Groundwater quality assessment of urban Bengaluru using multivariate statistical techniques

Groundwater quality deterioration due to anthropogenic activities has become a subject of prime concern. The objective of the study was to assess the spatial and temporal variations in groundwater quality and to identify the sources in the western half of the Bengaluru city using multivariate statis...

Full description

Saved in:
Bibliographic Details
Published inApplied water science Vol. 8; no. 1; pp. 1 - 15
Main Authors Gulgundi, Mohammad Shahid, Shetty, Amba
Format Journal Article
LanguageEnglish
Published Berlin/Heidelberg Springer Berlin Heidelberg 01.03.2018
Springer Nature B.V
Subjects
Online AccessGet full text
ISSN2190-5487
2190-5495
2190-5495
DOI10.1007/s13201-018-0684-z

Cover

Abstract Groundwater quality deterioration due to anthropogenic activities has become a subject of prime concern. The objective of the study was to assess the spatial and temporal variations in groundwater quality and to identify the sources in the western half of the Bengaluru city using multivariate statistical techniques. Water quality index rating was calculated for pre and post monsoon seasons to quantify overall water quality for human consumption. The post-monsoon samples show signs of poor quality in drinking purpose compared to pre-monsoon. Cluster analysis (CA), principal component analysis (PCA) and discriminant analysis (DA) were applied to the groundwater quality data measured on 14 parameters from 67 sites distributed across the city. Hierarchical cluster analysis (CA) grouped the 67 sampling stations into two groups, cluster 1 having high pollution and cluster 2 having lesser pollution. Discriminant analysis (DA) was applied to delineate the most meaningful parameters accounting for temporal and spatial variations in groundwater quality of the study area. Temporal DA identified pH as the most important parameter, which discriminates between water quality in the pre-monsoon and post-monsoon seasons and accounts for 72% seasonal assignation of cases. Spatial DA identified Mg, Cl and NO 3 as the three most important parameters discriminating between two clusters and accounting for 89% spatial assignation of cases. Principal component analysis was applied to the dataset obtained from the two clusters, which evolved three factors in each cluster, explaining 85.4 and 84% of the total variance, respectively. Varifactors obtained from principal component analysis showed that groundwater quality variation is mainly explained by dissolution of minerals from rock water interactions in the aquifer, effect of anthropogenic activities and ion exchange processes in water.
AbstractList Groundwater quality deterioration due to anthropogenic activities has become a subject of prime concern. The objective of the study was to assess the spatial and temporal variations in groundwater quality and to identify the sources in the western half of the Bengaluru city using multivariate statistical techniques. Water quality index rating was calculated for pre and post monsoon seasons to quantify overall water quality for human consumption. The post-monsoon samples show signs of poor quality in drinking purpose compared to pre-monsoon. Cluster analysis (CA), principal component analysis (PCA) and discriminant analysis (DA) were applied to the groundwater quality data measured on 14 parameters from 67 sites distributed across the city. Hierarchical cluster analysis (CA) grouped the 67 sampling stations into two groups, cluster 1 having high pollution and cluster 2 having lesser pollution. Discriminant analysis (DA) was applied to delineate the most meaningful parameters accounting for temporal and spatial variations in groundwater quality of the study area. Temporal DA identified pH as the most important parameter, which discriminates between water quality in the pre-monsoon and post-monsoon seasons and accounts for 72% seasonal assignation of cases. Spatial DA identified Mg, Cl and NO3 as the three most important parameters discriminating between two clusters and accounting for 89% spatial assignation of cases. Principal component analysis was applied to the dataset obtained from the two clusters, which evolved three factors in each cluster, explaining 85.4 and 84% of the total variance, respectively. Varifactors obtained from principal component analysis showed that groundwater quality variation is mainly explained by dissolution of minerals from rock water interactions in the aquifer, effect of anthropogenic activities and ion exchange processes in water.
Groundwater quality deterioration due to anthropogenic activities has become a subject of prime concern. The objective of the study was to assess the spatial and temporal variations in groundwater quality and to identify the sources in the western half of the Bengaluru city using multivariate statistical techniques. Water quality index rating was calculated for pre and post monsoon seasons to quantify overall water quality for human consumption. The post-monsoon samples show signs of poor quality in drinking purpose compared to pre-monsoon. Cluster analysis (CA), principal component analysis (PCA) and discriminant analysis (DA) were applied to the groundwater quality data measured on 14 parameters from 67 sites distributed across the city. Hierarchical cluster analysis (CA) grouped the 67 sampling stations into two groups, cluster 1 having high pollution and cluster 2 having lesser pollution. Discriminant analysis (DA) was applied to delineate the most meaningful parameters accounting for temporal and spatial variations in groundwater quality of the study area. Temporal DA identified pH as the most important parameter, which discriminates between water quality in the pre-monsoon and post-monsoon seasons and accounts for 72% seasonal assignation of cases. Spatial DA identified Mg, Cl and NO 3 as the three most important parameters discriminating between two clusters and accounting for 89% spatial assignation of cases. Principal component analysis was applied to the dataset obtained from the two clusters, which evolved three factors in each cluster, explaining 85.4 and 84% of the total variance, respectively. Varifactors obtained from principal component analysis showed that groundwater quality variation is mainly explained by dissolution of minerals from rock water interactions in the aquifer, effect of anthropogenic activities and ion exchange processes in water.
ArticleNumber 43
Author Gulgundi, Mohammad Shahid
Shetty, Amba
Author_xml – sequence: 1
  givenname: Mohammad Shahid
  surname: Gulgundi
  fullname: Gulgundi, Mohammad Shahid
  email: shahid.env@gmail.com, amba@nitk.edu.in
  organization: Department of Applied Mechanics and Hydraulics, National Institute of Technology Karnataka
– sequence: 2
  givenname: Amba
  surname: Shetty
  fullname: Shetty, Amba
  organization: Department of Applied Mechanics and Hydraulics, National Institute of Technology Karnataka
