Modification of the Water Quality Index (WQI) Process for Simple Calculation Using the Multi-Criteria Decision-Making (MCDM) Method: A Review

Human activities continue to affect our water quality; it remains a major problem worldwide (particularly concerning freshwater and human consumption). A critical water quality index (WQI) method has been used to determine the overall water quality status of surface water and groundwater systems glo...

Full description

Saved in:
Bibliographic Details
Published in:Water (Basel) Vol. 13; no. 7; p. 905
Main Authors: Akhtar, Naseem, Ishak, Muhammad Izzuddin Syakir, Ahmad, Mardiana Idayu, Umar, Khalid, Md Yusuff, Mohamad Shaiful, Anees, Mohd Talha, Qadir, Abdul, Ali Almanasir, Yazan Khalaf
Format: Journal Article
Language:English
Published: Basel MDPI AG 01.04.2021
Subjects:
ISSN:2073-4441, 2073-4441
Online Access:Get full text
Tags: Add Tag
No Tags, Be the first to tag this record!
Abstract Human activities continue to affect our water quality; it remains a major problem worldwide (particularly concerning freshwater and human consumption). A critical water quality index (WQI) method has been used to determine the overall water quality status of surface water and groundwater systems globally since the 1960s. WQI follows four steps: parameter selection, sub-indices, establishing weights, and final index aggregation, which are addressed in this review. However, the WQI method is a prolonged process and applied to specific water quality parameters, i.e., water consumption (particular area and time) and other purposes. Therefore, this review discusses the WQI method in simple steps, for water quality assessment, based on two multi-criteria decision-making (MCDM) methods: (1) analytical hierarchical process (AHP); and (2) measuring attractiveness by a categorically based evaluation technique (MACBETH). MCDM methods can facilitate easy calculations, with less effort and great accuracy. Moreover, the uncertainty and eclipsing problems are also discussed—a challenge at every step of WQI development, particularly for parameter selection and establishing weights. This review will help provide water management authorities with useful knowledge pertaining to water usage or modification of existing indicators globally, and contribute to future WQI planning and studies for drinking, irrigation, domestic, and industrial purposes.
AbstractList Human activities continue to affect our water quality; it remains a major problem worldwide (particularly concerning freshwater and human consumption). A critical water quality index (WQI) method has been used to determine the overall water quality status of surface water and groundwater systems globally since the 1960s. WQI follows four steps: parameter selection, sub-indices, establishing weights, and final index aggregation, which are addressed in this review. However, the WQI method is a prolonged process and applied to specific water quality parameters, i.e., water consumption (particular area and time) and other purposes. Therefore, this review discusses the WQI method in simple steps, for water quality assessment, based on two multi-criteria decision-making (MCDM) methods: (1) analytical hierarchical process (AHP); and (2) measuring attractiveness by a categorically based evaluation technique (MACBETH). MCDM methods can facilitate easy calculations, with less effort and great accuracy. Moreover, the uncertainty and eclipsing problems are also discussed—a challenge at every step of WQI development, particularly for parameter selection and establishing weights. This review will help provide water management authorities with useful knowledge pertaining to water usage or modification of existing indicators globally, and contribute to future WQI planning and studies for drinking, irrigation, domestic, and industrial purposes.
Author Ishak, Muhammad Izzuddin Syakir
Akhtar, Naseem
Umar, Khalid
Ahmad, Mardiana Idayu
Ali Almanasir, Yazan Khalaf
Md Yusuff, Mohamad Shaiful
Qadir, Abdul
Anees, Mohd Talha
Author_xml – sequence: 1
  givenname: Naseem
  orcidid: 0000-0002-0211-6854
  surname: Akhtar
  fullname: Akhtar, Naseem
– sequence: 2
  givenname: Muhammad Izzuddin Syakir
  surname: Ishak
  fullname: Ishak, Muhammad Izzuddin Syakir
– sequence: 3
  givenname: Mardiana Idayu
  orcidid: 0000-0003-1412-3119
  surname: Ahmad
  fullname: Ahmad, Mardiana Idayu
– sequence: 4
  givenname: Khalid
  orcidid: 0000-0002-2081-316X
  surname: Umar
  fullname: Umar, Khalid
– sequence: 5
  givenname: Mohamad Shaiful
  surname: Md Yusuff
  fullname: Md Yusuff, Mohamad Shaiful
– sequence: 6
  givenname: Mohd Talha
  surname: Anees
  fullname: Anees, Mohd Talha
– sequence: 7
  givenname: Abdul
  orcidid: 0000-0003-0590-2532
  surname: Qadir
  fullname: Qadir, Abdul
– sequence: 8
  givenname: Yazan Khalaf
  surname: Ali Almanasir
  fullname: Ali Almanasir, Yazan Khalaf
BookMark eNpt0c1O3DAQB3CrohKUcugbWOpl9xCYxEm86Q2Fr5WIWtoijpFjj4upN15sh4-H4J1r2ApVqL7Y0vzmL2vmA9ka3YiEfMphn7EGDu5zBhwaqN6RnQI4y8qyzLf-eW-TvRBuIJ2yWSwq2CFPnVNGGymicSN1msZrpFcioqcXk7AmPtLlqPCBzq4ulnP6zTuJIVDtPP1hVmuLtBVWTnbTfxnM-OsloptsNFnrTUoygh6hNCGJrBO_n8msa4-6Oe0wXjv1hR7S73hn8P4jea-FDbj3994llyfHP9uz7Pzr6bI9PM8kK6qY6QLKHFDUwKpiKGtQsOBqqKWWgxKMKWC1SAUueMPzoeCD0LzSnKkBQemG7ZLZJnft3e2EIfYrEyRaK0Z0U-iLqihZCWlCiX5-Q2_c5Mf0u6RSPW_qapHUfKOkdyF41P3am5Xwj30O_fNu-tfdJHvwxkoTX-YXvTD2Px1_AK0XkNA
CitedBy_id crossref_primary_10_1007_s41748_024_00524_8
crossref_primary_10_1016_j_watres_2024_121777
crossref_primary_10_1016_j_marpolbul_2023_115148
crossref_primary_10_1016_j_clet_2025_100984
crossref_primary_10_1016_j_scitotenv_2024_176733
crossref_primary_10_3390_toxics12070444
crossref_primary_10_1002_tqem_21824
crossref_primary_10_1016_j_ecolind_2024_113066
crossref_primary_10_1007_s12665_021_10018_9
crossref_primary_10_3390_limnolrev25030044
crossref_primary_10_1016_j_clwat_2025_100113
crossref_primary_10_3390_app132011217
crossref_primary_10_1007_s41101_023_00185_0
crossref_primary_10_1080_13683500_2022_2090906
crossref_primary_10_3390_w15010130
crossref_primary_10_1016_j_ecoinf_2023_102122
crossref_primary_10_1080_15275922_2025_2555808
crossref_primary_10_1007_s41748_023_00357_x
crossref_primary_10_1016_j_teadva_2023_200095
crossref_primary_10_29333_ejosdr_16355
crossref_primary_10_1007_s10653_025_02425_9
crossref_primary_10_1155_2022_7186946
crossref_primary_10_3390_su15032802
crossref_primary_10_3390_w13223159
crossref_primary_10_1038_s41597_025_04715_4
crossref_primary_10_1515_pac_2024_0345
crossref_primary_10_1007_s10661_025_14500_w
crossref_primary_10_1007_s11356_023_30979_7
crossref_primary_10_3390_w16010063
crossref_primary_10_1016_j_rama_2025_06_010
crossref_primary_10_1016_j_aca_2022_339729
crossref_primary_10_29121_shodhkosh_v5_i6_2024_6170
crossref_primary_10_3390_w15142662
crossref_primary_10_3390_su151512012
crossref_primary_10_1007_s10924_025_03533_4
crossref_primary_10_1007_s11270_022_05799_z
crossref_primary_10_1016_j_marpolbul_2024_117036
crossref_primary_10_1007_s10668_025_06186_4
crossref_primary_10_3390_w14203237
crossref_primary_10_3390_ijerph19116769
crossref_primary_10_1007_s10661_024_13022_1
crossref_primary_10_1016_j_asr_2024_03_033
crossref_primary_10_3389_fenvs_2023_1264392
crossref_primary_10_1007_s13201_024_02239_7
crossref_primary_10_1016_j_ecolind_2023_110176
