Modelling Spatial and Temporal Forest Cover Change Patterns (1973-2020): A Case Study from South Western Ghats (India)

This study used time series remote sensing data from 1973, 1990 and 2004 to assess spatial forest cover change patterns in the Kalakad-Mundanthurai Tiger Reserve (KMTR), South Western Ghats (India). Analysis of forest cover changes and its causes are the most challenging areas of landscape ecology,...

Full description

Saved in:
Bibliographic Details
Published inSensors (Basel, Switzerland) Vol. 8; no. 10; pp. 6132 - 6153
Main Authors Giriraj, Amarnath, Irfan-Ullah, Mohammed, Murthy, Manchi Sri Ramachandra, Beierkuhnlein, Carl
Format Journal Article
LanguageEnglish
Published Switzerland MDPI AG 01.10.2008
Molecular Diversity Preservation International (MDPI)
Subjects
Online AccessGet full text

Cover

Loading…
Abstract This study used time series remote sensing data from 1973, 1990 and 2004 to assess spatial forest cover change patterns in the Kalakad-Mundanthurai Tiger Reserve (KMTR), South Western Ghats (India). Analysis of forest cover changes and its causes are the most challenging areas of landscape ecology, especially due to the absence of temporal ground data and comparable space platform based data. Comparing remotely sensed data from three different sources with sensors having different spatial and spectral resolution presented a technical challenge. Quantitative change analysis over a long period provided a valuable insight into forest cover dynamics in this area. Time-series maps were combined within a geographical information system (GIS) with biotic and abiotic factors for modelling its future change. The land-cover change has been modelled using GEOMOD and predicted for year 2020 using the current disturbance scenario. Comparison of the forest change maps over the 31-year period shows that evergreen forest being degraded (16%) primarily in the form of selective logging and clear felling to raise plantations of coffee, tea and cardamom. The natural disturbances such as forest fire, wildlife grazing, invasions after clearance and soil erosion induced by anthropogenic pressure over the decades are the reasons of forest cover change in KMTR. The study demonstrates the role of remote sensing and GIS in monitoring of large-coverage of forest area continuously for a given region over time more precisely and in cost-effective manner which will be ideal for conservation planning and prioritization.
AbstractList This study used time series remote sensing data from 1973, 1990 and 2004 to assess spatial forest cover change patterns in the Kalakad-Mundanthurai Tiger Reserve (KMTR), South Western Ghats (India). Analysis of forest cover changes and its causes are the most challenging areas of landscape ecology, especially due to the absence of temporal ground data and comparable space platform based data. Comparing remotely sensed data from three different sources with sensors having different spatial and spectral resolution presented a technical challenge. Quantitative change analysis over a long period provided a valuable insight into forest cover dynamics in this area. Time-series maps were combined within a geographical information system (GIS) with biotic and abiotic factors for modelling its future change. The land-cover change has been modelled using GEOMOD and predicted for year 2020 using the current disturbance scenario. Comparison of the forest change maps over the 31-year period shows that evergreen forest being degraded (16%) primarily in the form of selective logging and clear felling to raise plantations of coffee, tea and cardamom. The natural disturbances such as forest fire, wildlife grazing, invasions after clearance and soil erosion induced by anthropogenic pressure over the decades are the reasons of forest cover change in KMTR. The study demonstrates the role of remote sensing and GIS in monitoring of large-coverage of forest area continuously for a given region over time more precisely and in cost-effective manner which will be ideal for conservation planning and prioritization.