BookMark eNqNkE1LAzEQhoNUsNb-AG8Bz6tJ9iOboxatQsGLnjyEbDZbU7bZNh-W9tebZYuCoDiXGYb3Gd55z8HIdEYBcInRNUaI3jicEoQThMsEFWWWHE7AmGCGkjxj-ehrLukZmDq3QrFynDNSjsHb3HbB1DvhlYXbIFrt91A4p5xbK-Nh18BgK2HgnTJL0QYbYHDaLOE6tF5_CKsjCZ0XXjuvpWihV_Ld6G1Q7gKcNqJ1anrsE_D6cP8ye0wWz_On2e0ikSkhPqGU1YQoLKliqs5woepKIkHTCuUsa5payEIUeR0rpQqncRHts4plSBYKo3QCyHA3mI3Y70Tb8o3Va2H3HCPeJ8SHhHhMiPcJ8UOErgZoY7verOerLlgTfXISCcpKhNKoooNK2s45qxoudf9rZ7wVuv3zPv5B_sfT8REXtWap7Len36FPKFucCA
CitedBy_id crossref_primary_10_1002_wwp2_12084
crossref_primary_10_1080_03067319_2021_1873316
crossref_primary_10_1007_s10661_023_11804_7
crossref_primary_10_1007_s41207_024_00731_9
crossref_primary_10_1016_j_jclepro_2022_133150
crossref_primary_10_3389_fenvs_2022_1095731
crossref_primary_10_1007_s10040_019_02091_z
crossref_primary_10_1016_j_hydres_2019_06_002
crossref_primary_10_1590_0001_3765202120210538
crossref_primary_10_31435_rsglobal_ijitss_30092024_8248
crossref_primary_10_1007_s11356_022_24089_z
crossref_primary_10_1016_j_marpolbul_2023_114618
crossref_primary_10_1016_j_gsd_2025_101428
crossref_primary_10_18412_1816_0395_2019_4_52_57
crossref_primary_10_1016_j_scitotenv_2019_135539
crossref_primary_10_1007_s43538_024_00288_9
crossref_primary_10_1007_s12046_024_02504_0
crossref_primary_10_1007_s40899_020_00448_x
crossref_primary_10_3390_w13070905
crossref_primary_10_1007_s12665_021_09706_3
crossref_primary_10_1007_s10661_020_08465_1
crossref_primary_10_1007_s41101_024_00317_0
crossref_primary_10_1007_s12403_022_00480_6
crossref_primary_10_1016_j_dwt_2024_100397
crossref_primary_10_1007_s13762_019_02572_4
crossref_primary_10_1186_s42834_020_00049_5
crossref_primary_10_1007_s12594_020_1450_z
crossref_primary_10_1016_j_jafrearsci_2020_103964
crossref_primary_10_1007_s11270_021_05069_4
crossref_primary_10_1016_j_envpol_2024_124983
crossref_primary_10_1016_j_jclepro_2020_123077
crossref_primary_10_1007_s12665_021_09858_2
crossref_primary_10_1007_s11356_022_23959_w
crossref_primary_10_3390_w11081702
crossref_primary_10_1007_s10661_024_12466_9
crossref_primary_10_1016_j_uclim_2022_101152
crossref_primary_10_3390_w12041115
crossref_primary_10_1007_s40899_020_00363_1
crossref_primary_10_1007_s12518_024_00552_z
crossref_primary_10_1016_j_apenergy_2022_118560
crossref_primary_10_1016_j_resourpol_2025_105479
crossref_primary_10_1080_13467581_2024_2397100
crossref_primary_10_1007_s12517_022_10812_0
crossref_primary_10_1016_j_gexplo_2024_107391
crossref_primary_10_3390_w16213139
crossref_primary_10_1007_s11356_024_33670_7
crossref_primary_10_1021_acsestwater_2c00419
crossref_primary_10_1155_2021_3008567
crossref_primary_10_1007_s10653_018_0183_z
crossref_primary_10_1007_s11356_019_06126_6
crossref_primary_10_1007_s40710_019_00373_y
crossref_primary_10_1007_s11600_022_00827_2
crossref_primary_10_1007_s43217_024_00206_5
crossref_primary_10_1016_j_eti_2025_104126
crossref_primary_10_1007_s12517_021_06820_1
crossref_primary_10_1007_s12517_022_09876_9
crossref_primary_10_3390_ijerph18115733
crossref_primary_10_2166_wpt_2022_076
crossref_primary_10_1016_j_heliyon_2022_e11308
crossref_primary_10_1007_s11356_021_14246_1
crossref_primary_10_1007_s41207_024_00665_2
crossref_primary_10_1590_0001_3765202120210072
crossref_primary_10_1007_s11356_020_08258_6
crossref_primary_10_1007_s12517_019_4440_y
crossref_primary_10_1007_s13201_018_0737_3
crossref_primary_10_5897_ISAAB_JHE2023_0085
crossref_primary_10_1007_s12665_022_10387_9
crossref_primary_10_1007_s12665_024_11458_9
crossref_primary_10_1371_journal_pone_0294533
crossref_primary_10_1007_s11270_022_06022_9
crossref_primary_10_1007_s11270_023_06614_z
crossref_primary_10_1080_24749508_2019_1574156
crossref_primary_10_1007_s11356_023_31212_1
crossref_primary_10_15406_ijh_2022_06_00302
crossref_primary_10_1088_1755_1315_1222_1_012004
crossref_primary_10_1007_s11600_023_01071_y
crossref_primary_10_1007_s11356_024_32714_2
crossref_primary_10_1007_s10661_021_09363_w
crossref_primary_10_1177_11786221221106761
crossref_primary_10_3390_w15091752
crossref_primary_10_1016_j_gsd_2021_100627
crossref_primary_10_36263_nijest_2020_02_0224
crossref_primary_10_1007_s11356_022_23533_4
crossref_primary_10_1016_j_envres_2023_117939
Cites_doi 10.1007/s10040-002-0196-6
10.1016/S0043-1354(99)00225-0
10.1016/S0043-1354(01)00490-0
10.1016/S1364-8152(02)00094-4
10.1016/S0048-9697(02)00683-6
10.1016/j.aca.2005.02.006
10.1016/j.envsoft.2006.02.001
10.1016/S0043-1354(98)00138-9
10.1016/j.chemosphere.2016.09.086
10.1007/s12665-014-3398-z
10.1007/s12665-015-5105-0
10.1016/j.pce.2004.09.027
10.1134/S0097807812040112
10.1007/s13201-015-0287-x
10.1016/j.envsoft.2004.09.001
10.1007/s10661-016-5124-7
10.1016/j.watres.2004.06.011
10.1007/s10661-016-5412-2
10.1007/s12665-015-5204-y
10.1016/j.jag.2007.04.002
10.1007/s10661-011-2244-y
10.1007/s10661-007-9977-7
10.1007/s12665-016-5541-5
10.1007/s10661-008-0300-z
10.1007/s10661-010-1411-x
10.1007/s12517-017-2898-z
10.1016/S1364-8152(00)00060-8
10.1016/j.ecoenv.2008.02.024
10.1016/j.talanta.2004.08.047
10.1016/j.jhydrol.2008.02.015
10.1016/S0043-1354(00)00592-3
10.1016/S0003-2670(01)01517-3
10.1007/s002540050424
10.2134/jeq2001.3051548x
10.2166/hydro.2011.072
10.1007/s12665-013-2770-8
10.1007/s11269-008-9289-x
10.1007/s12517-012-0731-2
10.1016/j.gsd.2017.05.002
ContentType Journal Article
Copyright The Author(s) 2018
Applied Water Science is a copyright of Springer, (2018). All Rights Reserved.
Copyright_xml – notice: The Author(s) 2018
– notice: Applied Water Science is a copyright of Springer, (2018). All Rights Reserved.
DBID C6C
AAYXX
CITATION
7QH
7UA
ABUWG
AEUYN
AFKRA
ATCPS
AZQEC
BENPR
BHPHI
BKSAR
C1K
CCPQU
DWQXO
F1W
GNUQQ
H96
H97
HCIFZ
L.G
PATMY
PCBAR
PHGZM
PHGZT
PIMPY
PKEHL
PQEST
PQQKQ
PQUKI
PYCSY
ADTOC
UNPAY
DOI 10.1007/s13201-018-0684-z
DatabaseName Springer Nature OA Free Journals (WRLC)
CrossRef
Aqualine
Water Resources Abstracts
ProQuest Central
ProQuest One Sustainability
ProQuest Central UK/Ireland
Agricultural & Environmental Science Collection
ProQuest Central Essentials
ProQuest Central
Natural Science Collection
Earth, Atmospheric & Aquatic Science Collection
Environmental Sciences and Pollution Management
ProQuest One Community College
ProQuest Central Korea
ASFA: Aquatic Sciences and Fisheries Abstracts
ProQuest Central Student
Aquatic Science & Fisheries Abstracts (ASFA) 2: Ocean Technology, Policy & Non-Living Resources
Aquatic Science & Fisheries Abstracts (ASFA) 3: Aquatic Pollution & Environmental Quality
SciTech Premium Collection
Aquatic Science & Fisheries Abstracts (ASFA) Professional
Environmental Science Database
Earth, Atmospheric & Aquatic Science Database
ProQuest Central Premium
ProQuest One Academic (New)
ProQuest Publicly Available Content Database
ProQuest One Academic Middle East (New)
ProQuest One Academic Eastern Edition (DO NOT USE)
ProQuest One Academic
ProQuest One Academic UKI Edition
Environmental Science Collection
Unpaywall for CDI: Periodical Content
Unpaywall
DatabaseTitle CrossRef