crossref_primary_10_1016_j_pce_2025_104041
crossref_primary_10_1016_j_scitotenv_2021_152780
crossref_primary_10_1002_tqem_22219
crossref_primary_10_1007_s10661_023_10989_1
crossref_primary_10_3390_pollutants2040032
crossref_primary_10_1007_s12517_024_11963_y
crossref_primary_10_1088_1755_1315_1032_1_012034
crossref_primary_10_1080_02626667_2025_2473475
crossref_primary_10_1016_j_ejrh_2025_102366
crossref_primary_10_3390_w16091259
crossref_primary_10_1016_j_jwpe_2023_104650
crossref_primary_10_18006_2025_13_2__204_212
crossref_primary_10_3390_w16010138
crossref_primary_10_1016_j_envres_2025_121142
crossref_primary_10_1016_j_ecolind_2025_113121
crossref_primary_10_1080_09712119_2022_2103563
crossref_primary_10_1007_s40808_024_02109_w
crossref_primary_10_1007_s42108_021_00168_8
crossref_primary_10_1016_j_enmm_2023_100873
crossref_primary_10_1007_s10668_025_06302_4
crossref_primary_10_1016_j_jconhyd_2022_104005
crossref_primary_10_3390_w17162483
crossref_primary_10_1007_s11356_024_33038_x
crossref_primary_10_1016_j_envpol_2022_119611
crossref_primary_10_1109_ACCESS_2022_3172274
crossref_primary_10_1111_lre_70012
crossref_primary_10_1002_tqem_70183
crossref_primary_10_1007_s41101_024_00267_7
crossref_primary_10_1007_s41207_025_00931_x
crossref_primary_10_2166_wp_2025_304
crossref_primary_10_1002_wer_11155
crossref_primary_10_1007_s41101_022_00174_9
crossref_primary_10_1007_s12517_025_12300_7
crossref_primary_10_3390_w15213740
crossref_primary_10_1007_s13762_023_04914_9
crossref_primary_10_1007_s42108_021_00157_x
crossref_primary_10_3390_w14010129
crossref_primary_10_1515_chem_2023_0366
crossref_primary_10_1007_s10668_024_05704_0
crossref_primary_10_1088_1755_1315_1262_2_022021
crossref_primary_10_3390_w15101873
crossref_primary_10_3390_w15122298
crossref_primary_10_1038_s41598_024_76700_7
crossref_primary_10_1007_s11356_024_34134_8
crossref_primary_10_1109_JSTARS_2025_3548010
crossref_primary_10_1007_s13762_023_04756_5
crossref_primary_10_3390_w17071074
crossref_primary_10_1016_j_ecohyd_2024_10_001
crossref_primary_10_2166_wpt_2024_021
crossref_primary_10_2166_wpt_2025_059
crossref_primary_10_1038_s41598_024_56775_y
crossref_primary_10_1016_j_ecolind_2022_109290
crossref_primary_10_3390_hydrology9070116
crossref_primary_10_1007_s10666_025_10020_6
crossref_primary_10_2166_wpt_2023_046
crossref_primary_10_1007_s12665_023_10847_w
crossref_primary_10_1007_s11157_023_09650_7
crossref_primary_10_1111_lre_12444
crossref_primary_10_1007_s10661_023_11543_9
crossref_primary_10_2166_ws_2025_023
crossref_primary_10_1038_s41598_025_14982_1
crossref_primary_10_1007_s10661_025_14133_z
crossref_primary_10_1080_10807039_2025_2500382
crossref_primary_10_1007_s10668_024_05716_w
crossref_primary_10_1007_s10661_024_13506_0
crossref_primary_10_1002_tqem_70121
crossref_primary_10_1016_j_jenvman_2025_125156
crossref_primary_10_70322_hee_2025_10003
crossref_primary_10_1002_agg2_20429
crossref_primary_10_1002_tqem_22171
crossref_primary_10_3390_w13192660
crossref_primary_10_1007_s10462_023_10514_3
crossref_primary_10_1371_journal_pone_0298200
crossref_primary_10_1016_j_ejor_2022_05_037
crossref_primary_10_1007_s10661_022_10442_9
crossref_primary_10_1016_j_sciaf_2022_e01361
crossref_primary_10_1007_s10661_023_11512_2
crossref_primary_10_1016_j_jconhyd_2023_104216
crossref_primary_10_1186_s42269_024_01186_2
crossref_primary_10_1038_s41598_024_57036_8
crossref_primary_10_3390_app13053074
crossref_primary_10_1007_s40899_024_01126_y
crossref_primary_10_1007_s41207_022_00312_8
crossref_primary_10_3390_electronics11111720
crossref_primary_10_1016_j_chemosphere_2024_141369
crossref_primary_10_1016_j_pce_2024_103798
crossref_primary_10_1080_03067319_2021_2023515
crossref_primary_10_1109_ACCESS_2023_3343150
crossref_primary_10_1016_j_envpol_2022_120870
crossref_primary_10_1007_s13201_025_02450_0
crossref_primary_10_1016_j_gsd_2022_100750
crossref_primary_10_3390_ijms23042238
crossref_primary_10_1007_s41101_024_00254_y
crossref_primary_10_3390_buildings14041014
crossref_primary_10_3390_jmse12010159
crossref_primary_10_3390_app11167189
crossref_primary_10_1007_s40899_024_01091_6
crossref_primary_10_3390_w15050842
crossref_primary_10_1007_s11356_023_25936_3
crossref_primary_10_1007_s43832_025_00220_2
crossref_primary_10_1016_j_heliyon_2024_e31085
crossref_primary_10_1088_2515_7620_ac9aa5
crossref_primary_10_1108_IDD_02_2024_0030
crossref_primary_10_3390_w15122244
crossref_primary_10_1016_j_mineng_2025_109730
crossref_primary_10_3390_hydrology11050071
crossref_primary_10_3390_su15054290
crossref_primary_10_3390_ijerph192215131
crossref_primary_10_3390_w15050966
crossref_primary_10_2166_wst_2023_380
crossref_primary_10_3390_w16192766
crossref_primary_10_2166_wpt_2024_298
crossref_primary_10_1016_j_hydres_2024_12_002
crossref_primary_10_3390_w16121666
crossref_primary_10_1051_bioconf_202516801012
crossref_primary_10_3390_w15091752
crossref_primary_10_1016_j_ecolind_2025_113556
crossref_primary_10_1007_s11270_023_06198_8
crossref_primary_10_3389_fenvs_2025_1559624
Cites_doi 10.1007/s12594-018-0822-0
10.1016/0038-0121(79)90015-6
10.1016/j.trac.2009.10.001
10.4172/2157-7587.1000253
10.1007/s11269-018-1927-3
10.1111/j.1752-1688.1987.tb02959.x
10.1023/B:EMAS.0000031715.83752.a1
10.1016/S0378-7206(99)00021-X
10.1016/j.watres.2020.116275
10.1007/s10661-009-1004-8
10.1016/j.watres.2020.115867
10.1016/j.ecolind.2019.01.048
10.1016/j.wasman.2014.09.010
10.1016/0964-5691(94)90043-4
10.1016/j.ecolind.2020.106653
10.1016/j.mcm.2010.03.014
10.2166/wp.2017.099
10.1007/s10661-010-1411-x
10.1007/s00256-011-1145-z
10.1007/s11269-008-9387-9
10.1046/j.1365-2427.1999.00442.x
10.1007/s11356-019-07090-x
10.1080/02508068008685872
10.1016/j.watres.2019.115386
10.1007/s10661-015-5050-0
10.1016/B978-0-444-54304-2.00016-6
10.1007/s10661-005-9092-6
10.1016/j.jenvman.2015.02.020
10.2166/washdev.2019.088
10.1016/j.psep.2019.11.006
10.1007/s10661-006-9475-3
10.1016/j.scitotenv.2017.08.293
10.1016/j.ecolind.2016.12.043
10.1016/j.pce.2015.09.009
10.1111/j.1752-1688.2007.00057.x
10.3390/w11040805
10.1016/j.proenv.2015.03.030
10.15244/pjoes/110526
10.1016/j.ecolind.2018.10.023
10.5772/intechopen.93800
10.1007/s40899-020-00401-y
10.1016/j.ssci.2014.08.011
10.1007/s11270-006-9090-5
10.1061/(ASCE)0733-9372(1985)111:3(304)
10.1016/j.gsd.2019.01.006
10.1007/s11356-012-0865-5
10.2166/wst.1989.0315
10.1023/A:1025573108513
10.1016/j.marpolbul.2020.111285
10.1002/iroh.19090020108
10.4236/jwarp.2010.29093
10.2166/wst.2001.0307
10.1016/j.jhydrol.2010.03.019
10.1061/(ASCE)0733-9372(2007)133:2(220)
10.1007/s13201-018-0684-z
10.1007/s13748-016-0093-1
10.15446/esrj.v20n4.54555
10.1016/j.knosys.2014.02.010
10.1016/j.gsd.2017.10.005
10.1007/s10661-005-9023-6
10.1016/j.ejrh.2015.06.004
10.1007/s10661-005-8225-2
10.1016/j.envpol.2017.07.021
10.2166/wqrj.1998.030
10.1061/JEEGAV.0000184
10.1016/j.envsoft.2006.02.001
10.3390/w9060443
10.1007/BF00546659
10.1016/j.ecolind.2012.12.017
10.1023/A:1025886025137
10.1016/j.envpol.2018.11.099
10.1016/j.ecolind.2017.11.049
10.1061/(ASCE)EE.1943-7870.0000314
10.1016/j.jenvman.2019.01.069
10.1016/j.ecoenv.2019.03.066
10.1016/j.envint.2006.03.009
10.1007/s10040-011-0786-2
10.4102/koedoe.v42i1.225
10.1016/0043-1354(90)90047-A
10.1287/opre.49.4.469.11231
10.1016/j.jnc.2016.01.007
10.1142/9789814261302_0001
10.1007/s12403-011-0040-0