Author Murthy, Manchi Sri Ramachandra
Giriraj, Amarnath
Irfan-Ullah, Mohammed
Beierkuhnlein, Carl
AuthorAffiliation 1 Forestry and Ecology Division, National Remote Sensing Centre, Hyderabad-500 037, India; E-Mail: murthy_msr@nrsa.gov.in
3 Forestry, Ecology and Natural Resources, RMSI Private Limited, NOIDA, UP, India; E-mail: irfan26@gmail.com
2 Department of Biogeography, University of Bayreuth, Bayreuth D-95447, Germany; E-mail: carl.beierkuhnlein@uni-bayreuth.de
AuthorAffiliation_xml – name: 2 Department of Biogeography, University of Bayreuth, Bayreuth D-95447, Germany; E-mail: carl.beierkuhnlein@uni-bayreuth.de
– name: 3 Forestry, Ecology and Natural Resources, RMSI Private Limited, NOIDA, UP, India; E-mail: irfan26@gmail.com
– name: 1 Forestry and Ecology Division, National Remote Sensing Centre, Hyderabad-500 037, India; E-Mail: murthy_msr@nrsa.gov.in
Author_xml – sequence: 1
  givenname: Amarnath
  surname: Giriraj
  fullname: Giriraj, Amarnath
  email: giriraj@uni-bayreuth.de, giriraj@uni-bayreuth.de
  organization: Department of Biogeography, University of Bayreuth, Bayreuth D-95447, Germany. giriraj@uni-bayreuth.de
– sequence: 2
  givenname: Mohammed
  surname: Irfan-Ullah
  fullname: Irfan-Ullah, Mohammed
  email: irfan26@gmail.com
  organization: Forestry, Ecology and Natural Resources, RMSI Private Limited, NOIDA, UP, India. irfan26@gmail.com
– sequence: 3
  givenname: Manchi Sri Ramachandra
  surname: Murthy
  fullname: Murthy, Manchi Sri Ramachandra
  email: murthy_msr@nrsa.gov.in
  organization: Forestry and Ecology Division, National Remote Sensing Centre, Hyderabad-500 037, India. murthy_msr@nrsa.gov.in
– sequence: 4
  givenname: Carl
  surname: Beierkuhnlein
  fullname: Beierkuhnlein, Carl
  email: carl.beierkuhnlein@uni-bayreuth.de
  organization: Department of Biogeography, University of Bayreuth, Bayreuth D-95447, Germany. carl.beierkuhnlein@uni-bayreuth.de
BackLink https://www.ncbi.nlm.nih.gov/pubmed/27873862$$D View this record in MEDLINE/PubMed
BookMark eNpdkktr3DAUhUVJaZJpob-gCLpJFm6vHralLgrBNMlASguT0qWQZXnGgy1NJXkg_77Ks0lXkq7OPXwczjE6cN5ZhN4T-MSYhM9REKgIo6_QEeGUF4JSOHh2P0THMW4BKGNMvEGHtBY1ExU9QvvvvrPjOLg1Xu10GvSItevwtZ12PuTHuQ82Jtz4vQ242Wi3tvinTskGF_EJkTUrKFA4_YLPcKOjxas0dze4D37CKz-nDf6d97MaX2x0yitL1w369C163esx2ncP5wL9Ov923VwWVz8uls3ZVWF4VaWCy5qakvWdsVZaMCUB4FpT3QEwQYkgUpSVrIUATlnJK8MF1WAks1rSCtgCLe99O6-3aheGSYcb5fWg7gY-rJUOaTCjVdZAXZqW2JbVOTdoCWWtzKOKUWpZn72-3nvt5nayGcmlnNAL05c_btiotd8rVkPNM98CnTwYBP9nzrGoaYgmp6-d9XNURPDMnLW33B__k279HFyOSpEy80nJy-qfoQk-xmD7JxgC6rYY6rEYWfrhOfyT8LEJ7C8Ve7Ad
CitedBy_id crossref_primary_10_1007_s10661_009_1019_1
crossref_primary_10_3390_s90100148
crossref_primary_10_1007_s41976_023_00100_0
crossref_primary_10_1007_s10980_020_01046_0
crossref_primary_10_1016_j_jhydrol_2018_05_065
crossref_primary_10_3390_su15021683
crossref_primary_10_1896_052_028_0120
crossref_primary_10_1016_j_rse_2018_07_006
crossref_primary_10_1080_10106049_2017_1374474
crossref_primary_10_1016_j_apgeog_2021_102604
crossref_primary_10_3390_rs2051249
crossref_primary_10_12944_CWE_18_1_34
crossref_primary_10_1007_s12524_015_0534_5
crossref_primary_10_1016_j_qsa_2024_100214
crossref_primary_10_1134_S0097807822040054
crossref_primary_10_3390_su11216099
crossref_primary_10_13005_bbra_2530
crossref_primary_10_3390_land11070993
crossref_primary_10_52547_ifej_9_18_1
crossref_primary_10_1007_s00267_011_9720_6
crossref_primary_10_1080_10106049_2017_1353645
crossref_primary_10_1016_j_isprsjprs_2013_07_008
crossref_primary_10_1080_08941920_2019_1643431
crossref_primary_10_1186_s40068_017_0094_5
crossref_primary_10_37867_TE140327
crossref_primary_10_1007_s10531_024_02848_3
crossref_primary_10_1016_j_scitotenv_2017_01_208
crossref_primary_10_1007_s10113_018_1450_3
crossref_primary_10_3390_s90906670
crossref_primary_10_1007_s11629_009_2319_1
crossref_primary_10_1080_10106049_2022_2076926