Publicly Available Content Database
Aquatic Science & Fisheries Abstracts (ASFA) Professional
ProQuest Central Student
ProQuest One Academic Middle East (New)
ProQuest Central Essentials
ProQuest Central (Alumni Edition)
SciTech Premium Collection
ProQuest One Community College
Aquatic Science & Fisheries Abstracts (ASFA) 3: Aquatic Pollution & Environmental Quality
Water Resources Abstracts
Environmental Sciences and Pollution Management
Earth, Atmospheric & Aquatic Science Collection
ProQuest Central
ProQuest One Sustainability
Natural Science Collection
ProQuest Central Korea
Agricultural & Environmental Science Collection
ProQuest Central (New)
ProQuest One Academic Eastern Edition
Earth, Atmospheric & Aquatic Science Database
Aqualine
Environmental Science Collection
Aquatic Science & Fisheries Abstracts (ASFA) 2: Ocean Technology, Policy & Non-Living Resources
ProQuest One Academic UKI Edition
ASFA: Aquatic Sciences and Fisheries Abstracts
Environmental Science Database
ProQuest One Academic
ProQuest One Academic (New)
DatabaseTitleList Publicly Available Content Database

Database_xml – sequence: 1
  dbid: C6C
  name: Springer Nature OA Free Journals (WRLC)
  url: http://www.springeropen.com/
  sourceTypes: Publisher
– sequence: 2
  dbid: UNPAY
  name: Unpaywall
  url: https://proxy.k.utb.cz/login?url=https://unpaywall.org/
  sourceTypes: Open Access Repository
– sequence: 3
  dbid: BENPR
  name: ProQuest Central
  url: http://www.proquest.com/pqcentral?accountid=15518
  sourceTypes: Aggregation Database
DeliveryMethod fulltext_linktorsrc
Discipline Engineering
EISSN 2190-5495
EndPage 15
ExternalDocumentID 10.1007/s13201-018-0684-z
10_1007_s13201_018_0684_z
GeographicLocations Bengaluru India
India
GeographicLocations_xml – name: Bengaluru India
– name: India
GroupedDBID -A0
0R~
2VQ
2XV
4.4
40G
5VS
7XC
8CJ
8FE
8FH
AAFWJ
AAHBH
AAJSJ
AAKKN
ABEEZ
ACACY
ACGFS
ACULB
ADBBV
ADINQ
AEGXH
AEUYN
AFGXO
AFKRA
AFPKN
AFRAH
AHBYD
AHSBF
AHYZX
ALMA_UNASSIGNED_HOLDINGS
AMKLP
AMTXH
ATCPS
BAPOH
BCNDV
BENPR
BHPHI
BKSAR
C24
C6C
CCPQU
D1J
EBLON
EBS
EDH
EJD
GROUPED_DOAJ
GX1
H4N
HCIFZ
HH5
HZ~
IAO
ITC
KQ8
M~E
O9-
OK1
PATMY
PCBAR
PIMPY
PROAC
PYCSY
RNS
RSV
SEV
SOJ
U2A
AASML
AAYXX
CITATION
PHGZM
PHGZT
PUEGO
7QH
7UA
ABUWG
AZQEC
C1K
DWQXO
F1W
GNUQQ
H96
H97
L.G
PKEHL
PQEST
PQQKQ
PQUKI
ADTOC
UNPAY
ID FETCH-LOGICAL-c322t-779d22e1c7e9ed416edbc0a73b0594ffdac6a65dddd37e13fda0519b940c6e103
IEDL.DBID UNPAY
ISSN 2190-5487
2190-5495
IngestDate Tue Aug 19 23:20:08 EDT 2025
Fri Jul 25 19:49:55 EDT 2025
Thu Apr 24 22:56:03 EDT 2025
Wed Oct 01 03:11:57 EDT 2025
Fri Feb 21 02:26:41 EST 2025
IsDoiOpenAccess true
IsOpenAccess true
IsPeerReviewed true
IsScholarly true
Issue 1
Keywords Cluster analysis
Principal component analysis/factor analysis
Discriminant analysis
Groundwater quality
Multivariate statistical techniques
Language English
LinkModel DirectLink
MergedId FETCHMERGED-LOGICAL-c322t-779d22e1c7e9ed416edbc0a73b0594ffdac6a65dddd37e13fda0519b940c6e103
Notes ObjectType-Article-1
SourceType-Scholarly Journals-1
ObjectType-Feature-2
content type line 14
OpenAccessLink https://proxy.k.utb.cz/login?url=https://link.springer.com/content/pdf/10.1007%2Fs13201-018-0684-z.pdf
PQID 2007798003
PQPubID 2034800
PageCount 15
ParticipantIDs unpaywall_primary_10_1007_s13201_018_0684_z
proquest_journals_2007798003
crossref_citationtrail_10_1007_s13201_018_0684_z
crossref_primary_10_1007_s13201_018_0684_z
springer_journals_10_1007_s13201_018_0684_z
ProviderPackageCode CITATION
AAYXX
PublicationCentury 2000
PublicationDate 20180300
2018-3-00
20180301
PublicationDateYYYYMMDD 2018-03-01
PublicationDate_xml – month: 3
  year: 2018
  text: 20180300
PublicationDecade 2010
PublicationPlace Berlin/Heidelberg
PublicationPlace_xml – name: Berlin/Heidelberg
– name: Heidelberg
PublicationTitle Applied water science
PublicationTitleAbbrev Appl Water Sci
PublicationYear 2018
Publisher Springer Berlin Heidelberg
Springer Nature B.V
Publisher_xml – name: Springer Berlin Heidelberg
– name: Springer Nature B.V
References Liu, Lin, Kuo (CR28) 2003; 313
Love, Hallbauer, Amos, Hranova (CR29) 2004; 29
Sadat-Noori, Ebrahimi, Liaghat (CR42) 2014; 71
Juahir, Zain, Yusoff, Hanidza, Armi, Toriman, Mokhtar (CR23) 2011; 173
Aris, Praveena, Abdullah, Radojevic (CR4) 2012; 14
Massart, Kaufman (CR30) 1983
Forina, Armanino, Raggio (CR14) 2002; 454
Brūmelis, Lapiņa, Nikodemus, Tabors (CR8) 2000; 15
CR33
Tziritis, Skordas, Kelepertsis (CR54) 2016; 75
Adams, Ashurst, Dennis (CR2) 1998
Sarbu, Pop (CR45) 2005; 65
CR6
Boateng, Opoku, Acquaah, Akoto (CR7) 2016; 75
Helena, Pardo, Vega, Barrado, Fernández, Fernández (CR17) 2000; 34
Cloutier, Lefebvre, Therrien, Savard (CR10) 2008; 353
CR9
Ravikumar, Somashekar (CR40) 2017; 7
Salman, Ruka’h (CR43) 1999; 38
Taoufik, Khouni, Ghrabi (CR51) 2017; 10
Abdul-Wahab, Bakheit, Al-Alawi (CR1) 2005; 20
CR44
Lee, Cheon, Lee, Lee, Lee (CR27) 2001; 30
Qian, Wang, Ma, Lu, Zhao, Zhang (CR38) 2016; 75
Wang, Da, Song, Li (CR56) 2008; 152
Vega, Pardo, Barrado, Deban (CR55) 1998; 32
Wunderlin, Diaz, Ame, Pesce, Hued, Bistoni (CR58) 2001; 35
McKenna (CR31) 2003; 18
Ravikumar, Somashekar (CR39) 2012; 39
Jat, Garg, Khare (CR21) 2008; 10
CR18
Simeonov, Simeonova, Tzimou-Tsitouridou (CR48) 2004; 11
CR59
Willet (CR57) 1987
Avvannavar, Shrihari (CR5) 2008; 143
Yidana, Yiran, Sakyi, Nude, Banoeng-Yakubo (CR60) 2011; 3
CR13
CR12
CR53
CR52
Noshadi, Ghafourian (CR34) 2016; 188
Pius, Jerome, Sharma (CR36) 2012; 184
Pradhan, Patnaik, Rout (CR37) 2001; 21
Simeonov, Stratis, Samara, Zachariadis, Voutsa, Anthemidis (CR47) 2003; 37
Zhang, Guo, Meng, Wang (CR61) 2009; 152
(CR3) 2005
Dawoud, Raouf (CR11) 2009; 23
Johnson, Wichern (CR22) 1992
Mustapha, Aris (CR32) 2012; 21
Otto, Kellner, Mermet, Otto, Widmer (CR35) 1998
Kazi, Arain, Jamali, Jalbani, Afridi, Sarfraz, Baig, Shah (CR24) 2009; 72
Singh, Malik, Mohan, Sinha (CR49) 2004; 38
CR25
Reghunath, Murthy, Raghavan (CR41) 2002; 36
Kumar, Ramanathan, Tripathi, Farswan, Kumar, Bhattacharya (CR26) 2017; 166
Hassen, Hamzaoui-Azaza, Bouhlila (CR16) 2016; 188
Shrestha, Kazama (CR46) 2007; 22
Singh, Malik, Sinha (CR50) 2005; 538
Güler, Thyne, McCray, Turner (CR15) 2002; 10
Jammel, Hussain (CR20) 2003; 23
Hossain, Ali, Islam, Hossain (CR19) 2015; 73
C Güler (684_CR15) 2002; 10
C Sarbu (684_CR45) 2005; 65
JY Lee (684_CR27) 2001; 30
A Pius (684_CR36) 2012; 184
Y Zhang (684_CR61) 2009; 152
684_CR33
DA Wunderlin (684_CR58) 2001; 35
DL Massart (684_CR30) 1983
AZ Aris (684_CR4) 2012; 14
A Mustapha (684_CR32) 2012; 21
M Kumar (684_CR26) 2017; 166
J Qian (684_CR38) 2016; 75
V Simeonov (684_CR48) 2004; 11
SK Pradhan (684_CR37) 2001; 21
SA Abdul-Wahab (684_CR1) 2005; 20
V Simeonov (684_CR47) 2003; 37
M Forina (684_CR14) 2002; 454
684_CR25
684_CR18
684_CR6
684_CR59
M Otto (684_CR35) 1998
684_CR9
KP Singh (684_CR49) 2004; 38
D Love (684_CR29) 2004; 29
MA Hossain (684_CR19) 2015; 73
P Ravikumar (684_CR40) 2017; 7
M Vega (684_CR55) 1998; 32
V Cloutier (684_CR10) 2008; 353
A Jammel (684_CR20) 2003; 23