10.1080/00032719.2019.1676766
10.4314/wsa.v36i5.61990
10.1007/s10661-013-3153-z
10.1016/j.ecolind.2013.02.008
10.4337/9780857937117.00007
10.1007/s00267-004-0210-y
10.30955/gnj.002237
10.1007/s10661-015-4774-1
10.3390/su12041300
10.1111/j.1747-6593.1989.tb01538.x
10.1002/9780470400531.eorms0970
10.1016/j.watres.2012.03.061
10.1016/j.gexplo.2020.106559
10.3390/su9020287
10.1111/j.1752-1688.2001.tb05480.x
10.3390/w10121795
10.1016/j.marpolbul.2017.09.002
10.1016/j.jafrearsci.2017.11.019
10.1007/s10661-006-9505-1
10.1061/(ASCE)EE.1943-7870.0001109
10.1016/j.jhydrol.2016.10.007
10.1111/j.1752-1688.2007.00042.x
10.1016/0043-1354(71)90097-2
10.3133/cir770
10.3390/proceedings2110611
10.1016/j.ecolind.2017.08.017
10.1016/j.watres.2020.115781
10.1016/j.jwpe.2019.100890
10.2175/106143003X141196
10.1590/S1806-66902010000300005
10.1016/j.dib.2018.03.007
10.1007/s10668-020-00651-y
10.1016/S0043-1354(00)00036-1
10.1137/1.9780898718485
ContentType Journal Article
Copyright 2021 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 (http://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: 2021 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 (http://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
ABUWG
AFKRA
AZQEC
BENPR
CCPQU
DWQXO
PHGZM
PHGZT
PIMPY
PKEHL
PQEST
PQQKQ
PQUKI
7S9
L.6
DOI 10.3390/w13070905
DatabaseName CrossRef
ProQuest Central (Alumni)
ProQuest Central UK/Ireland
ProQuest Central Essentials - QC
ProQuest Central
ProQuest One Community College
ProQuest Central
ProQuest Central Premium
ProQuest One Academic (New)
Publicly Available Content Database
ProQuest One Academic Middle East (New)
ProQuest One Academic Eastern Edition (DO NOT USE)
ProQuest One Academic (retired)
ProQuest One Academic UKI Edition
AGRICOLA
AGRICOLA - Academic
DatabaseTitle CrossRef
Publicly Available Content Database
ProQuest Central
ProQuest One Academic Middle East (New)
ProQuest One Academic UKI Edition
ProQuest Central Essentials
ProQuest Central Korea
ProQuest One Academic Eastern Edition
ProQuest Central (Alumni Edition)
ProQuest One Community College
ProQuest Central (New)
ProQuest One Academic
ProQuest One Academic (New)
AGRICOLA
AGRICOLA - Academic
DatabaseTitleList AGRICOLA
Publicly Available Content Database
CrossRef
Database_xml – sequence: 1
  dbid: PIMPY
  name: ProQuest - Publicly Available Content Database
  url: http://search.proquest.com/publiccontent
  sourceTypes: Aggregation Database
DeliveryMethod fulltext_linktorsrc
Discipline Engineering
EISSN 2073-4441
ExternalDocumentID 10_3390_w13070905
GeographicLocations Argentina
GeographicLocations_xml – name: Argentina
GroupedDBID 2XV
5VS
7XC
8CJ
8FE
8FH
A8Z
AADQD
AAFWJ
AAHBH
AAYXX
ADBBV
ADMLS
AENEX
AFFHD
AFKRA
AFZYC
ALMA_UNASSIGNED_HOLDINGS
BANNL
BCNDV
BENPR
CCPQU
CITATION
D1J
E3Z
ECGQY
EDH
ESTFP
GX1
IAO
ITC
KQ8
MODMG
M~E
OK1
OZF
PHGZM
PHGZT
PIMPY
PROAC
ABUWG
AZQEC
DWQXO
PKEHL
PQEST
PQQKQ
PQUKI
7S9
L.6
PUEGO
ID FETCH-LOGICAL-c325t-f20410ea60352b460d087db6cfcbda33d036a2b47a7971b27baf75f73dbe0df93
IEDL.DBID BENPR
ISICitedReferencesCount 174
ISICitedReferencesURI http://www.webofscience.com/api/gateway?GWVersion=2&SrcApp=Summon&SrcAuth=ProQuest&DestLinkType=CitingArticles&DestApp=WOS_CPL&KeyUT=000638936700001&url=https%3A%2F%2Fcvtisr.summon.serialssolutions.com%2F%23%21%2Fsearch%3Fho%3Df%26include.ft.matches%3Dt%26l%3Dnull%26q%3D
ISSN 2073-4441
IngestDate Mon Sep 08 10:04:23 EDT 2025
Mon Jun 30 11:15:46 EDT 2025
Tue Nov 18 21:48:12 EST 2025
Sat Nov 29 07:17:11 EST 2025
IsDoiOpenAccess true
IsOpenAccess true
IsPeerReviewed true
IsScholarly true
Issue 7
Language English
LinkModel DirectLink
MergedId FETCHMERGED-LOGICAL-c325t-f20410ea60352b460d087db6cfcbda33d036a2b47a7971b27baf75f73dbe0df93
Notes ObjectType-Article-1
SourceType-Scholarly Journals-1
ObjectType-Feature-2
content type line 14
content type line 23
ORCID 0000-0002-2081-316X
0000-0002-0211-6854
0000-0003-1412-3119
0000-0003-0590-2532
OpenAccessLink https://www.proquest.com/docview/2550319658?pq-origsite=%requestingapplication%
PQID 2550319658
PQPubID 2032318
ParticipantIDs proquest_miscellaneous_2524340850
proquest_journals_2550319658
crossref_primary_10_3390_w13070905
crossref_citationtrail_10_3390_w13070905
PublicationCentury 2000
PublicationDate 2021-04-01
PublicationDateYYYYMMDD 2021-04-01
PublicationDate_xml – month: 04
  year: 2021
  text: 2021-04-01
  day: 01
PublicationDecade 2020
PublicationPlace Basel
PublicationPlace_xml – name: Basel
PublicationTitle Water (Basel)
PublicationYear 2021
Publisher MDPI AG
Publisher_xml – name: MDPI AG
References Ross (ref_116) 1977; 76
Akhtar (ref_2) 2020; 53
Banda (ref_85) 2020; 29
ref_138
Hanh (ref_80) 2011; 137
ref_12
Nong (ref_23) 2020; 178
(ref_43) 2018; 32
Dinius (ref_119) 1987; 23
Horton (ref_8) 1965; 37
ref_10
Khan (ref_136) 2003; 88
ref_95
Kolkwitz (ref_70) 1909; 2
Bu (ref_93) 2019; 245
ref_19
ref_18
Behera (ref_96) 2018; 91
Wu (ref_26) 2018; 612
Mojahedi (ref_133) 2009; 342
Harkins (ref_115) 1974; 7
Sutadian (ref_132) 2018; 85
ref_127
Yousefi (ref_33) 2018; 138
Cooper (ref_59) 1994; 25
Sutadian (ref_4) 2016; 188
Singh (ref_40) 2020; 6
Tiwari (ref_118) 1985; 5
Tyson (ref_110) 1989; 21
ref_121
Ceballos (ref_55) 2016; 5
Liou (ref_11) 2004; 96
Deininger (ref_88) 1980; 5
Said (ref_77) 2004; 34
Qu (ref_21) 2020; 185
Bhargave (ref_16) 1985; 111
Almeida (ref_108) 2012; 19
Dar (ref_153) 2020; 1
Lai (ref_148) 1999; 36
Kannel (ref_78) 2007; 132
Lumb (ref_5) 2011; 3
Smith (ref_82) 1990; 24
Banda (ref_20) 2020; 39
ref_159
Jha (ref_1) 2020; 179
Sahoo (ref_31) 2020; 215
Sarkar (ref_44) 2021; 23
Yilmaz (ref_51) 2010; 36
Lavoie (ref_144) 2016; 30
Saaty (ref_147) 1979; 13
Marques (ref_145) 2019; 9
ref_157
ref_73
Fathi (ref_37) 2016; 15
Prati (ref_81) 1971; 5
Mohebbi (ref_36) 2013; 30
Bascaron (ref_103) 1979; 9
Lim (ref_17) 2007; 131
Tsegaye (ref_65) 2006; 174
Islam (ref_128) 2013; 185
Chaturvedi (ref_134) 2019; 97
Madalina (ref_158) 2014; 1
Pesce (ref_62) 2000; 34
Dojlido (ref_111) 1994; 33
ref_83
(ref_28) 2019; 32
Juahir (ref_161) 2011; 173
Swamee (ref_76) 2007; 133
Ma (ref_22) 2020; 157
Nagels (ref_123) 2001; 43
Kaurish (ref_124) 2007; 43
Wepener (ref_122) 1999; 42
ref_140
Seifi (ref_30) 2020; 117
Lumb (ref_135) 2006; 113
ref_141
(ref_63) 2003; 75
Njuguna (ref_162) 2020; 133
ref_86
Izquierdo (ref_152) 2010; 52
Joerin (ref_142) 2010; 166
ref_146
ref_84
Domingo (ref_75) 2006; 32
Sarkar (ref_74) 2006; 119
Khalil (ref_164) 2014; 225
Ghorbani (ref_42) 2014; 2
Steurer (ref_87) 2011; 40
Gulgundi (ref_97) 2018; 8
(ref_39) 2018; 13
Pauta (ref_131) 2018; 18
Wanda (ref_129) 2016; 92
Rehman (ref_92) 2018; 20
House (ref_102) 1989; 3
ref_58
Lavoie (ref_143) 2015; 154
ref_57
ref_56
ref_53
ref_52
Meireles (ref_167) 2010; 41
Davraz (ref_24) 2017; 584–585
Kim (ref_64) 2005; 111
Alobaidy (ref_156) 2010; 2
Hajkowicz (ref_139) 2007; 21
Nagaraju (ref_90) 2016; 20
Muangthong (ref_98) 2015; 187
Schiff (ref_125) 2007; 43
Ishizaka (ref_150) 2009; 22
Sargaonkar (ref_14) 2003; 89
Kazakis (ref_154) 2019; 235
Brown (ref_9) 1970; 117
ref_61
ref_60
Daughney (ref_99) 2012; 20
Ponsadailakshmi (ref_101) 2018; 6
Dunnette (ref_79) 1979; 51
ref_69
ref_67
Trabelsi (ref_100) 2019; 8
ref_66
Zahedi (ref_166) 2017; 83
Sutadian (ref_34) 2017; 75
Chung (ref_54) 2009; 23
Zandbergen (ref_13) 1998; 33
Yan (ref_35) 2016; 543
Jamshidzadeh (ref_71) 2020; 27
Walter (ref_89) 2015; 4
Khalil (ref_165) 2010; 386