crossref_primary_10_1177_194008291600900121
crossref_primary_10_1007_s12518_018_0223_5
crossref_primary_10_1007_s10531_014_0699_1
crossref_primary_10_1016_j_landusepol_2023_106535
crossref_primary_10_1080_10106049_2017_1386722
crossref_primary_10_52547_ifej_8_15_1
crossref_primary_10_1080_10106049_2020_1716397
crossref_primary_10_1007_s12038_022_00316_0
crossref_primary_10_1007_s12524_020_01297_z
crossref_primary_10_1007_s12524_010_0011_0
Cites_doi 10.1038/35012251
10.1038/47487
10.1016/0304-3800(89)90001-X
10.1126/science.287.5459.1770
10.1111/1467-9671.00159
10.1080/014311600210263
10.1007/s10708-004-5049-5
10.1111/j.1523-1739.1991.tb00384.x
10.1111/j.1365-2435.2007.01308.x
10.1079/9780851999043.0000
10.1126/science.1070656
10.1038/nature01286
10.1007/s10661-005-0763-0
10.1016/S0169-5347(03)00070-3
10.1017/S0376892905002493
10.2307/2845977
10.1046/j.1466-822X.2002.00307.x
ContentType Journal Article
Copyright Copyright MDPI AG 2008
2008 by the authors; licensee Molecular Diversity Preservation International, Basel, Switzerland. 2008
Copyright_xml – notice: Copyright MDPI AG 2008
– notice: 2008 by the authors; licensee Molecular Diversity Preservation International, Basel, Switzerland. 2008
DBID NPM
AAYXX
CITATION
3V.
7X7
7XB
88E
8FI
8FJ
8FK
ABUWG
AFKRA
AZQEC
BENPR
CCPQU
DWQXO
FYUFA
GHDGH
K9.
M0S
M1P
PIMPY
PQEST
PQQKQ
PQUKI
PRINS
7X8
5PM
DOA
DOI 10.3390/s8106132
DatabaseName PubMed
CrossRef
ProQuest Central (Corporate)
Health & Medical Collection
ProQuest Central (purchase pre-March 2016)
Medical Database (Alumni Edition)
Hospital Premium Collection
Hospital Premium Collection (Alumni Edition)
ProQuest Central (Alumni) (purchase pre-March 2016)
ProQuest Central (Alumni)
ProQuest Central
ProQuest Central Essentials
ProQuest Central
ProQuest One Community College
ProQuest Central Korea
Health Research Premium Collection
Health Research Premium Collection (Alumni)
ProQuest Health & Medical Complete (Alumni)
Health & Medical Collection (Alumni Edition)
Medical Database
Publicly Available Content Database
ProQuest One Academic Eastern Edition (DO NOT USE)
ProQuest One Academic
ProQuest One Academic UKI Edition
ProQuest Central China
MEDLINE - Academic
PubMed Central (Full Participant titles)
Directory of Open Access Journals
DatabaseTitle PubMed
CrossRef
Publicly Available Content Database
ProQuest Central Essentials
ProQuest One Academic Eastern Edition
ProQuest Health & Medical Complete (Alumni)
ProQuest Central (Alumni Edition)
ProQuest One Community College
ProQuest Hospital Collection
Health Research Premium Collection (Alumni)
ProQuest Central China
ProQuest Hospital Collection (Alumni)
ProQuest Central
ProQuest Health & Medical Complete
Health Research Premium Collection
ProQuest Medical Library
ProQuest One Academic UKI Edition
Health and Medicine Complete (Alumni Edition)
ProQuest Central Korea
ProQuest One Academic
ProQuest Medical Library (Alumni)
ProQuest Central (Alumni)
MEDLINE - Academic
DatabaseTitleList Publicly Available Content Database
CrossRef
MEDLINE - Academic


PubMed
Database_xml – sequence: 1
  dbid: DOA
  name: DOAJ Directory of Open Access Journals
  url: https://www.doaj.org/
  sourceTypes: Open Website
– sequence: 2
  dbid: NPM
  name: PubMed
  url: https://proxy.k.utb.cz/login?url=http://www.ncbi.nlm.nih.gov/entrez/query.fcgi?db=PubMed
  sourceTypes: Index Database
– sequence: 3
  dbid: 7X7
  name: Health & Medical Collection
  url: https://search.proquest.com/healthcomplete
  sourceTypes: Aggregation Database
DeliveryMethod fulltext_linktorsrc
Discipline Engineering
Ecology
Forestry
EISSN 1424-8220
EndPage 6153
ExternalDocumentID oai_doaj_org_article_ec075cb1eb374240b123b975c6322e3f
3340002111
10_3390_s8106132
27873862
Genre Journal Article
GeographicLocations Western Ghats
Tamil Nadu India
India
GeographicLocations_xml – name: Western Ghats
– name: India
– name: Tamil Nadu India
GroupedDBID ---
123
2WC
3V.