684_CR53
P Ravikumar (684_CR39) 2012; 39
684_CR52
684_CR13
684_CR12
S Shrestha (684_CR46) 2007; 22
TK Boateng (684_CR7) 2016; 75
B Helena (684_CR17) 2000; 34
CW Liu (684_CR28) 2003; 313
JE McKenna (684_CR31) 2003; 18
G Brūmelis (684_CR8) 2000; 15
MA Dawoud (684_CR11) 2009; 23
TG Kazi (684_CR24) 2009; 72
R Reghunath (684_CR41) 2002; 36
APHA (684_CR3) 2005
684_CR44
KP Singh (684_CR50) 2005; 538
E Tziritis (684_CR54) 2016; 75
SM Yidana (684_CR60) 2011; 3
SM Avvannavar (684_CR5) 2008; 143
SR Salman (684_CR43) 1999; 38
H Juahir (684_CR23) 2011; 173
P Willet (684_CR57) 1987
J Wang (684_CR56) 2008; 152
MK Jat (684_CR21) 2008; 10
G Taoufik (684_CR51) 2017; 10
MJ Adams (684_CR2) 1998
SM Sadat-Noori (684_CR42) 2014; 71
RA Johnson (684_CR22) 1992
M Noshadi (684_CR34) 2016; 188
I Hassen (684_CR16) 2016; 188
References_xml – volume: 10
  start-page: 455
  issue: 4
  year: 2002
  end-page: 474
  ident: CR15
  article-title: Evaluation of graphical and multivariate statistical methods for classification of water chemistry data
  publication-title: Hydrogeol J
  doi: 10.1007/s10040-002-0196-6
– volume: 34
  start-page: 807
  year: 2000
  end-page: 816
  ident: CR17
  article-title: Temporal evolution of groundwater composition in an alluvial aquifer (Pisuerga river, Spain) by principal component analysis
  publication-title: Water Res
  doi: 10.1016/S0043-1354(99)00225-0
– ident: CR12
– year: 1998
  ident: CR35
  article-title: Multivariate methods
  publication-title: Analytical chemistry
– volume: 36
  start-page: 2437
  issue: 10
  year: 2002
  end-page: 2442
  ident: CR41
  article-title: The utility of multivariate statistical techniques in hydrogeochemical studies: an example from Karnataka, India
  publication-title: Water Res
  doi: 10.1016/S0043-1354(01)00490-0
– volume: 18
  start-page: 205
  issue: 3
  year: 2003
  end-page: 220
  ident: CR31
  article-title: An enhanced cluster analysis program with bootstrap significance testing for ecological community analysis
  publication-title: Environ Model Softw
  doi: 10.1016/S1364-8152(02)00094-4
– volume: 313
  start-page: 77
  issue: 1
  year: 2003
  end-page: 89
  ident: CR28
  article-title: Application of factor analysis in the assessment of groundwater quality in a blackfoot disease area in Taiwan
  publication-title: Sci Total Environ
  doi: 10.1016/S0048-9697(02)00683-6
– volume: 538
  start-page: 355
  year: 2005
  end-page: 374
  ident: CR50
  article-title: Water quality assessment and apportionment of pollution sources of Gomti river (India) using multivariate statistical techniques: a case study
  publication-title: Anal Chim Acta
  doi: 10.1016/j.aca.2005.02.006
– volume: 22
  start-page: 464
  year: 2007
  end-page: 475
  ident: CR46
  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: CR25
– volume: 32
  start-page: 3581
  year: 1998
  end-page: 3592
  ident: CR55
  article-title: Assessment of seasonal and polluting effects on the quality of river water by exploratory data analysis
  publication-title: Water Res
  doi: 10.1016/S0043-1354(98)00138-9
– volume: 166
  start-page: 135
  year: 2017
  end-page: 145
  ident: CR26
  article-title: A study of trace element contamination using multivariate statistical techniques and health risk assessment in groundwater of Chhaprola Industrial Area, Gautam Buddha Nagar, Uttar Pradesh, India
  publication-title: Chemosphere
  doi: 10.1016/j.chemosphere.2016.09.086
– start-page: 350
  year: 1998
  ident: CR2
  article-title: The principles of multivariate data analysis
  publication-title: Analytical methods of food authentication
– year: 1983
  ident: CR30
  publication-title: The interpretation of analytical data by the use of cluster analysis
– volume: 73
  start-page: 115
  issue: 1
  year: 2015
  end-page: 126
  ident: CR19
  article-title: Spatial distribution and source apportionment of heavy metals in soils of Gebeng industrial city, Malaysia
  publication-title: Environ Earth Sci
  doi: 10.1007/s12665-014-3398-z
– volume: 75
  start-page: 1
  issue: 6
  year: 2016
  end-page: 14
  ident: CR7
  article-title: Groundwater quality assessment using statistical approach and water quality index in Ejisu-Juaben municipality, Ghana
  publication-title: Environ Earth Sci
  doi: 10.1007/s12665-015-5105-0
– volume: 29
  start-page: 1135
  issue: 15–18
  year: 2004
  end-page: 1143
  ident: CR29
  article-title: Factor analysis as a tool in groundwater quality management: two southern African case studies
  publication-title: Phys Chem Earth
  doi: 10.1016/j.pce.2004.09.027
– volume: 39
  start-page: 446
  issue: 4
  year: 2012
  end-page: 473
  ident: CR39
  article-title: Assessment and modelling of groundwater quality data and evaluation of their corrosiveness and scaling potential using environmetric methods in Bangalore south taluk, Karnataka state, India
  publication-title: Water Resour
  doi: 10.1134/S0097807812040112
– ident: CR9
– volume: 7
  start-page: 745
  issue: 2
  year: 2017
  end-page: 755
  ident: CR40
  article-title: Principal component analysis and hydrochemical facies characterization to evaluate groundwater quality in Varahi river basin, Karnataka state, India
  publication-title: Appl Water Sci
  doi: 10.1007/s13201-015-0287-x
– volume: 20
  start-page: 1263
  issue: 10
  year: 2005
  end-page: 1271
  ident: CR1
  article-title: Principal component and multiple regression analysis in modelling of ground-level ozone and factors affecting its concentrations
  publication-title: Environ Model Softw
  doi: 10.1016/j.envsoft.2004.09.001
– volume: 188
  start-page: 1
  issue: 3
  year: 2016
  end-page: 20
  ident: CR16
  article-title: Application of multivariate statistical analysis and hydrochemical and isotopic investigations for evaluation of groundwater quality and its suitability for drinking and agriculture purposes: case of Oum Ali-Thelepte aquifer, central Tunisia
  publication-title: Environ Monit Assess
  doi: 10.1007/s10661-016-5124-7
– ident: CR18
– ident: CR53
– volume: 11
  start-page: 449
  issue: 6
  year: 2004
  end-page: 469
  ident: CR48
  article-title: Chemometric quelity assessment of surface waters: two case studies
  publication-title: Chem Inż Ekol
– year: 1987
  ident: CR57
  publication-title: Similarity and clustering in chemical information systems
– volume: 152
  start-page: 387
  year: 2008
  end-page: 393
  ident: CR56
  article-title: Temporal variations of surface water quality in urban, suburban and rural areas during rapid urbanization in Shanghai
  publication-title: China
– volume: 23
  start-page: 660
  issue: 6
  year: 2003
  end-page: 662
  ident: CR20
  article-title: Impact of sewage on the quality of Uyakandan channel water of River Cauvery at Tiruchirapalli
  publication-title: Indian J Environ Prot
– volume: 3
  start-page: 837
  issue: 10
  year: 2011
  ident: CR60
  article-title: Groundwater evolution in the Voltaian basin, Ghana—an application of multivariate statistical analyses to hydrochemical data