ref_117
Cude (ref_15) 2001; 37
Banda (ref_6) 2020; 2
Medeiros (ref_130) 2017; 123
Boyacioglu (ref_126) 2007; 33
Soltani (ref_48) 2015; 35
ref_113
ref_112
Jena (ref_163) 2017; 21
Sharifi (ref_120) 1990; 197
Zhang (ref_155) 2019; 101
Ladson (ref_72) 1999; 41
Hurley (ref_25) 2012; 46
Busico (ref_94) 2020; 171
Effendi (ref_27) 2015; 24
Walski (ref_114) 1974; 100
Forman (ref_149) 2001; 49
ref_104
Oztaysi (ref_49) 2014; 70
ref_106
Hou (ref_91) 2017; 231
ref_105
Ghimire (ref_29) 2019; 11
ref_107
Bassi (ref_38) 2017; 19
ref_109
ref_47
Bharti (ref_68) 2011; 2
Terrado (ref_137) 2010; 29
ref_46
ref_45
(ref_151) 2013; 29
Shrestha (ref_160) 2007; 22
ref_41
Adimalla (ref_32) 2019; 176
Ilangkumaran (ref_50) 2014; 72
ref_3
ref_7
References_xml – volume: 91
  start-page: 76
  year: 2018
  ident: ref_96
  article-title: Application of Multivariate Statistical Techniques for the Characterization of Groundwater Quality of Bacheli and Kirandul Area, Dantewada District, Chattisgarh
  publication-title: J. Geol. Soc. India
  doi: 10.1007/s12594-018-0822-0
– ident: ref_117
– volume: 13
  start-page: 333
  year: 1979
  ident: ref_147
  article-title: Estimating Technological Coefficients by the Analytic Hierarchy Process
  publication-title: Socio-Econ.Plann. Sci.
  doi: 10.1016/0038-0121(79)90015-6
– volume: 29
  start-page: 40
  year: 2010
  ident: ref_137
  article-title: Surface-water-quality indices for the analysis of data generated by automated sampling networks
  publication-title: TrAC Trends Anal. Chem.
  doi: 10.1016/j.trac.2009.10.001
– volume: 2
  start-page: 154
  year: 2011
  ident: ref_68
  article-title: Water Quality Indices Used for Surface Water Vulnerability Assessment
  publication-title: Int. J. Environ. Sci.
– ident: ref_159
  doi: 10.4172/2157-7587.1000253
– volume: 76
  start-page: 113
  year: 1977
  ident: ref_116
  article-title: An Index System for Classifying River Water Quality
  publication-title: Water Pollut. Control
– volume: 5
  start-page: 276
  year: 1985
  ident: ref_118
  article-title: A Preliminary Assignment of Water Quality Index of Major Indian Rivers
  publication-title: Indian J. Environ. Prot.
– volume: 32
  start-page: 2261
  year: 2018
  ident: ref_43
  article-title: Water Quality Assessment Based on Combined Multi-Criteria Decision-Making Method with Index Method
  publication-title: Water Resour. Manag.
  doi: 10.1007/s11269-018-1927-3
– volume: 23
  start-page: 833
  year: 1987
  ident: ref_119
  article-title: Design of an Index of Water Quality
  publication-title: JAWRA J. Am. Water Resour. Assoc.
  doi: 10.1111/j.1752-1688.1987.tb02959.x
– volume: 1
  start-page: 391
  year: 2014
  ident: ref_158
  article-title: Water Quality Index—An Instrument for Water Resources
  publication-title: Air Water Compon. Environ.
– volume: 96
  start-page: 35
  year: 2004
  ident: ref_11
  article-title: A Generalized Water Quality Index for Taiwan
  publication-title: Environ. Monit. Assess.
  doi: 10.1023/B:EMAS.0000031715.83752.a1
– volume: 36
  start-page: 221
  year: 1999
  ident: ref_148
  article-title: Software Selection: A Case Study of the Application of the Analytical Hierarchical Process to the Selection of a Multimedia Authoring System
  publication-title: Inf. Manag.
  doi: 10.1016/S0378-7206(99)00021-X
– volume: 185
  start-page: 1
  year: 2020
  ident: ref_21
  article-title: A Holistic Assessment of Water Quality Condition and Spatiotemporal Patterns in Impounded Lakes along the Eastern Route of China’s South-to-North Water Diversion Project
  publication-title: Water Res.
  doi: 10.1016/j.watres.2020.116275
– volume: 166
  start-page: 313
  year: 2010
  ident: ref_142
  article-title: Using Multi-Criteria Decision Analysis to Assess the Vulnerability of Drinking Water Utilities
  publication-title: Environ. Monit. Assess.
  doi: 10.1007/s10661-009-1004-8
– volume: 179
  start-page: 1
  year: 2020
  ident: ref_1
  article-title: Assessing Groundwater Quality for Drinking Water Supply Using Hybrid Fuzzy-GIS-Based Water Quality Index
  publication-title: Water Res.
  doi: 10.1016/j.watres.2020.115867
– volume: 101
  start-page: 432
  year: 2019
  ident: ref_155
  article-title: Distributed Hierarchical Evaluation and Carrying Capacity Models for Water Resources Based on Optimal Water Cycle Theory
  publication-title: Ecol. Indic.
  doi: 10.1016/j.ecolind.2019.01.048
– volume: 35
  start-page: 318
  year: 2015
  ident: ref_48
  article-title: Multiple Stakeholders in Multi-Criteria Decision-Making in the Context of Municipal Solid Waste Management: A Review
  publication-title: Waste Manag.
  doi: 10.1016/j.wasman.2014.09.010
– volume: 25
  start-page: 103
  year: 1994
  ident: ref_59
  article-title: The estuarine health index: A new approach to scientific information transfer
  publication-title: Ocean Coast. Manag.
  doi: 10.1016/0964-5691(94)90043-4
– volume: 117
  start-page: 106653
  year: 2020
  ident: ref_30
  article-title: Uncertainty Analysis of Water Quality Index (WQI) for Groundwater Quality Evaluation: Application of Monte-Carlo Method for Weight Allocation
  publication-title: Ecol. Indic.
  doi: 10.1016/j.ecolind.2020.106653
– volume: 52
  start-page: 1194
  year: 2010
  ident: ref_152
  article-title: An analytic hierarchy process for assessing externalities in water leakage management
  publication-title: Math. Comput. Model.
  doi: 10.1016/j.mcm.2010.03.014
– volume: 19
  start-page: 390
  year: 2017
  ident: ref_38
  article-title: Water Quality Index as a Tool for Wetland Restoration
  publication-title: Water Policy.
  doi: 10.2166/wp.2017.099
– volume: 173
  start-page: 625
  year: 2011
  ident: ref_161
  article-title: Spatial Water Quality Assessment of Langat River Basin (Malaysia) Using Environmetric Techniques
  publication-title: Environ. Monit. Assess.
  doi: 10.1007/s10661-010-1411-x
– volume: 40
  start-page: 959
  year: 2011
  ident: ref_87
  article-title: The Delphi Method: Techniques and Applications
  publication-title: Skelet. Radiol.
  doi: 10.1007/s00256-011-1145-z
– volume: 23
  start-page: 2395
  year: 2009
  ident: ref_54
  article-title: Identification of Spatial Ranking of Hydrological Vulnerability Using Multi-Criteria Decision Making Techniques: Case Study of Korea
  publication-title: Water Resour. Manag.
  doi: 10.1007/s11269-008-9387-9
– ident: ref_56
– volume: 41
  start-page: 453
  year: 1999
  ident: ref_72
  article-title: Development and Testing of an Index of Stream Condition for Waterway Management in Australia
  publication-title: Freshw. Biol.
  doi: 10.1046/j.1365-2427.1999.00442.x
– volume: 27
  start-page: 7366
  year: 2020
  ident: ref_71
  article-title: Wastewater Quality Index (WWQI) as an Assessment Tool of Treated Wastewater Quality for Agriculture: A Case of North Wastewater Treatment Plant Effluent of Isfahan
  publication-title: Environ. Sci. Pollut. Res.
  doi: 10.1007/s11356-019-07090-x
– volume: 5
  start-page: 16
  year: 1980
  ident: ref_88
  article-title: A Water Quality Index for Rivers
  publication-title: Water Int.
  doi: 10.1080/02508068008685872
– ident: ref_10
– volume: 15
  start-page: 508
  year: 2016
  ident: ref_37
  article-title: Water Quality Assessment in Choghakhor Wetland Using Water Quality Index (WQI)
  publication-title: Iran. J. Fish. Sci.