53G
5VS
7X7
88E
8FE
8FG
8FI
8FJ
AADQD
AAHBH
ABDBF
ABJCF
ABUWG
ADBBV
ADRAZ
AENEX
AFKRA
AFZYC
ALIPV
ALMA_UNASSIGNED_HOLDINGS
ARAPS
BENPR
BPHCQ
BVXVI
CCPQU
CS3
D1I
DU5
E3Z
ESX
F5P
FYUFA
GROUPED_DOAJ
GX1
HCIFZ
HH5
HMCUK
HYE
IPNFZ
KB.
KQ8
L6V
M1P
M48
M7S
MODMG
M~E
NPM
OK1
P2P
P62
PDBOC
PIMPY
PQQKQ
PROAC
PSQYO
RIG
RNS
RPM
UKHRP
XSB
AAYXX
CITATION
7XB
8FK
AZQEC
DWQXO
K9.
PQEST
PQUKI
PRINS
7X8
5PM
ID FETCH-LOGICAL-c466t-4972c53fdcee9e0c51004aa2ad00382181985697880423546c482a0c93ea92603
IEDL.DBID RPM
ISSN 1424-8220
IngestDate Tue Oct 22 15:15:55 EDT 2024
Tue Sep 17 21:11:42 EDT 2024
Fri Jun 28 07:12:13 EDT 2024
Thu Oct 10 17:46:49 EDT 2024
Fri Aug 23 01:40:24 EDT 2024
Sat Sep 28 08:47:23 EDT 2024
IsDoiOpenAccess true
IsOpenAccess true
IsPeerReviewed true
IsScholarly true
Issue 10
Keywords Forest cover change
GEOMOD
Western Ghats
tropical forest
monitoring
Language English
License This article is an open-access article distributed under the terms and conditions of the Creative Commons Attribution license (http://creativecommons.org/licenses/by/3.0/).
LinkModel DirectLink
MergedId FETCHMERGED-LOGICAL-c466t-4972c53fdcee9e0c51004aa2ad00382181985697880423546c482a0c93ea92603
Notes ObjectType-Article-1
SourceType-Scholarly Journals-1
ObjectType-Feature-2
content type line 23
ORCID 0000-0002-6456-4628
OpenAccessLink https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3707442/
PMID 27873862
PQID 1537499456
PQPubID 2032333
PageCount 22
ParticipantIDs doaj_primary_oai_doaj_org_article_ec075cb1eb374240b123b975c6322e3f
pubmedcentral_primary_oai_pubmedcentral_nih_gov_3707442
proquest_miscellaneous_1842600740
proquest_journals_1537499456
crossref_primary_10_3390_s8106132
pubmed_primary_27873862
PublicationCentury 2000
PublicationDate 2008-Oct-01
2008-10-01
20081001
PublicationDateYYYYMMDD 2008-10-01
PublicationDate_xml – month: 10
  year: 2008
  text: 2008-Oct-01
  day: 01
PublicationDecade 2000
PublicationPlace Switzerland
PublicationPlace_xml – name: Switzerland
– name: Basel
PublicationTitle Sensors (Basel, Switzerland)
PublicationTitleAlternate Sensors (Basel)
PublicationYear 2008
Publisher MDPI AG
Molecular Diversity Preservation International (MDPI)
Publisher_xml – name: MDPI AG
– name: Molecular Diversity Preservation International (MDPI)
References 16001713 - Environ Monit Assess. 2005 Jul;106(1-3):81-101
10821285 - Nature. 2000 May 11;405(6783):243-53
10710299 - Science. 2000 Mar 10;287(5459):1770-4
12511946 - Nature. 2003 Jan 2;421(6918):37-42
10638757 - Nature. 2000 Jan 6;403(6765):84-6
12169731 - Science. 2002 Aug 9;297(5583):999-1002
Costanza (ref_24) 1989; 47
Leimgruber (ref_14) 2005a; 106
ref_34
ref_11
ref_33
ref_32
Leimgruber (ref_15) 2005b; 32
ref_30
ref_19
Midgley (ref_2) 2002; 11
ref_18
ref_16
Saunders (ref_31) 1991; 5
James (ref_10) 1999; 9
Henry (ref_17) 1984; 81
Pontius (ref_22) 2003; 7
Parmesan (ref_3) 2003; 421
Sala (ref_1) 2000; 287
Ramesh (ref_27) 1997; 26
ref_23
Achard (ref_4) 2002; 297
Channell (ref_6) 2000; 403
ref_21
ref_20
Pontius (ref_26) 2004; 61
ref_29
Turner (ref_13) 2003; 18
ref_28
Hall (ref_25) 1995; 22
ref_9
ref_5
Hector (ref_8) 2007; 21
Tucker (ref_12) 2000; 2
Margules (ref_7) 2000; 405
References_xml – ident: ref_28
– ident: ref_30
– volume: 405
  start-page: 243
  year: 2000
  ident: ref_7
  article-title: Systematic Conservation Planning
  publication-title: Nature
  doi: 10.1038/35012251
  contributor:
    fullname: Margules
– ident: ref_5
– ident: ref_32
– ident: ref_34
– volume: 403
  start-page: 84
  year: 2000
  ident: ref_6
  article-title: Dynamic biogeography and conservation of endangered species
  publication-title: Nature
  doi: 10.1038/47487
  contributor:
    fullname: Channell
– ident: ref_11
– volume: 47
  start-page: 199
  year: 1989
  ident: ref_24
  article-title: Model goodness of fit: a multiple resolution procedure
  publication-title: Ecol. Model.