  publication-title: Nat Sci
– year: 1992
  ident: CR22
  publication-title: Applied multivariate statistical analysis
– volume: 38
  start-page: 3980
  year: 2004
  end-page: 3992
  ident: CR49
  article-title: Multivariate statistical techniques for the evaluation of spatial and temporal variations in water quality of Gomti river (India): a case study
  publication-title: Water Res
  doi: 10.1016/j.watres.2004.06.011
– ident: CR33
– ident: CR6
– volume: 188
  start-page: 1
  issue: 7
  year: 2016
  end-page: 13
  ident: CR34
  article-title: Groundwater quality analysis using multivariate statistical techniques (case study: Fars province, Iran)
  publication-title: Environ Monit Assess
  doi: 10.1007/s10661-016-5412-2
– volume: 75
  start-page: 1
  issue: 4
  year: 2016
  end-page: 11
  ident: CR54
  article-title: The use of hydrogeochemical analyses and multivariate statistics for the characterization of groundwater resources in a complex aquifer system. A case study in Amyros river basin, Thessaly, central Greece
  publication-title: Environ Earth Sci
  doi: 10.1007/s12665-015-5204-y
– volume: 21
  start-page: 355
  issue: 4
  year: 2001
  end-page: 358
  ident: CR37
  article-title: Water quality index for the ground water around a phosphatic fertilizer plant
  publication-title: Indian J Environ Prot
– volume: 10
  start-page: 26
  issue: 1
  year: 2008
  end-page: 43
  ident: CR21
  article-title: Monitoring and modelling of urban sprawl using remote sensing and GIS techniques
  publication-title: Int J Appl Earth Obs Geoinf
  doi: 10.1016/j.jag.2007.04.002
– volume: 21
  start-page: 1359
  year: 2012
  end-page: 1367
  ident: CR32
  article-title: Multivariate statistical analysis and environmental modeling of heavy metals pollution by industries
  publication-title: Pol J Environ Stud
– volume: 184
  start-page: 4067
  issue: 7
  year: 2012
  end-page: 4077
  ident: CR36
  article-title: Evaluation of groundwater quality in and around Peenya industrial area of Bangalore, South India using GIS techniques
  publication-title: Environ Monit Assess
  doi: 10.1007/s10661-011-2244-y
– volume: 143
  start-page: 279
  year: 2008
  end-page: 290
  ident: CR5
  article-title: Evaluation of water quality index for drinking purposes for river Netravathi, Mangalore, South India
  publication-title: Environ Monit Assess
  doi: 10.1007/s10661-007-9977-7
– ident: CR44
– volume: 75
  start-page: 1
  issue: 9
  year: 2016
  end-page: 10
  ident: CR38
  article-title: Multivariate statistical analysis of water chemistry in evaluating groundwater geochemical evolution and aquifer connectivity near a large coal mine, Anhui, China
  publication-title: Environ Earth Sci
  doi: 10.1007/s12665-016-5541-5
– volume: 152
  start-page: 105
  year: 2009
  end-page: 121
  ident: CR61
  article-title: Water quality assessment and source identification of Daliao river basin using multivariate statistical methods
  publication-title: Environ Monit Assess
  doi: 10.1007/s10661-008-0300-z
– year: 2005
  ident: CR3
  publication-title: Standard methods for the examination of water and wastewater
– volume: 173
  start-page: 625
  issue: 1–4
  year: 2011
  end-page: 641
  ident: CR23
  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: 10
  start-page: 181
  issue: 7
  year: 2017
  ident: CR51
  article-title: Assessment of physico-chemical and microbiological surface water quality using multivariate statistical techniques: a case study of the Wadi El-Bey river, Tunisia
  publication-title: Arab J Geosci
  doi: 10.1007/s12517-017-2898-z
– ident: CR52
– ident: CR13
– volume: 15
  start-page: 755
  issue: 8
  year: 2000
  end-page: 763
  ident: CR8
  article-title: Use of an artificial model of monitoring data to aid interpretation of principal component analysis
  publication-title: Environ Model Softw
  doi: 10.1016/S1364-8152(00)00060-8
– volume: 72
  start-page: 301
  year: 2009
  end-page: 309
  ident: CR24
  article-title: Assessment of water quality of polluted lake using multivariate statistical techniques a case study
  publication-title: Ecotoxicol Environ Saf
  doi: 10.1016/j.ecoenv.2008.02.024
– volume: 65
  start-page: 1215
  issue: 5
  year: 2005
  end-page: 1220
  ident: CR45
  article-title: Principal component analysis versus fuzzy principal component analysis: a case study: the quality of Danube water (1985–1996)
  publication-title: Talanta
  doi: 10.1016/j.talanta.2004.08.047
– volume: 353
  start-page: 294
  issue: 3
  year: 2008
  end-page: 313
  ident: CR10
  article-title: Multivariate statistical analysis of geochemical data as indicative of the hydrogeochemical evolution of groundwater in a sedimentary rock aquifer system
  publication-title: J Hydrol
  doi: 10.1016/j.jhydrol.2008.02.015
– volume: 35
  start-page: 2881
  year: 2001
  end-page: 2894
  ident: CR58
  article-title: Pattern recognition techniques for the evaluation of spatial and temporal variations in water quality, a case study: Suquia river basin (Cordoba, Argentina)
  publication-title: Water Res
  doi: 10.1016/S0043-1354(00)00592-3
– volume: 454
  start-page: 13
  year: 2002
  end-page: 19
  ident: CR14
  article-title: Clustering with dendograms on interpretation variables
  publication-title: Anal Chim Acta
  doi: 10.1016/S0003-2670(01)01517-3
– volume: 38
  start-page: 265
  issue: 3
  year: 1999
  end-page: 270
  ident: CR43
  article-title: Multivariate and principal component statistical analysis of contamination in urban and agricultural soils from north Jordan
  publication-title: Environ Geol
  doi: 10.1007/s002540050424
– ident: CR59
– volume: 37
  start-page: 4124
  issue: 4119
  year: 2003
  ident: CR47
  article-title: Assessment of the surface water quality in northern Greece
  publication-title: Water Res
– volume: 30
  start-page: 1548
  issue: 5
  year: 2001
  end-page: 1563
  ident: CR27
  article-title: Statistical evaluation of geochemical parameter distribution in a ground water system contaminated with petroleum hydrocarbons
  publication-title: J Environ Qual
  doi: 10.2134/jeq2001.3051548x
– volume: 14
  start-page: 206
  year: 2012
  end-page: 220
  ident: CR4
  article-title: Statistical approaches and hydrochemical modeling of groundwater system in a small tropical island
  publication-title: J Hydroinf
  doi: 10.2166/hydro.2011.072
– volume: 71
  start-page: 3827
  issue: 9
  year: 2014
  end-page: 3843
  ident: CR42
  article-title: Groundwater quality assessment using the water quality index and GIS in Saveh-Nobaran aquifer, Iran
  publication-title: Environ Earth Sci
  doi: 10.1007/s12665-013-2770-8
– volume: 23
  start-page: 581
  issue: 3
  year: 2009
  end-page: 601
  ident: CR11
  article-title: Groundwater exploration and assessment in rural communities of Yobe State, Northern Nigeria
  publication-title: Water Resour Manag
  doi: 10.1007/s11269-008-9289-x
– ident: 684_CR18
– volume: 21
  start-page: 1359
  year: 2012