– volume: 171
  start-page: 1
  year: 2020
  ident: ref_94
  article-title: A Novel Hybrid Method of Specific Vulnerability to Anthropogenic Pollution Using Multivariate Statistical and Regression Analyses
  publication-title: Water Res.
  doi: 10.1016/j.watres.2019.115386
– volume: 188
  start-page: 1
  year: 2016
  ident: ref_4
  article-title: Development of River Water Quality Indices—A Review
  publication-title: Environ. Monit. Assess.
  doi: 10.1007/s10661-015-5050-0
– ident: ref_7
  doi: 10.1016/B978-0-444-54304-2.00016-6
– ident: ref_45
– volume: 197
  start-page: 163
  year: 1990
  ident: ref_120
  article-title: Assessment of Surface Water Quality by an Index System in Anzali Basin
  publication-title: Hydrol. Basis Water Resour. Manag.
– volume: 113
  start-page: 411
  year: 2006
  ident: ref_135
  article-title: Application of CCME water quality index to monitor water quality: A case of the Mackenzie River Basin, Canada
  publication-title: Environ. Monit. Assess.
  doi: 10.1007/s10661-005-9092-6
– volume: 154
  start-page: 358
  year: 2015
  ident: ref_143
  article-title: Integrating Groundwater into Land Planning: A Risk Assessment Methodology
  publication-title: J. Environ. Manag.
  doi: 10.1016/j.jenvman.2015.02.020
– ident: ref_121
– volume: 9
  start-page: 7
  year: 2019
  ident: ref_145
  article-title: Rethinking Brasília’s Water Services: ‘New Targets’ Using the Regulatory Impact Assessment (RIA) Tool
  publication-title: J. WaterSanit. Hyg. Dev.
  doi: 10.2166/washdev.2019.088
– volume: 133
  start-page: 149
  year: 2020
  ident: ref_162
  article-title: Application of Multivariate Statistical Analysis and Water Quality Index in Health Risk Assessment by Domestic Use of River Water. Case Study of Tana River in Kenya
  publication-title: Process Saf. Environ. Prot.
  doi: 10.1016/j.psep.2019.11.006
– volume: 131
  start-page: 279
  year: 2007
  ident: ref_17
  article-title: Water Quality Changes in Chini Lake, Pahang, West Malaysia
  publication-title: Environ. Monit. Assess.
  doi: 10.1007/s10661-006-9475-3
– volume: 612
  start-page: 914
  year: 2018
  ident: ref_26
  article-title: Assessing River Water Quality Using Water Quality Index in Lake Taihu Basin, China
  publication-title: Sci. Total Environ.
  doi: 10.1016/j.scitotenv.2017.08.293
– volume: 75
  start-page: 220
  year: 2017
  ident: ref_34
  article-title: Using the Analytic Hierarchy Process to Identify Parameter Weights for Developing a Water Quality Index
  publication-title: Ecol. Indic.
  doi: 10.1016/j.ecolind.2016.12.043
– volume: 92
  start-page: 70
  year: 2016
  ident: ref_129
  article-title: Determination of the Water Quality Index Ratings of Water in the Mpumalanga and North West Provinces, South Africa
  publication-title: Phys. Chem. Earth
  doi: 10.1016/j.pce.2015.09.009
– volume: 33
  start-page: 101
  year: 2007
  ident: ref_126
  article-title: Development of a Water Quality Index Based on a European Classification Scheme
  publication-title: Water SA
– ident: ref_67
– volume: 43
  start-page: 712
  year: 2007
  ident: ref_125
  article-title: Effects of Impervious Cover at Multiple Spatial Scales on Coastal Watershed Streams
  publication-title: J. Am. Water Resour. Assoc.
  doi: 10.1111/j.1752-1688.2007.00057.x
– ident: ref_106
– volume: 584–585
  start-page: 131
  year: 2017
  ident: ref_24
  article-title: Evaluation of Water Quality Using Water Quality Index (WQI) Method and GIS in Aksu River (SW-Turkey)
  publication-title: Sci. Total Environ.
– ident: ref_140
  doi: 10.3390/w11040805
– volume: 24
  start-page: 228
  year: 2015
  ident: ref_27
  article-title: Water Quality Status of Ciambulawung River, Banten Province, Based on Pollution Index and NSF-WQI
  publication-title: Procedia Environ. Sci.
  doi: 10.1016/j.proenv.2015.03.030
– ident: ref_73
– volume: 29
  start-page: 2011
  year: 2020
  ident: ref_85
  article-title: Development of Water Quality Indices (WQIs): A Review
  publication-title: Pol. J. Environ. Stud.
  doi: 10.15244/pjoes/110526
– volume: 97
  start-page: 239
  year: 2019
  ident: ref_134
  article-title: Exploring new correlation between hazard index and heavy metal pollution index in groundwater
  publication-title: Ecol. Indic.
  doi: 10.1016/j.ecolind.2018.10.023
– ident: ref_3
  doi: 10.5772/intechopen.93800
– volume: 6
  start-page: 1
  year: 2020
  ident: ref_40
  article-title: Spatiotemporal Variation of Water Quality Index in Kanwar Wetland, Begusarai, India
  publication-title: Sustain. Water Resour. Manag.
  doi: 10.1007/s40899-020-00401-y
– volume: 72
  start-page: 133
  year: 2014
  ident: ref_50
  article-title: Risk Analysis and Warning Rate of Hot Environment for Foundry Industry Using Hybrid MCDM Technique
  publication-title: Saf. Sci.
  doi: 10.1016/j.ssci.2014.08.011
– volume: 51
  start-page: 53
  year: 1979
  ident: ref_79
  article-title: A Geographically Variable Water Quality Index Used in Oregon
  publication-title: J. Water Pollut. Control Fed.
– volume: 174
  start-page: 161
  year: 2006
  ident: ref_65
  article-title: Development of chemical index as a measure of in-stream water quality in response to land-use and land cover changes
  publication-title: Water Air Soil Pollut.
  doi: 10.1007/s11270-006-9090-5
– volume: 111
  start-page: 304
  year: 1985
  ident: ref_16
  article-title: Expression for Drinking Water Supply Standards
  publication-title: J. Environ. Eng.
  doi: 10.1061/(ASCE)0733-9372(1985)111:3(304)
– volume: 8
  start-page: 413
  year: 2019
  ident: ref_100
  article-title: Coupled Geochemical Modeling and Multivariate Statistical Analysis Approach for the Assessment of Groundwater Quality in Irrigated Areas: A Study from North Eastern of Tunisia
  publication-title: Groundw.Sustain. Dev.
  doi: 10.1016/j.gsd.2019.01.006
– volume: 19
  start-page: 3400
  year: 2012
  ident: ref_108
  article-title: A Recreational Water Quality Index Using Chemical, Physical and Microbiological Parameters
  publication-title: Environ. Sci. Pollut. Res.
  doi: 10.1007/s11356-012-0865-5
– volume: 21
  start-page: 1149
  year: 1989
  ident: ref_110
  article-title: The Application of a Water Quality Index to River Management
  publication-title: Water Sci. Technol.
  doi: 10.2166/wst.1989.0315
– volume: 88
  start-page: 221
  year: 2003
  ident: ref_136
  article-title: Water quality evaluation and trend analysis in selected watersheds of the Atlantic region of Canada
  publication-title: Environ. Monit. Assess.
  doi: 10.1023/A:1025573108513
– volume: 7
  start-page: 588
  year: 1974
  ident: ref_115
  article-title: An Objective Water Quality Index
  publication-title: J. Water Pollut. Control Fed.
– volume: 157
  start-page: 1
  year: 2020
  ident: ref_22
  article-title: Application of Modified Water Quality Index (WQI) in the Assessment of Coastal Water Quality in Main Aquaculture Areas of Dalian, China
  publication-title: Mar. Pollut. Bull.
  doi: 10.1016/j.marpolbul.2020.111285
– ident: ref_19
– volume: 2
  start-page: 126
  year: 1909
  ident: ref_70
  article-title: Ökologie Der Tierischen Saprobien. Beiträge Zur Lehre von Der Biologischen Gewässerbeurteilung (Ecology of Animal Saprobias. Contributions to the Teaching of Biological Water Assessment)
  publication-title: Int. Rev. Hydrobiol. Hydrogr.
  doi: 10.1002/iroh.19090020108
– volume: 342
  start-page: 2444
  year: 2009
  ident: ref_133
  article-title: A comparative study of water quality Indices for Karun river
  publication-title: Proc. World Environ. Water Resour. Congr. GT Rivers
– volume: 2
  start-page: 792
  year: 2010
  ident: ref_156
  article-title: Application of Water Quality Index for Assessment of Dokan Lake Ecosystem, Kurdistan Region, Iraq
  publication-title: J. Water Resour. Prot.
  doi: 10.4236/jwarp.2010.29093
– ident: ref_95
– volume: 22
  start-page: 201
  year: 2009
  ident: ref_150
  article-title: Analytic Hierarchy Process and Expert Choice: Benefits and Limitations
  publication-title: Oper. Res. Insight
– ident: ref_109
– volume: 43
  start-page: 285
  year: 2001
  ident: ref_123
  article-title: A Water Quality Index for Contact Recreation in New Zealand
  publication-title: Water Sci. Technol.
  doi: 10.2166/wst.2001.0307
– volume: 386
  start-page: 173
  year: 2010
  ident: ref_165
  article-title: A Statistical Approach for the Rationalization of Water Quality Indicators in Surface Water Quality Monitoring Networks
  publication-title: J. Hydrol.
  doi: 10.1016/j.jhydrol.2010.03.019
– volume: 37
  start-page: 300
  year: 1965
  ident: ref_8
  article-title: An Index Number System for Rating Water Quality
  publication-title: J. Water Pollut. Control Fed.