  doi: 10.1016/0304-3800(89)90001-X
  contributor:
    fullname: Costanza
– ident: ref_16
– volume: 287
  start-page: 1770
  year: 2000
  ident: ref_1
  article-title: Global biodiversity scenarios for the year 2100
  publication-title: Science
  doi: 10.1126/science.287.5459.1770
  contributor:
    fullname: Sala
– volume: 7
  start-page: 467
  year: 2003
  ident: ref_22
  article-title: Using the relative operating characteristic to quantify certainty in prediction of location of land cover change in India
  publication-title: Trans. GIS.
  doi: 10.1111/1467-9671.00159
  contributor:
    fullname: Pontius
– ident: ref_18
– ident: ref_23
– ident: ref_21
– volume: 26
  start-page: 529
  year: 1997
  ident: ref_27
  article-title: A vegetated based approach to biodiversity gap analysis in the Agastyamalai region, Western Ghats, India
  publication-title: Ambio.
  contributor:
    fullname: Ramesh
– volume: 2
  start-page: 1461
  year: 2000
  ident: ref_12
  article-title: Strategies for monitoring tropical deforestation using satellite data
  publication-title: Int. J. Remote Sens.
  doi: 10.1080/014311600210263
  contributor:
    fullname: Tucker
– volume: 61
  start-page: 325
  year: 2004
  ident: ref_26
  article-title: Calibration and validation of a model of forest disturbance in the Western Ghats, India 1920-1990
  publication-title: GeoJournal.
  doi: 10.1007/s10708-004-5049-5
  contributor:
    fullname: Pontius
– volume: 5
  start-page: 18
  year: 1991
  ident: ref_31
  article-title: Biological consequences of ecosystem fragmentation, a review
  publication-title: Cons. Biol.
  doi: 10.1111/j.1523-1739.1991.tb00384.x
  contributor:
    fullname: Saunders
– ident: ref_29
– ident: ref_33
– volume: 21
  start-page: 998
  year: 2007
  ident: ref_8
  article-title: Biodiversity and ecosystem functioning: reconciling the results of experimental and observational studies
  publication-title: Func. Ecol.
  doi: 10.1111/j.1365-2435.2007.01308.x
  contributor:
    fullname: Hector
– ident: ref_9
  doi: 10.1079/9780851999043.0000
– volume: 297
  start-page: 999
  year: 2002
  ident: ref_4
  article-title: Determination of deforestation rates of the world's humid tropical forests
  publication-title: Science
  doi: 10.1126/science.1070656
  contributor:
    fullname: Achard
– volume: 421
  start-page: 37
  year: 2003
  ident: ref_3
  article-title: A globally coherent fingerprint of climate change impacts across natural systems
  publication-title: Nature
  doi: 10.1038/nature01286
  contributor:
    fullname: Parmesan
– volume: 106
  start-page: 81
  year: 2005a
  ident: ref_14
  article-title: The impact of Landsat satellite monitoring on conservation biology
  publication-title: Environ. Monitor. Assess.
  doi: 10.1007/s10661-005-0763-0
  contributor:
    fullname: Leimgruber
– volume: 81
  start-page: 282
  year: 1984
  ident: ref_17
  article-title: Agasthyamalai and its environs: a potential area for Biosphere Reserve
  publication-title: J. Bombay Natural History Soc.
  contributor:
    fullname: Henry
– volume: 18
  start-page: 306
  year: 2003
  ident: ref_13
  article-title: Remote sensing for biodiversity science and conservation
  publication-title: Trends Ecol. Evol.