  ident: 684_CR32
  publication-title: Pol J Environ Stud
– volume: 3
  start-page: 837
  issue: 10
  year: 2011
  ident: 684_CR60
  publication-title: Nat Sci
– volume: 7
  start-page: 745
  issue: 2
  year: 2017
  ident: 684_CR40
  publication-title: Appl Water Sci
  doi: 10.1007/s13201-015-0287-x
– volume: 30
  start-page: 1548
  issue: 5
  year: 2001
  ident: 684_CR27
  publication-title: J Environ Qual
  doi: 10.2134/jeq2001.3051548x
– ident: 684_CR33
  doi: 10.1007/s12517-012-0731-2
– volume: 73
  start-page: 115
  issue: 1
  year: 2015
  ident: 684_CR19
  publication-title: Environ Earth Sci
  doi: 10.1007/s12665-014-3398-z
– volume: 11
  start-page: 449
  issue: 6
  year: 2004
  ident: 684_CR48
  publication-title: Chem Inż Ekol
– volume: 152
  start-page: 387
  year: 2008
  ident: 684_CR56
  publication-title: China
– volume: 152
  start-page: 105
  year: 2009
  ident: 684_CR61
  publication-title: Environ Monit Assess
  doi: 10.1007/s10661-008-0300-z
– volume: 72
  start-page: 301
  year: 2009
  ident: 684_CR24
  publication-title: Ecotoxicol Environ Saf
  doi: 10.1016/j.ecoenv.2008.02.024
– volume: 10
  start-page: 26
  issue: 1
  year: 2008
  ident: 684_CR21
  publication-title: Int J Appl Earth Obs Geoinf
  doi: 10.1016/j.jag.2007.04.002
– volume: 71
  start-page: 3827
  issue: 9
  year: 2014
  ident: 684_CR42
  publication-title: Environ Earth Sci
  doi: 10.1007/s12665-013-2770-8
– volume: 353
  start-page: 294
  issue: 3
  year: 2008
  ident: 684_CR10
  publication-title: J Hydrol
  doi: 10.1016/j.jhydrol.2008.02.015
– volume: 22
  start-page: 464
  year: 2007
  ident: 684_CR46
  publication-title: Environ Model Softw
  doi: 10.1016/j.envsoft.2006.02.001
– ident: 684_CR44
– volume: 15
  start-page: 755
  issue: 8
  year: 2000
  ident: 684_CR8
  publication-title: Environ Model Softw
  doi: 10.1016/S1364-8152(00)00060-8
– ident: 684_CR13
– volume: 36
  start-page: 2437
  issue: 10
  year: 2002
  ident: 684_CR41
  publication-title: Water Res
  doi: 10.1016/S0043-1354(01)00490-0
– volume: 166
  start-page: 135
  year: 2017
  ident: 684_CR26
  publication-title: Chemosphere
  doi: 10.1016/j.chemosphere.2016.09.086
– ident: 684_CR59
– volume: 75
  start-page: 1
  issue: 4
  year: 2016
  ident: 684_CR54
  publication-title: Environ Earth Sci
  doi: 10.1007/s12665-015-5204-y
– volume: 188
  start-page: 1
  issue: 7
  year: 2016
  ident: 684_CR34
  publication-title: Environ Monit Assess
  doi: 10.1007/s10661-016-5412-2
– volume-title: Standard methods for the examination of water and wastewater
  year: 2005
  ident: 684_CR3
– volume: 37
  start-page: 4124
  issue: 4119
  year: 2003
  ident: 684_CR47
  publication-title: Water Res
– volume-title: Analytical chemistry
  year: 1998
  ident: 684_CR35
– volume: 184
  start-page: 4067
  issue: 7
  year: 2012
  ident: 684_CR36
  publication-title: Environ Monit Assess
  doi: 10.1007/s10661-011-2244-y
– volume: 39
  start-page: 446
  issue: 4
  year: 2012
  ident: 684_CR39
  publication-title: Water Resour
  doi: 10.1134/S0097807812040112
– volume: 454
  start-page: 13
  year: 2002
  ident: 684_CR14
  publication-title: Anal Chim Acta
  doi: 10.1016/S0003-2670(01)01517-3
– volume-title: The interpretation of analytical data by the use of cluster analysis
  year: 1983
  ident: 684_CR30
– volume: 18
  start-page: 205
  issue: 3
  year: 2003
  ident: 684_CR31
  publication-title: Environ Model Softw
  doi: 10.1016/S1364-8152(02)00094-4
– volume: 143
  start-page: 279
  year: 2008
  ident: 684_CR5
  publication-title: Environ Monit Assess
  doi: 10.1007/s10661-007-9977-7
– ident: 684_CR9
– volume: 14
  start-page: 206
  year: 2012
  ident: 684_CR4
  publication-title: J Hydroinf
  doi: 10.2166/hydro.2011.072
– volume: 75
  start-page: 1
  issue: 6
  year: 2016
  ident: 684_CR7
  publication-title: Environ Earth Sci
  doi: 10.1007/s12665-015-5105-0
– volume: 313
  start-page: 77
  issue: 1
  year: 2003
  ident: 684_CR28
  publication-title: Sci Total Environ
  doi: 10.1016/S0048-9697(02)00683-6
– volume: 65
  start-page: 1215
  issue: 5
  year: 2005
  ident: 684_CR45
  publication-title: Talanta
  doi: 10.1016/j.talanta.2004.08.047
– ident: 684_CR52
  doi: 10.1016/j.gsd.2017.05.002
– volume: 188
  start-page: 1
  issue: 3
  year: 2016
  ident: 684_CR16
  publication-title: Environ Monit Assess
  doi: 10.1007/s10661-016-5124-7
– ident: 684_CR12
– volume: 34
  start-page: 807
  year: 2000
  ident: 684_CR17
  publication-title: Water Res
  doi: 10.1016/S0043-1354(99)00225-0
– start-page: 350
  volume-title: Analytical methods of food authentication
  year: 1998
  ident: 684_CR2
– volume-title: Similarity and clustering in chemical information systems
  year: 1987
  ident: 684_CR57
– volume: 538
  start-page: 355
  year: 2005
  ident: 684_CR50
  publication-title: Anal Chim Acta
  doi: 10.1016/j.aca.2005.02.006
– volume: 10
  start-page: 455
  issue: 4
  year: 2002
  ident: 684_CR15
  publication-title: Hydrogeol J
  doi: 10.1007/s10040-002-0196-6
– volume: 173
  start-page: 625
  issue: 1–4
  year: 2011
  ident: 684_CR23
  publication-title: Environ Monit Assess
  doi: 10.1007/s10661-010-1411-x
– ident: 684_CR6
– volume: 23
  start-page: 660
  issue: 6
  year: 2003
  ident: 684_CR20
  publication-title: Indian J Environ Prot
– volume-title: Applied multivariate statistical analysis
  year: 1992
  ident: 684_CR22
– volume: 32
  start-page: 3581
  year: 1998
  ident: 684_CR55
  publication-title: Water Res
  doi: 10.1016/S0043-1354(98)00138-9
– volume: 10
  start-page: 181
  issue: 7
  year: 2017
  ident: 684_CR51
  publication-title: Arab J Geosci
  doi: 10.1007/s12517-017-2898-z
– volume: 38
  start-page: 265
  issue: 3
  year: 1999
  ident: 684_CR43
  publication-title: Environ Geol
  doi: 10.1007/s002540050424
– volume: 38
  start-page: 3980
  year: 2004
  ident: 684_CR49
  publication-title: Water Res
  doi: 10.1016/j.watres.2004.06.011
– volume: 35
  start-page: 2881
  year: 2001
  ident: 684_CR58
  publication-title: Water Res
  doi: 10.1016/S0043-1354(00)00592-3
– volume: 21
  start-page: 355
  issue: 4
  year: 2001
  ident: 684_CR37
  publication-title: Indian J Environ Prot
– volume: 23
  start-page: 581
  issue: 3
  year: 2009
  ident: 684_CR11
  publication-title: Water Resour Manag
  doi: 10.1007/s11269-008-9289-x
– volume: 20
  start-page: 1263
  issue: 10
  year: 2005
  ident: 684_CR1
  publication-title: Environ Model Softw
  doi: 10.1016/j.envsoft.2004.09.001
– volume: 75
  start-page: 1
  issue: 9
  year: 2016
  ident: 684_CR38
  publication-title: Environ Earth Sci
  doi: 10.1007/s12665-016-5541-5
– ident: 684_CR53
– ident: 684_CR25
– volume: 29
  start-page: 1135
  issue: 15–18
  year: 2004
  ident: 684_CR29
  publication-title: Phys Chem Earth
  doi: 10.1016/j.pce.2004.09.027
SSID ssj0000515928
Score 2.3668523
Snippet Groundwater quality deterioration due to anthropogenic activities has become a subject of prime concern. The objective of the study was to assess the spatial...