– ident: ref_113
– volume: 133
  start-page: 220
  year: 2007
  ident: ref_76
  article-title: Improved Method for Aggregation of Water Quality Subindices
  publication-title: J. Environ. Eng.
  doi: 10.1061/(ASCE)0733-9372(2007)133:2(220)
– volume: 8
  start-page: 1
  year: 2018
  ident: ref_97
  article-title: Groundwater quality assessment of urban Bengaluru using multivariate statistical techniques
  publication-title: Appl. Water Sci.
  doi: 10.1007/s13201-018-0684-z
– volume: 5
  start-page: 315
  year: 2016
  ident: ref_55
  article-title: A Comparative Analysis of Multi-Criteria Decision-Making Methods
  publication-title: Prog. Artif. Intell.
  doi: 10.1007/s13748-016-0093-1
– volume: 225
  start-page: 1
  year: 2014
  ident: ref_164
  article-title: Statistical Assessment of the Surface Water Quality Monitoring Network in Saskatchewan
  publication-title: WaterAir Soil Pollut.
– ident: ref_84
– volume: 20
  start-page: 1
  year: 2016
  ident: ref_90
  article-title: Assessment of Groundwater Quality of Udayagiri Area, Nellore District, Andhra Pradesh, South India Using Multivariate Statistical Techniques
  publication-title: Earth Sci. Res. J.
  doi: 10.15446/esrj.v20n4.54555
– volume: 70
  start-page: 44
  year: 2014
  ident: ref_49
  article-title: A Decision Model for Information Technology Selection Using AHP Integrated TOPSIS-Grey: The Case of Content Management Systems
  publication-title: Knowl. Based Syst.
  doi: 10.1016/j.knosys.2014.02.010
– volume: 6
  start-page: 43
  year: 2018
  ident: ref_101
  article-title: Evaluation of Water Quality Suitability for Drinking Using Drinking Water Quality Index in Nagapattinam District, Tamil Nadu in Southern India
  publication-title: Groundw.Sustain. Dev.
  doi: 10.1016/j.gsd.2017.10.005
– volume: 119
  start-page: 201
  year: 2006
  ident: ref_74
  article-title: Qualidex—A New Software for Generating Water Quality Indice
  publication-title: Environ. Monit. Assess.
  doi: 10.1007/s10661-005-9023-6
– volume: 4
  start-page: 246
  year: 2015
  ident: ref_89
  article-title: Scenarios of Groundwater Chemical Evolution in a Region of the Canadian Shield Based on Multivariate Statistical Analysis
  publication-title: J. Hydrol. Reg. Stud.
  doi: 10.1016/j.ejrh.2015.06.004
– ident: ref_127
– volume: 111
  start-page: 277
  year: 2005
  ident: ref_64
  article-title: Scatterscore: A reconnaissance method to evaluate changes in water quality
  publication-title: Environ. Monit. Assess.
  doi: 10.1007/s10661-005-8225-2
– ident: ref_61
– volume: 231
  start-page: 1188
  year: 2017
  ident: ref_91
  article-title: Integrated GIS and Multivariate Statistical Analysis for Regional Scale Assessment of Heavy Metal Soil Contamination: A Critical Review
  publication-title: Environ. Pollut.
  doi: 10.1016/j.envpol.2017.07.021
– ident: ref_104
– ident: ref_58
– volume: 33
  start-page: 519
  year: 1998
  ident: ref_13
  article-title: Analysis of the British Columbia Water Quality Index for Watershed Managers: A Case Study of Two Small Watersheds
  publication-title: Water Qual. Res. J.
  doi: 10.2166/wqrj.1998.030
– volume: 100
  start-page: 593
  year: 1974
  ident: ref_114
  article-title: Consumers Water Quality Index
  publication-title: J. Environ. Eng. Div.
  doi: 10.1061/JEEGAV.0000184
– volume: 22
  start-page: 464
  year: 2007
  ident: ref_160
  article-title: Assessment of Surface Water Quality Using Multivariate Statistical Techniques: A Case Study of the Fuji River Basin, Japan
  publication-title: Environ. Model. Softw.
  doi: 10.1016/j.envsoft.2006.02.001
– ident: ref_53
  doi: 10.3390/w9060443
– volume: 33
  start-page: 33
  year: 1994
  ident: ref_111
  article-title: Water Quality Index Applied to Rivers in the Vistula River Basin in Poland
  publication-title: Environ. Monit. Assess.
  doi: 10.1007/BF00546659
– volume: 29
  start-page: 148
  year: 2013
  ident: ref_151
  article-title: Water quality assessment in shrimp culture using an analytical hierarchical process
  publication-title: Ecol. Indic.
  doi: 10.1016/j.ecolind.2012.12.017
– volume: 89
  start-page: 43
  year: 2003
  ident: ref_14
  article-title: Development of an Overall Index of Pollution for Surface Water Based on a General Classification Scheme in Indian Context
  publication-title: Environ. Monit. Assess.
  doi: 10.1023/A:1025886025137
– volume: 245
  start-page: 1058
  year: 2019
  ident: ref_93
  article-title: Using Multivariate Statistical Analyses to Identify and Evaluate the Main Sources of Contamination in a Polluted River near to the Liaodong Bay in Northeast China
  publication-title: Environ. Pollut.
  doi: 10.1016/j.envpol.2018.11.099
– ident: ref_69
– volume: 85
  start-page: 966
  year: 2018
  ident: ref_132
  article-title: Development of a Water Quality Index for Rivers in West Java Province, Indonesia
  publication-title: Ecol. Indic.
  doi: 10.1016/j.ecolind.2017.11.049
– volume: 137
  start-page: 273
  year: 2011
  ident: ref_80
  article-title: Development of Water Quality Indexes to Identify Pollutants in Vietnam’s Surface Water
  publication-title: J. Environ. Eng.
  doi: 10.1061/(ASCE)EE.1943-7870.0000314
– volume: 235
  start-page: 257
  year: 2019
  ident: ref_154
  article-title: GALDIT-SUSI a Modified Method to Account for Surface Water Bodies in the Assessment of Aquifer Vulnerability to Seawater Intrusion
  publication-title: J. Environ. Manag.
  doi: 10.1016/j.jenvman.2019.01.069
– volume: 176
  start-page: 153
  year: 2019
  ident: ref_32
  article-title: Groundwater Quality Evaluation Using Water Quality Index (WQI) for Drinking Purposes and Human Health Risk (HHR) Assessment in an Agricultural Region of Nanganur, South India
  publication-title: Ecotoxicol. Environ. Saf.
  doi: 10.1016/j.ecoenv.2019.03.066
– volume: 32
  start-page: 733
  year: 2006
  ident: ref_75
  article-title: Assessing Water Quality in Rivers with Fuzzy Inference Systems: A Case Study
  publication-title: Environ. Int.
  doi: 10.1016/j.envint.2006.03.009
– volume: 20
  start-page: 185
  year: 2012
  ident: ref_99
  article-title: Use of Hierarchical Cluster Analysis to Assess the Representativeness of a Baseline Groundwater Quality Monitoring Network: Comparison of New Zealand’s National and Regional Groundwater Monitoring Programs
  publication-title: Hydrogeol. J.
  doi: 10.1007/s10040-011-0786-2
– volume: 42
  start-page: 85
  year: 1999
  ident: ref_122
  article-title: The Implementation of an Aquatic Toxicity Index as a Water Quality Monitoring Tool in the Olifants River (Kruger National Park)
  publication-title: Koedoe
  doi: 10.4102/koedoe.v42i1.225
– ident: ref_66
– volume: 24
  start-page: 1237
  year: 1990
  ident: ref_82
  article-title: A Better Water Quality Indexing System for Rivers and Streams
  publication-title: Water Res.
  doi: 10.1016/0043-1354(90)90047-A
– ident: ref_107
– volume: 49
  start-page: 469
  year: 2001
  ident: ref_149
  article-title: The Analytic Hierarchy Process—An Exposition
  publication-title: Oper. Res.
  doi: 10.1287/opre.49.4.469.11231
– volume: 30
  start-page: 67
  year: 2016
  ident: ref_144
  article-title: Assessing the Ecological Value of Wetlands Using the MACBETH Approach in Quebec City
  publication-title: J. Nat. Conserv.
  doi: 10.1016/j.jnc.2016.01.007
– ident: ref_112
  doi: 10.1142/9789814261302_0001
– volume: 3
  start-page: 11
  year: 2011
  ident: ref_5
  article-title: A Review of Genesis and Evolution of Water Quality Index (WQI) and Some Future Directions
  publication-title: Water Qual. Expo. Health
  doi: 10.1007/s12403-011-0040-0
– volume: 53
  start-page: 774
  year: 2020
  ident: ref_2
  article-title: Multivariate Investigation of Heavy Metals in the Groundwater for Irrigation and Drinking in Garautha Tehsil, Jhansi District, India
  publication-title: Anal. Lett.
  doi: 10.1080/00032719.2019.1676766
– volume: 36
  start-page: 563
  year: 2010
  ident: ref_51
  article-title: Multi-Criteria Decision Making for Water Resource Management: A Case Study of the Gediz River Basin, Turkey
  publication-title: Water SA
  doi: 10.4314/wsa.v36i5.61990
– volume: 21
  start-page: 21
  year: 2017
  ident: ref_163
  article-title: Ground Water Quality Assessment by Multivariate Factor Analysis
  publication-title: Res. J. Chem. Environ.