  doi: 10.1016/S0169-5347(03)00070-3
  contributor:
    fullname: Turner
– volume: 32
  start-page: 356
  year: 2005b
  ident: ref_15
  article-title: Forest cover change patterns in Myanmar (1990 – 2000)
  publication-title: Environ. Cons.
  doi: 10.1017/S0376892905002493
  contributor:
    fullname: Leimgruber
– volume: 9
  start-page: 15
  year: 1999
  ident: ref_10
  article-title: Institutional constraints to protected area funding
  publication-title: Parks
  contributor:
    fullname: James
– ident: ref_19
– volume: 22
  start-page: 753
  year: 1995
  ident: ref_25
  article-title: Modelling spatial and temporal patterns of tropical land use change
  publication-title: J. Biogeo.
  doi: 10.2307/2845977
  contributor:
    fullname: Hall
– ident: ref_20
– volume: 11
  start-page: 445
  year: 2002
  ident: ref_2
  article-title: Assessing the vulnerability of species richness to anthropogenic climate change in a biodiversity hotspot
  publication-title: Global Ecol. Biogeo.
  doi: 10.1046/j.1466-822X.2002.00307.x
  contributor:
    fullname: Midgley
SSID ssj0023338
Score 2.1431162
Snippet This study used time series remote sensing data from 1973, 1990 and 2004 to assess spatial forest cover change patterns in the Kalakad-Mundanthurai Tiger...
SourceID doaj
pubmedcentral
proquest
crossref
pubmed
SourceType Open Website
Open Access Repository
Aggregation Database
Index Database
StartPage 6132
SubjectTerms Biodiversity
Biogeography
Case studies
Deforestation
Ecology
Endangered & extinct species
Flowers & plants
Forest cover change
Forestry
Geographic information systems
GEOMOD
monitoring
Remote sensing
Sensors
tropical forest
Western Ghats
SummonAdditionalLinks – databaseName: Directory of Open Access Journals
  dbid: DOA
  link: http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwrV1La9wwEBYlp_ZQmqRJNy8m0ENzMPFKsiz1tl2SbAotOSQ0N6PXkkJxStYp9N93RrKX3RLIJVfJFnp80syHRt8w9jGW46CidUUI81hIjzvdWBUKNLXOCl05Eehx8rfvanYjv95WtyupvigmLMsD54k7jR6NmndjJH3I4mTp8Kh1BosUQjGKeTp9SzOQqZ5qCZFyWNMzrgJNYJllZwUS_NOFJhYk-JohSnr9TzmZ_8dKrhif83fsbe81wiT3dpO9iu0We7OiJbjN_lBWsySwDZRmGGEFtg1wnaWnfgHl4Fx0MKWQTchvCuAqiWu2C_g0NrVAKPPy5DNMYIqmDSjC8C_Q8xNIefbgRxZVgIs72-Evly1C6-Q9uzk_u57Oij6pQuGlUh1llOO-EnMcUDSx9BVJxlnLbaBLQjL4RlcKuaWmiJlKKi81t6U3IlqD5EfssI32vo0fGKBr4KhRbqKW2mktZTDoc_hQY-uKj9jxMMPN76yd0SDnoFVohlUYsS809ct6UrtOBYiBpsdA8xwGRuxgWLim34KLBo_yGukcOojYj2U1bh66EbFtvH_Eb3QW6JfliO3mdV72hONRJjSNol5DwFpX12van3dJoFvU2KTkey8xtn32mg8SvOMDttE9PMZD9IM6d5Qg_w8JMAF-
  priority: 102
  providerName: Directory of Open Access Journals
– databaseName: Health & Medical Collection
  dbid: 7X7
