtRiePEyaFC25ZlS3d7YSv1ZvxEK0GyNEGof4rfyEweW60EvfUWxXbkx3jmG8czH8Br7YRGybGRRbQaiSxxkUm1j7TLjS0S40RBgcLzs2x6Lj5fpBdb8GeIhaFrlYNObBW1qyydke_zPCsQqyNc_rD6GRFrFP1dHSg0OrE49Ve_0WWrD06OcX3fcD75uDiaRj2rQGRFmjYIJ3VuQsaDlVYKY9CBMkEEmWZBi4BuvSxkCKnzLjaG89ihidapQ4cNTa3UIsHv3oG7IkFLTpHpk0_XZzoyQXPHu-RGWP5-v_ZdBm-UoBjRDG4XvmEAW56A_1mD1sRNHsD9HpuycSdMD2HLl49g52ighHsM1ZgtqtXSMmJQozh2Nu5TkrOmYsfL2tKFUIaYknVcAkyXjs3IXDLUUHTkU7Nlyeb-BzrppacmDdEeUdfZl_UoWB--8ATOb2Vun8J2WZX-GTAELqm0qIG0sSLTvPCF9M4TXuVaumQEfJhGZft05sSq8V2hW0Nzr_4x9yN4t2606rJ53Fz9kNZnXZVScbcvqstvqt_ZqhA25SLLUftp4fCBMugnIcSJRV_T5yN4S6urSGFgB63u4x5wmJR6S40lwgNEVUU8gt2Nmri4drN4kA_VK5paXW-L5zcXv4Kd6WI-U7OTs9MXcI8jVuuuyu3CdnP5y79EbNWYvVagGXy97R30F_M8ON0
linkToPdf http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwtV1Lb9QwEB6VrQRcEE91SwEfQFyIljhOnBwQ2na7amm7qqCVejN-opUg2TZBiL_Gr2Nmk2y1EvTWWxQ7kWPP4xvHMx_Aa-2ERsmxkUW0GokscZFJtY-0y40tEuNEQYnCJ7Ps4Fx8ukgvNuBPnwtDxyp7m7g01K6ytEc-4nlWIFZHuDwK3bGI08n04-IyIgYp-tPa02m0InLkf__C8K3-cDjBtX7D-XT_bO8g6hgGIivStEFoqXMTMh6stFIYg8GUCSLINAtaBAzxZSFDSJ13sTGcxw7dtU4dBm_odqUWCb73DmxKiooGsLm7Pzv9fL3DIxN0frwtdZQkxftR7dt63ihPMWIbVB6-5g6XrAH_8w1Lhzd9CA86pMrGrWg9gg1fPoZ7ez1B3BOoxuysWswtIz41ympn465AOWsqNpnXlo6HMkSYrGUWYLp07JicJ0N7RRtANZuX7MT_wJC99PRIQyRINHT2ZfUVrEtmeArntzK7z2BQVqXfAoYwJpUW7ZE2VmSaF76Q3nlCr1xLlwyB99OobFfcnDg2visMcmju1T_mfgjvVg8t2toeN3ffpfVZdaXC3Msb1dU31em5KoRNuchytIVaOLygevpJCHFiMfL0-RDe0uoqMh84QKu7LAj8TCrEpcYSwQJirCIews5aT1xcu97cy4fqzE6trpVk--bmV3AXtUcdH86OnsN9jsCtPTe3A4Pm6qd_gUCrMS87iWbw9baV6C-UUz5v
openUrl ctx_ver=Z39.88-2004&ctx_enc=info%3Aofi%2Fenc%3AUTF-8&rfr_id=info%3Asid%2Fsummon.serialssolutions.com&rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Ajournal&rft.genre=article&rft.atitle=A+Topic+Modeling+Approach+to+Discover+the+Global+and+Local+Subjects+in+Membrane+Distillation+Separation+Process&rft.jtitle=Separations&rft.au=Ayta%C3%A7%2C+Ersin&rft.au=Khayet%2C+Mohamed&rft.date=2023-09-01&rft.issn=2297-8739&rft.eissn=2297-8739&rft.volume=10&rft.issue=9&rft.spage=482&rft_id=info:doi/10.3390%2Fseparations10090482&rft.externalDBID=n%2Fa&rft.externalDocID=10_3390_separations10090482
thumbnail_l http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=2297-8739&client=summon
thumbnail_m http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=2297-8739&client=summon
thumbnail_s http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=2297-8739&client=summon