SourceID unpaywall
proquest
crossref
springer
SourceType Open Access Repository
Aggregation Database
Enrichment Source
Index Database
Publisher
StartPage 1
SubjectTerms Anthropogenic factors
Aquatic Pollution
Aquifers
Cluster analysis
Comparative Law
Discriminant analysis
Drinking water
Earth and Environmental Science
Earth Sciences
Groundwater
Groundwater data
Groundwater quality
Hydrogeology
Identification
Industrial and Production Engineering
Interactions
International & Foreign Law
Mathematical analysis
Minerals
Monsoons
Nanotechnology
Original Article
Parameter identification
Parameters
Principal components analysis
Private International Law
Quality assessment
Quality control
Seasons
Spatial distribution
Spatial variations
Statistical analysis
Statistical methods
Temporal variations
Variance analysis
Variation
Waste Water Technology
Water Industry/Water Technologies
Water Management
Water pollution
Water Pollution Control
Water quality
Wind
SummonAdditionalLinks – databaseName: ProQuest Central
  dbid: BENPR
  link: http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwhV1NT8MwDLVgOwAHxKcYDJQDJ1BF12btekCIIdDEYUIIJCQOlZukXKZujJVp-_XYWdvBZfTYNolkO8mLYz8DnLtImsbUdZQOfEcq9JxIytAJMdFJimGgUhtt0Q96r_Lxrf22Bv0yF4bDKss10S7UeqjYR37FPrUwInjj34w-Ha4axberZQkNLEor6GtLMbYOdV6SZQ3q3fv-03PldeGKJpEtuOpxDjXD9fKq0-bT-Z49XXe4Fot05n83qyUCrS5Nt2Ajz0Y4m-Jg8GtfetiB7QJQituFBezCmsn2YOsXzeA-vLODKdNTgpVjsciinAmsKDnFMBX5OMFMdE1GG0Y-zgWHw38IG234Tadpaik49ciyOtNoFfPr1wG8Pty_3PWcoqiCo2juTghNR9rzTEuFJjKa4JjRiXIx9BNmbklTjSrAoK3p8UPT8ukFo7wkkq4KTMv1D6GWDTNzBMKQPqOUOsOOknQox1R3UBOEiAwGMvAb4JbSi1XBOM6FLwbxkiuZBR6TwGMWeDxvwEXVZLSg21j1c7NUSVzMvK94aScNuCzVtPy8orPLSpP_D328eugT2PSsFXGsWhNqk3FuTgm8TJKzwiJ_AAYv7cY
  priority: 102
  providerName: ProQuest
– databaseName: Springer Open Access Hybrid - NESLI2 2011-2012
  dbid: 40G
  link: http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwlV07T8MwELagDNAB8RSFgjwwUUVKE9dpRkCUioGJSpUYovOLpUqrtAG1v56zm0eRUBEZk_is3Nnxd_bdd4Tc-oCWBuN7UvHQYxICL2Ys8iIQShiIuDQu2uKVD0fsZdwbF3nc8zLavTySdH_qOtktDJzr27eFUpi32iV7Pcs-hYOY-c_VxootWhK7mqqBTZO2iLw8zfxNys_1qAaZ1blok-zn6QyWXzCZbCw9gyNyWGBGer828jHZ0ekJaW4wCZ6Sd7uHlKovRI4ZXSdKLilUrJt0amieCUjpg05xTciznNqI9w_qAgo_0WHGltRmFzniZuytInedn5HR4OntcegVdRM8idNzgYA5VkGguzLSsVaIuLQS0ocoFJacxRgFkgPvKbzCSHdDvGGBnIiZL7nu-uE5aaTTVF8QqtFksUFh0JcM_W4wqg8KUUKsgTMetohfai-RBam4rW0xSWo6ZKvwBBWeWIUnqxa5q5rM1owa215ulyZJisk1t5Uz8RMR6WL3ndJM9eMtwjqVJf_u-vJfsq_IQeAGlY1Oa5PGIsv1NcKVhbhxw_Mb3azkFw
  priority: 102
  providerName: Springer Nature
Title Groundwater quality assessment of urban Bengaluru using multivariate statistical techniques
URI https://link.springer.com/article/10.1007/s13201-018-0684-z
https://www.proquest.com/docview/2007798003
https://link.springer.com/content/pdf/10.1007%2Fs13201-018-0684-z.pdf
UnpaywallVersion publishedVersion
Volume 8
hasFullText 1
inHoldings 1
isFullTextHit
isPrint
journalDatabaseRights – providerCode: PRVFSB
  databaseName: Free Full-Text Journals in Chemistry
  customDbUrl:
  eissn: 2190-5495
  dateEnd: 99991231
  omitProxy: true
  ssIdentifier: ssj0000515928
  issn: 2190-5495
  databaseCode: HH5
  dateStart: 20110101
  isFulltext: true
  titleUrlDefault: http://abc-chemistry.org/
  providerName: ABC ChemistRy
– providerCode: PRVAFT
  databaseName: Colorado Digital library
  customDbUrl:
  eissn: 2190-5495
  dateEnd: 99991231
  omitProxy: true
  ssIdentifier: ssj0000515928
  issn: 2190-5495
  databaseCode: KQ8
  dateStart: 20110101
  isFulltext: true
  titleUrlDefault: http://grweb.coalliance.org/oadl/oadl.html
  providerName: Colorado Alliance of Research Libraries
– providerCode: PRVAON
  databaseName: Directory of Open Access Journals (DOAJ)
  customDbUrl:
  eissn: 2190-5495
  dateEnd: 99991231
  omitProxy: true
  ssIdentifier: ssj0000515928
  issn: 2190-5495
  databaseCode: DOA
  dateStart: 20110101
  isFulltext: true
  titleUrlDefault: https://www.doaj.org/
  providerName: Directory of Open Access Journals
– providerCode: PRVFQY
  databaseName: GFMER Free Medical Journals
  customDbUrl:
  eissn: 2190-5495
  dateEnd: 99991231
  omitProxy: true
  ssIdentifier: ssj0000515928
  issn: 2190-5495
  databaseCode: GX1
  dateStart: 0
  isFulltext: true
  titleUrlDefault: http://www.gfmer.ch/Medical_journals/Free_medical.php
  providerName: Geneva Foundation for Medical Education and Research
– providerCode: PRVHPJ
  databaseName: ROAD: Directory of Open Access Scholarly Resources
  customDbUrl:
  eissn: 2190-5495
  dateEnd: 99991231
  omitProxy: true
  ssIdentifier: ssj0000515928
  issn: 2190-5495
  databaseCode: M~E
  dateStart: 20110101
  isFulltext: true
  titleUrlDefault: https://road.issn.org
  providerName: ISSN International Centre
– providerCode: PRVAVX
  databaseName: HAS SpringerNature Open Access 2022
  customDbUrl:
  eissn: 2190-5495
  dateEnd: 99991231
  omitProxy: true
  ssIdentifier: ssj0000515928
  issn: 2190-5495
  databaseCode: AAJSJ
  dateStart: 20110901
  isFulltext: true
  titleUrlDefault: https://www.springernature.com
  providerName: Springer Nature