  link: http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwfV1Lb9QwEB5BEYgeKlheCwUZiQM9RE1sx7G5oHbVUpBAHFqxt8ivbZFQtnS3SP33nbGTbRchrrFj2ZkZz0w8_j6Ad7GsgorWFSHMYiE9WrqxKhToap0VunYi0OXkr9_U0Yn8Mq2n_Q-3RV9WOeyJaaMOc0__yHfRMhuMztHffzz_XRBrFJ2u9hQad-FexUtFJV3N9CbhEph_ZcBZgan97kJT_iP4mgtKSP3_Ci__rpK85XYOH8FWHy-yvSzgx3AndiO4f5Cwpq9GsHkLT3AED4hok9jbnsAfIjlLeNuMWIdRy5jtAjvOSFS_WO7JJlTByfIVA_Y9YW12C_a-Mo1Azeblzge2xybo6RgVHF4xuo3CEu0e-5ExFtinM7vEVz53qGk7T-Hk8OB4clT0HAuFl0otiWCO-1rMcJXRxNLXhCBnLbeBzgzJ_xtdK0w1NRXQ1FJ5qbktvRHRGsyFxDPY6OZdfAEMIwVHg3ITtdROaymDwRDEhwZHV3wMb4fP3p5nKI0WUxASTTuIZgz7JI9VO4Ffpwfzi9O2t6U2eoxzvKuiQ5XAiMSh93UGHyncnaKYjWF7kGbbW-SivdEfnMeqGW2JDkhsF-eX2EdnvH5ZjuF5Fv5qJhx3NqFpFc2aWqxNdb2l-3mW8LpFg0NK_vL_03oFD_mAtVttw8by4jK-xoBn6d4krb4GEsP9-w
  priority: 102
  providerName: ProQuest
– databaseName: Scholars Portal Open Access Journals
  dbid: M48
  link: http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwnV1Lb9QwEB5V5QIHVN4pLRokDvQQyNqOYyNVqKwoBQnEoSt6i_xailRlYTdF9N8zk2xWDeqJa_yQ45nxzCePvwF4kYpJ1Mn5PMZ5ylUgS7dOx5xcrXfSlF5Gfpz8-Ys-malPZ-XZFgzVNtcbuLoR2nE9qdny4tWfX1dvyeAPGXESZH-9MoxrJB3Et4QifM4JfGpzlyAkobCednbUm2mASVul0WLkkzrq_pvizX_TJq_5oeMduLsOIPGol_g92ErNfbhzjVbwAfzmAmcd1zZyxWHSMHRNxNOeheoCuRznqsUpZ29i_7wAv3Y8m80KX05sJUmrRXHwBo9wSl4OOdnwCvklCnYl9_Bbz6-AH85dS0M-NqRlBw9hdvz-dHqSr-sr5EFp3XJxORFKOacfSjYVoWT2OOeEi3xfyL7fmlITzDScPFMqHZQRrghWJmcJB8lHsN0smvQEkKIEz5MKm4wy3hiloqXwI8SKZtcig-fDDtc_exqNmuAHC6QeBJLBO976TTsTX3cfFsvv9dqO6hQoxgl-krwkUK8KT57XW_qk6WRKcp7B3iC4elCmmk71ipAdxYq0jk0z2RFfjrgmLS6pj-m5-lWRweNezpuVDHqSQTXSgNFSxy3Nj_OOq1tWNKUSu_898incFgMF72QPttvlZdqnOKj1zzo1_wufuAYY
  priority: 102
  providerName: Scholars Portal
Title Modelling Spatial and Temporal Forest Cover Change Patterns (1973-2020): A Case Study from South Western Ghats (India)
URI https://www.ncbi.nlm.nih.gov/pubmed/27873862
https://www.proquest.com/docview/1537499456
https://search.proquest.com/docview/1842600740
https://pubmed.ncbi.nlm.nih.gov/PMC3707442
https://doaj.org/article/ec075cb1eb374240b123b975c6322e3f
Volume 8
hasFullText 1
inHoldings 1
isFullTextHit
isPrint
link http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwnV1NT9wwEB0BvbSHqt9NS1eu1EM5hM3ajuP0BisWWmnRqgJ1b5HteAsSeBEbkPj3nXGSFVv11EsOcRw5mWfPvGT8BuCLz0a18samdb3wqXQ400uj6hRdrTVC51bUtDl5eqpOzuWPeT7fgrzfCxOT9p293A9X1_vh8iLmVt5cu2GfJzacTceiQMcn-XAbthGgPUXvWJZA0tWqzArk88OVJtIjqGoNR3AKrfiGC4pK_f8KL__OknzkdiYv4HkXL7KDdlwvYcuHV_DskYrga7inemZRWptRgWEEFDOhZmet6NQVo-qbq4aNKVmTtbsJ2CzKaoYV-zoqC4Eg5tneN3bAxujUGOUWPjDaeMJihT32q5VTYMcXpsEu3wOCau8NnE-OzsYnaVdOIXVSqYZqyXGXiwU-kC995nISizOGm5p-D5KrL3WukFVqypXJpXJSc5O5UnhTIu0Rb2EnLIN_DwyDAks35aXXUlutpaxLjDZcXeDdFU_gc_-Gq5tWNaNCtkEGqXqDJHBIr37dTjrX8cTy9nfVWbvyDkMaZ0dI-ZHDy8yio7UlnlK4EHmxSGC3N1zVTb5VhYt4gUQOQ0Mcx7oZpw39CzHBL-_wGt1K88ssgXetndcj6XGSQLGBgI2hbrYgUqM0d4fMD__d8yM85b3i7mgXdprbO_8Jw57GDhDs8wKPenI8gCeHR6ezn4P4CQGPU6kHcRr8AWVnBbs