– volume: 185
  start-page: 8035
  year: 2013
  ident: ref_128
  article-title: Optimizing Booster Chlorination in Water Distribution Networks: A Water Quality Index Approach
  publication-title: Environ. Monit. Assess.
  doi: 10.1007/s10661-013-3153-z
– volume: 30
  start-page: 28
  year: 2013
  ident: ref_36
  article-title: Assessment of Water Quality in Groundwater Resources of Iran Using a Modified Drinking Water Quality Index (DWQI)
  publication-title: Ecol. Indic.
  doi: 10.1016/j.ecolind.2013.02.008
– ident: ref_46
  doi: 10.4337/9780857937117.00007
– volume: 34
  start-page: 406
  year: 2004
  ident: ref_77
  article-title: An Innovative Index for Evaluating Water Quality in Streams
  publication-title: Environ. Manag.
  doi: 10.1007/s00267-004-0210-y
– volume: 20
  start-page: 355
  year: 2018
  ident: ref_92
  article-title: Statistical Analysis Tools for the Assessment of Groundwater Chemical Variations in Wadi Bani Malik Area, Saudi Arabia
  publication-title: Glob. Nest J.
  doi: 10.30955/gnj.002237
– volume: 187
  start-page: 1
  year: 2015
  ident: ref_98
  article-title: Assessment of Surface Water Quality Using Multivariate Statistical Techniques: Case Study of the Nampong River and Songkhram River, Thailand
  publication-title: Environ. Monit. Assess.
  doi: 10.1007/s10661-015-4774-1
– ident: ref_138
– volume: 2
  start-page: 1
  year: 2020
  ident: ref_6
  article-title: A Review of the Existing Water Quality Indices (WQIs)
  publication-title: J. Phys. Opt.
– ident: ref_41
  doi: 10.3390/su12041300
– volume: 3
  start-page: 336
  year: 1989
  ident: ref_102
  article-title: A Water Quality Index for River Management
  publication-title: Water Environ. J.
  doi: 10.1111/j.1747-6593.1989.tb01538.x
– ident: ref_141
  doi: 10.1002/9780470400531.eorms0970
– volume: 46
  start-page: 3544
  year: 2012
  ident: ref_25
  article-title: Adaptation and Evaluation of the Canadian Council of Ministers of the Environment Water Quality Index (CCME WQI) for Use as an Effective Tool to Characterize Drinking Source Water Quality
  publication-title: Water Res.
  doi: 10.1016/j.watres.2012.03.061
– volume: 215
  start-page: 1
  year: 2020
  ident: ref_31
  article-title: Impact Assessment of Coal Mining on Groundwater Chemistry and Its Quality from Brajrajnagar Coal Mining Area Using Indexing Models
  publication-title: J. Geochem. Explor.
  doi: 10.1016/j.gexplo.2020.106559
– ident: ref_47
  doi: 10.3390/su9020287
– volume: 37
  start-page: 125
  year: 2001
  ident: ref_15
  article-title: Oregon Water Quality Index a Tool for Evaluating Water Quality Management Effectiveness
  publication-title: J. Am. Water Resour. Assoc.
  doi: 10.1111/j.1752-1688.2001.tb05480.x
– ident: ref_52
  doi: 10.3390/w10121795
– volume: 1
  start-page: 1
  year: 2020
  ident: ref_153
  article-title: Delineation of Potential Groundwater Recharge Zones Using Analytical Hierarchy Process (AHP)
  publication-title: Geol. Ecol. Landsc.
– volume: 123
  start-page: 156
  year: 2017
  ident: ref_130
  article-title: Quality Index of the Surface Water of Amazonian Rivers in Industrial Areas in Pará Brazil
  publication-title: Mar. Pollut. Bull.
  doi: 10.1016/j.marpolbul.2017.09.002
– ident: ref_18
– volume: 138
  start-page: 309
  year: 2018
  ident: ref_33
  article-title: Modifying the Analysis Made by Water Quality Index Using Multi-Criteria Decision Making Methods
  publication-title: J. Afr. Earth Sci.
  doi: 10.1016/j.jafrearsci.2017.11.019
– volume: 2
  start-page: 2416
  year: 2014
  ident: ref_42
  article-title: Water Quality Evaluation of Torghabeh River of Mashhad Using Combination of NSFWQI Index and Geographic Information System
  publication-title: Int. J. Adv. Biol. Biomed. Res.
– volume: 132
  start-page: 93
  year: 2007
  ident: ref_78
  article-title: Application of Water Quality Indices and Dissolved Oxygen as Indicators for River Water Classification and Urban Impact Assessment
  publication-title: Environ. Monit. Assess.
  doi: 10.1007/s10661-006-9505-1
– volume: 11
  start-page: 1
  year: 2019
  ident: ref_29
  article-title: Spatio-Temporal Variation of WQI, Scaling and Corrosion Indices, and Principal Component Analysis in Rural Areas of Marand, Iran
  publication-title: Sci. Total Environ.
– ident: ref_146
  doi: 10.1061/(ASCE)EE.1943-7870.0001109
– volume: 543
  start-page: 316
  year: 2016
  ident: ref_35
  article-title: Improvement of CCME WQI Using Grey Relational Method
  publication-title: J. Hydrol.
  doi: 10.1016/j.jhydrol.2016.10.007
– volume: 43
  start-page: 533
  year: 2007
  ident: ref_124
  article-title: Developing a Standardized Water Quality Index for Evaluating Surface Water Quality
  publication-title: J. Am. Water Resour. Assoc.
  doi: 10.1111/j.1752-1688.2007.00042.x
– volume: 5
  start-page: 741
  year: 1971
  ident: ref_81
  article-title: Assessment of Surface Water Quality by a Single Index of Pollution
  publication-title: Water Res.
  doi: 10.1016/0043-1354(71)90097-2
– ident: ref_12
– ident: ref_83
  doi: 10.3133/cir770
– ident: ref_157
  doi: 10.3390/proceedings2110611
– volume: 83
  start-page: 368
  year: 2017
  ident: ref_166
  article-title: Modification of expected conflicts between Drinking Water Quality Index and Irrigation Water Quality Index in water quality ranking of shared extraction wells using Multi Criteria Decision Making techniques
  publication-title: Ecol. Indic.
  doi: 10.1016/j.ecolind.2017.08.017
– volume: 178
  start-page: 1
  year: 2020
  ident: ref_23
  article-title: Evaluation of Water Quality in the South-to-North Water Diversion Project of China Using the Water Quality Index (WQI) Method
  publication-title: Water Res.
  doi: 10.1016/j.watres.2020.115781
– volume: 32
  start-page: 100890
  year: 2019
  ident: ref_28
  article-title: Evaluating the Surface Water Quality Index Fuzzy and Its Influence on Water Treatment
  publication-title: J. Water Process. Eng.
  doi: 10.1016/j.jwpe.2019.100890
– volume: 13
  start-page: 4118
  year: 2018
  ident: ref_39
  article-title: Evaluating Water Quality Index of Al Hammar Marsh, South of Iraq with the Application of GIS Technique
  publication-title: J. Eng. Sci. Technol.
– volume: 75
  start-page: 388
  year: 2003
  ident: ref_63
  article-title: Comparison of Dalmatian Water Evaluation Indices
  publication-title: Water Environ. Res.
  doi: 10.2175/106143003X141196
– volume: 41
  start-page: 349
  year: 2010
  ident: ref_167
  article-title: A new proposal of the classification of irrigation water
  publication-title: Revista Ciência Agronômica
  doi: 10.1590/S1806-66902010000300005
– volume: 9
  start-page: 30
  year: 1979
  ident: ref_103
  article-title: Establishment of a Methodology for the Determination of Water Quality
  publication-title: Bol. Inf. Medio Ambient.