– providerCode: PRVAVX
  databaseName: Springer Nature OA Free Journals
  customDbUrl:
  eissn: 2190-5495
  dateEnd: 99991231
  omitProxy: true
  ssIdentifier: ssj0000515928
  issn: 2190-5495
  databaseCode: C24
  dateStart: 20110901
  isFulltext: true
  titleUrlDefault: https://link.springer.com/search?facet-content-type=%22Journal%22
  providerName: Springer Nature
– providerCode: PRVAVX
  databaseName: Springer Nature OA Free Journals (WRLC)
  customDbUrl:
  eissn: 2190-5495
  dateEnd: 99991231
  omitProxy: true
  ssIdentifier: ssj0000515928
  issn: 2190-5495
  databaseCode: C6C
  dateStart: 20110901
  isFulltext: true
  titleUrlDefault: http://www.springeropen.com/
  providerName: Springer Nature
– providerCode: PRVAVX
  databaseName: Springer Open Access Hybrid - NESLI2 2011-2012
  customDbUrl:
  eissn: 2190-5495
  dateEnd: 99991231
  omitProxy: true
  ssIdentifier: ssj0000515928
  issn: 2190-5495
  databaseCode: 40G
  dateStart: 20110101
  isFulltext: true
  titleUrlDefault: http://link.springer.com/
  providerName: Springer Nature
– providerCode: PRVAVX
  databaseName: SpringerLink Journals (ICM)
  customDbUrl:
  eissn: 2190-5495
  dateEnd: 99991231
  omitProxy: true
  ssIdentifier: ssj0000515928
  issn: 2190-5495
  databaseCode: U2A
  dateStart: 20110901
  isFulltext: true
  titleUrlDefault: http://www.springerlink.com/journals/
  providerName: Springer Nature
link http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwpV07T8MwED5BOyAG3ggQVB6YQClp4jrNCFUBMVQIUQnEEDl-MFCFqk1A9NdzlzRpYQAhMlhJHNvyK_7su_sO4NiV2NPSuo7Swne4kp4Tch44gYx1bGUglM21LfriesBvHtoPS9ArbWFybfdSJFnYNBBLU5KejbRdkOpPyPSXNsIdcpvCnWkT45ehLtq4ia5BfdC_PX8kx3JkKk2ofH4ftkvpZm5C9y2fr-vTHHRWctJVWMmSkfx4l8PhwlJ0uV6ojExyBkPSQHlpZmncVNNv_I7_ruUGrM3AKjsvRtcmLJlkC1YXKAy34YkOrxL9jpB1zAoLzQ8mK7pP9mpZNo5lwi5MgotRNs4Yqdo_s1yT8Q136piSkVlTzhiNpVWsspMdGFz27rvXzsxhg6Pwv5AiUg-155mWCkxoNEI9o2PlysCPiRXGWi2VkKKt8fID0_LxBSHIOOSuEqbl-rtQS14TswfM4FgJLWYmO4rjhl9a3ZEa4UlopODC3we37KZIzdjMyanGMJrzMFPbRdh2EbVdNN2HkyrJqKDy-Onjw7Lvo9msnpDLTqwiQmws_rTsvnn0D5mdVkPm96IP_vT1IdTScWaOEBqlcQOWuXvVgPpFr397h09dj1Mouo38sAHDgYdhMT0-AeofEQM
linkProvider Unpaywall
linkToHtml http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwtV1Lb9swDCa69ND1MHQvNFvX6bBdVhh1JNWOD8WwvpCuXTAMLVCgB4-W5F4CJ0viBemP228bqdhOd8lO9dG2JICkpE8U-RHgQ4ikaczDwNhIBdqgDBKt4yDGzGY5xpHJfbRFP-pd6683Bzdr8KfOheGwynpN9Au1HRr2ke-zTy1OCN6oz6NfAVeN4tvVuoQGVqUV7KGnGKsSOy7cfEZHuMnh-Qnp-6OUZ6dXx72gqjIQGDLmKcHLxErpOiZ2ibOET5zNTIixypjKJM8tmgijA0uPil1H0QuGPVmiQxO5Tqio3yewTrBD6hasH532v_9ovDxcQSXxBV4l52zz8aC-WvX5e0r603yXa7_o4P7fzXGJeJtL2k3YKIsRzmc4GDzYB8-24FkFYMWXhcU9hzVXvIDNB7SGL-GWHVqFnRGMHYtF1uZcYEMBKoa5KMcZFuLIFbRBleNScPj9nfDRjb_p9E4tBac6eRZpGq1hmp28gutHEe9raBXDwm2DcGQ_SU6dYddolynMbRctQZbEYaQj1Yawll5qKoZzLrQxSJfczCzwlASessDT-zZ8apqMFvQeq37eqVWSVjN9ki7tsg17tZqWn1d0ttdo8v9Dv1k99HvY6F19u0wvz_sXb-Gp9BbFcXI70JqOS_eOgNM0262sU8DPx54QfwHHoyxO
linkToPdf http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwtV1Nb9NAEB2VVCr0gKBQESiwh3KhsnC8rh0fIkRpo7RFUYSoVImDGe8Hl8gJSUyU_ER-FTMb2wmXcIqPtnfXmpn1vp2deQNw6iNpGq3vKR1JL1QYeEkYxl6Mmc4sxpGyLtqiH_Xuwpv78_s9-FPlwnBYZfVPdD9qPVLsI__APrU4abPfzZZhEYPL7sfxL48rSPFJa1VOA8syC7rj6MbKJI9bs5jTdm7aub4k3b8Lgu7Vt889r6w44Cky7BlBzUQHgWmp2CRGE1YxOlM-xjJjWhNrNaoIo3NNl4xNS9INhkBZEvoqMi1fUr8PYD-W9KEN2L-46g--1h4frqaSuGKvAedv81ahOmZ1uXwycDv7NteBCb3lvwvlGv3WB7aH8LDIx7iY43C4sSZ2n8DjEsyKTyvrewp7Jj-Cww2Kw2fwnZ1buZ4TpJ2IVQbnQmBNBypGVhSTDHNxYXJarIpJITgU_6dwkY6_aSdPLQWnPTlGaRqtZp2dPoe7nYj3GBr5KDcvQBiypcRSZ9hWockkWt1GTfAlMRiFkWyCX0kvVSXbORfdGKZrnmYWeEoCT1ng6bIJ7-sm4xXVx7aXTyqVpOWsn6ZrG23CWaWm9eMtnZ3Vmvz_0C-3D_0WDmhipF-u-7ev4FHgDIpD5k6gMZsU5jVhqFn2pjROAT92PR_-AqpmMIg
linkToUnpaywall http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwpV1LT8JAEN4gHAwH30YMmj14khQLLVt6RAMhHogHSTAemu0-PEgKoa0Efr0zfYEcMMaemu4ru7PtftOZ-YaQO5ODpLk2DSGZZdiCtw3Xth3D4b70NXeY0Im3xYgNx_bzpDMpkX4eC5N4u-cmyTSmAVmaguhhLvWWVT_E0F9UhLuYNsU21k0oPyAV1gElukwq49FL7w0Ty2GoNKLyzb3bya2bSQjdTj8_z6cN6CzspFVyGAdzvlry6XTrKBocpy4jYcJgiB4on8048ptivcPv-O9ZnpCjDKzSXrq7TklJBWekukVheE7e8edVIJcAWRc0jdBcUV7QfdKZpvHC5wF9VAEcRvEipuhq_0ETT8Yv0NShJcWwpoQxGkYrWGXDCzIe9F-fhkaWsMEQ8F2IAKm7st1WLeEoV0mAekr6wuSO5SMrjNaSC8ZZR8JlOaplwQNEkL5rm4KplmldknIwC9QVoQr2iquhM94VNij8XMsulwBPXMWZzawaMXMxeSJjM8ekGlNvw8OMa-fB2nm4dt66Ru6LJvOUymNf5Xouey97q0NM2QlTBIgNwzdy8W2K93TWKLbM70Nf_6l2nZSjRaxuABpF_m228b8B5ogLGA
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=Groundwater+quality+assessment+of+urban+Bengaluru+using+multivariate+statistical+techniques&rft.jtitle=Applied+water+science&rft.au=Mohammad+Shahid+Gulgundi&rft.au=Shetty%2C+Amba&rft.date=2018-03-01&rft.pub=Springer+Nature+B.V&rft.issn=2190-5487&rft.eissn=2190-5495&rft.volume=8&rft.issue=1&rft.spage=1&rft.epage=15&rft_id=info:doi/10.1007%2Fs13201-018-0684-z&rft.externalDBID=HAS_PDF_LINK
thumbnail_l http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=2190-5487&client=summon
thumbnail_m http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=2190-5487&client=summon
thumbnail_s http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=2190-5487&client=summon