– volume: 18
  start-page: 111
  year: 2018
  ident: ref_131
  article-title: Evaluation of Water Quality and Stability in the Drinking Water Distribution Network in the Azogues City, Ecuador
  publication-title: Data Br.
  doi: 10.1016/j.dib.2018.03.007
– volume: 117
  start-page: 339
  year: 1970
  ident: ref_9
  article-title: A Water Quality Index—Do We Dare?
  publication-title: Water Sew. Works
– ident: ref_60
– ident: ref_105
– volume: 23
  start-page: 1780
  year: 2021
  ident: ref_44
  article-title: Application of AHP-Based Water Quality Index for Quality Monitoring of Peri-Urban Watershed
  publication-title: Environ. Dev. Sustain.
  doi: 10.1007/s10668-020-00651-y
– volume: 34
  start-page: 2915
  year: 2000
  ident: ref_62
  article-title: Use of water quality indices to verify the impact of Córdoba City (Argentina) on Suquía River
  publication-title: Water Res.
  doi: 10.1016/S0043-1354(00)00036-1
– ident: ref_57
– volume: 39
  start-page: 400
  year: 2020
  ident: ref_20
  article-title: Aggregation Techniques Applied in Water Quality Indices (WQIs)
  publication-title: Pollut. Res.
– ident: ref_86
  doi: 10.1137/1.9780898718485
– volume: 21
  start-page: 1553
  year: 2007
  ident: ref_139
  article-title: A Review of Multiple Criteria Analysis for Water Resource Planning and Management
  publication-title: WaterResour. Manag.
SSID ssj0000498850
Score 2.6063387
Snippet Human activities continue to affect our water quality; it remains a major problem worldwide (particularly concerning freshwater and human consumption). A...
SourceID proquest
crossref
SourceType Aggregation Database
Enrichment Source
Index Database
StartPage 905
SubjectTerms Data envelopment analysis
Decision making
freshwater
Groundwater
humans
irrigation
multi-criteria decision making
Supply chain management
Surface water
uncertainty
Water quality
water utilization
Title Modification of the Water Quality Index (WQI) Process for Simple Calculation Using the Multi-Criteria Decision-Making (MCDM) Method: A Review
URI https://www.proquest.com/docview/2550319658
https://www.proquest.com/docview/2524340850
Volume 13
WOSCitedRecordID wos000638936700001&url=https%3A%2F%2Fcvtisr.summon.serialssolutions.com%2F%23%21%2Fsearch%3Fho%3Df%26include.ft.matches%3Dt%26l%3Dnull%26q%3D
hasFullText 1
inHoldings 1
isFullTextHit
isPrint
journalDatabaseRights – providerCode: PRVHPJ
  databaseName: ROAD: Directory of Open Access Scholarly Resources
  customDbUrl:
  eissn: 2073-4441
  dateEnd: 99991231
  omitProxy: false
  ssIdentifier: ssj0000498850
  issn: 2073-4441
  databaseCode: M~E
  dateStart: 20090101
  isFulltext: true
  titleUrlDefault: https://road.issn.org
  providerName: ISSN International Centre
– providerCode: PRVPQU
  databaseName: ProQuest - Publicly Available Content Database
  customDbUrl:
  eissn: 2073-4441
  dateEnd: 99991231
  omitProxy: false
  ssIdentifier: ssj0000498850
  issn: 2073-4441
  databaseCode: PIMPY
  dateStart: 20090101
  isFulltext: true
  titleUrlDefault: http://search.proquest.com/publiccontent
  providerName: ProQuest
– providerCode: PRVPQU
  databaseName: ProQuest Central
  customDbUrl:
  eissn: 2073-4441
  dateEnd: 99991231
  omitProxy: false
  ssIdentifier: ssj0000498850
  issn: 2073-4441
  databaseCode: BENPR
  dateStart: 20090101
  isFulltext: true
  titleUrlDefault: https://www.proquest.com/central
  providerName: ProQuest
link http://cvtisr.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwpV1LTxsxELZa6KE9AH2p4aVp1UM4WDjr3XiXC4IAag4bpS9BTys_1hISytIktOqP6H9mxusEkFAvPe3BlrXSjGc-2zPfx9jHxLt-kfcsrxEd89SanOuEuAiFw_yttNdaBLEJNRrlFxfFOF64zWJZ5SImhkDtGkt35PsIfanhBhPm4fVPTqpR9LoaJTSeslViKkM_Xz0-HY2_LG9ZEP_meSZaSiGJ5_v93z3y8oLk6u4noodxOCSXs_X__a0NthZhJRy1fvCSPaknr9iLe2SDr9nfsnFUFxRMAY0HhH5wjlBzCi2Rxh8YEnUidM8_D_cgdhAAglr4ekkcwjDQVzaqfUEoNQhLhBZeTpIJ5MxwEkV7eBl0rqBbDk7KPSiDUvUBHEH7GvGGfT87_Tb4xKMYA7cyyebcJyLtiVr3iUDVpH3hRK6c6VtvjdNSOkyFGgeUVoXqmUQZ7VXmlXSmFs4X8i1bmTST-h0D6bzzNcYKIgMzRaKlyjKTeoR6wnpddFh3YZnKRqZyEsy4qvDEQkaslkbssA_LqdctPcdjk7YXtqviDp1Vd4brsPfLYdxb9GCiJ3VzQ3OSVBIFnNj89xJb7HlCtS6homebrcynN_UOe2Z_zS9n093olPgdD8vxj1uIg-4e
linkProvider ProQuest
linkToHtml http://cvtisr.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMw1V1da9RAFL2UbUF90PqFq7VeRWH7EDo7SXYSQUrZtTS0WVastH2K85GBQtnU3a2lP8K_4m907iRZK4hvffB5hjxMztx7ZubecwDecmsGadLXQenYcRBplQSSkxYhMy5_C2mlZN5sQozHyclJOlmBn20vDJVVtjHRB2pTaboj33bUlxpuXMLcufgWkGsUva62Fho1LA7K6yt3ZJt_yEbu_77jfO_j0XA_aFwFAh3yeBFYzqI-K-WAlEBVNGCGJcKogbZaGRmGxsV06QaEFKnoKy6UtCK2IjSqZMaS-JIL-asRgb0Dq5Msn5wub3Uc306SmNUSRmGYsu2rPu2qlOzxbia-P-O-T2Z7D_63ZViH-w1txt0a5w9hpZw-gns3xBQfw4-8MlT35KGGlUVHbfHYUekZ1kIh15iRNCT2jj9lW9h0SKAj7fj5jDSScSjPdeNmhr6Uwn_CtygHZAlBmxVHjSlRkHsfL-zlw1G-hbl34n6Pu1i_tjyBL7eyHk-hM62m5TPA0FhjSwcPEjtTKZehiGMVWUdlmbYy7UKvRUKhGyV2MgQ5L9yJjEBTLEHThTfLqRe1_MjfJm20WCmaCDQvfgOlC6-Xwy520IOQnJbVJc3hUUgSd-z5vz_xCu7sH-WHxWE2PngBdznV9fjqpQ3oLGaX5UtY098XZ_PZZrMhEL7eNvh-AQlqSqY
linkToPdf http://cvtisr.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMw1V1Nb9NAEB1VKUJw4BsRKDAgkNKDlc3aztpICFUJEVFxFASo5WTWu16pUhWXJKXqj-AP8euYWduhSIhbD5x35cP67czb3Zn3AF5IZ4dpMjBBSew4iEyRBFqyFqGwlL-VdloLbzahZrPk8DCdb8HPtheGyyrbmOgDta0M35H3ifpyww0lzL5ryiLm48mbk28BO0jxS2trp1FDZL88P6Pj2-r1dEz_-qWUk7efRu-CxmEgMKGM14GTIhqIUg9ZFbSIhsKKRNliaJwprA5DS_Fd04DSKlWDQqpCOxU7FdqiFNaxEBOF_22i5JHswPZ8ms2_bG54iHsnSSxqOaMwTEX_bMA7LGWrvItJ8M8c4BPb5Ob_vCS34EZDp3Gvxv9t2CoXd-D6BZHFu_AjqyzXQ3kIYuWQKC8eEMVeYi0gco5TlozE3sGH6S42nRNIZB4_HrF2Mo70sWlcztCXWPhP-NblgK0ieBPjuDErCjLv74W9bDTOdjHzDt2vcA_rV5h78PlS1uM-dBbVonwAGFpnXUkxkkXQilTqUMVxETmiuMI4nXah16IiN41COxuFHOd0UmMA5RsAdeH5ZupJLUvyt0k7LW7yJjKt8t-g6cKzzTDFFH4o0ouyOuU5MgpZ-k48_PcnnsJVQlz-fjrbfwTXJJf7-KKmHeisl6flY7hivq-PVssnzd5A-HrZ2PsFJP5TZg
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=Modification+of+the+Water+Quality+Index+%28WQI%29+Process+for+Simple+Calculation+Using+the+Multi-Criteria+Decision-Making+%28MCDM%29+Method%3A+A+Review&rft.jtitle=Water+%28Basel%29&rft.au=Akhtar%2C+Naseem&rft.au=Ishak%2C+Muhammad+Izzuddin+Syakir&rft.au=Ahmad%2C+Mardiana+Idayu&rft.au=Umar%2C+Khalid&rft.date=2021-04-01&rft.issn=2073-4441&rft.eissn=2073-4441&rft.volume=13&rft.issue=7&rft.spage=905&rft_id=info:doi/10.3390%2Fw13070905&rft.externalDBID=n%2Fa&rft.externalDocID=10_3390_w13070905
thumbnail_l http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=2073-4441&client=summon
thumbnail_m http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=2073-4441&client=summon
thumbnail_s http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=2073-4441&client=summon