link.rule.ids 230,315,730,783,787,867,888,2109,2228,12068,12777,21400,24330,27936,27937,31731,31732,33385,33386,33756,33757,43322,43612,43817,53804,53806,74073,74363,74630
linkProvider National Library of Medicine
linkToHtml http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwfV3db9MwED_BEF8PCMrGCgOMxAN7iJbajmPzgka1roNt4qETe4v81Q0JpdvaIe2_585JyooQr7Fj2bk73118_v0A3sd8EFS0LgthGjPp0dKNVSFDV-us0IUTgS4nHx2r8Yn8clqctj_c5m1ZZbcnpo06zDz9I99ByywxOkd__-niMiPWKDpdbSk07sI9KdBX003x0f4y4RKYfzWAswJT-525pvxH8BUXlJD6_xVe_l0lecvtjJ7CkzZeZLuNgJ_BnVj34P5ewpq-6cHjW3iCPXhARJvE3vYcfhHJWcLbZsQ6jFrGbB3YpEGi-smanmxIFZysuWLAviWszXrOPgxMKVCzeb79ke2yIXo6RgWHN4xuo7BEu8e-NxgLbP_cLvCVgxo1bXsdTkZ7k-E4azkWMi-VWhDBHPeFmOIqo4m5LwhBzlpuA50Zkv83ulCYamoqoCmk8lJzm3sjojWYC4kNWKtnddwEhpGCo0G5iVpqp7WUwWAI4kOJoyveh3fdZ68uGiiNClMQEk3ViaYPn0key3YCv04PZldnVWtLVfQY53g3iA5VAiMSh97XGXykcHeKYtqHrU6aVWuR8-qP_uA8ls1oS3RAYus4u8Y-usHrl3kfXjTCX86E484mNK2iXFGLlamuttQ_zhNetyhxSMlf_n9ab-HheHJ0WB0eHH99BY94h7s72IK1xdV1fI3Bz8K9SRr-GxduAPE
linkToPdf http://utb.summon.serialssolutions.com/2.0.0/link/0/eLvHCXMwfV1LbxMxEB5BKio4VBAohBYwEgd6WGVje702l6oNCS2PKEKt6G3lVygS2pQmReq_Z2YfaYMQV3vXsndmPN-sx98AvInpIKhoXRLCLCbSo6Ubq0KCrtZZoTMnAl1O_jJRR6fy41l21uQ_LZq0ynZPrDbqMPf0j7yPlpkjOkd_3581aRHT9-P9i18JVZCik9amnMZd2MilEmkHNg5Hk-nXVfglMBqr6WcFBvr9haZoSPA1h1Tx9v8LbP6dM3nLCY0fwlaDHtlBLe5HcCeWXbg3qpinr7vw4Ba7YBc2qewm1XJ7DL-p5FnFvs2oBjHqHLNlYCc1L9VPVj_JhpTPyeoLB2xaMW-WC_Z2YHKBes7TvXfsgA3R7zFKP7xmdDeFVUX42LeacYF9OLdLfOW4RL3bewKn49HJ8ChpKi4kXiq1pHJz3GdihquMJqY-Iz45a7kNdIJIaMDoTGHgqSmdJpPKS81t6o2I1mBkJLahU87L-AwY4gZHg3ITtdROaymDQUDiQ46jK96D1-1nLy5qYo0CAxISTdGKpgeHJI9VP1FhVw3zy-9FY1lF9Ih6vBtEhwqC-MShL3YGmxTuVVHMerDbSrNo7HNR3GgTzmPVjZZFxyW2jPMrfEbX7P0y7cHTWvirmXDc54SmVeRrarE21fWe8sd5xd4tchxS8uf_n9Yr2ET1Lj4fTz7twH3ekvAOdqGzvLyKLxAJLd3LRsX_AKpzBo4
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=Modelling+Spatial+and+Temporal+Forest+Cover+Change+Patterns+%281973-2020%29%3A+A+Case+Study+from+South+Western+Ghats+%28India%29&rft.jtitle=Sensors+%28Basel%2C+Switzerland%29&rft.au=Giriraj%2C+Amarnath&rft.au=Irfan-Ullah%2C+Mohammed&rft.au=Murthy%2C+Manchi+Sri+Ramachandra&rft.au=Beierkuhnlein%2C+Carl&rft.date=2008-10-01&rft.pub=Molecular+Diversity+Preservation+International+%28MDPI%29&rft.eissn=1424-8220&rft.volume=8&rft.issue=10&rft.spage=6132&rft.epage=6153&rft_id=info:doi/10.3390%2Fs8106132&rft_id=info%3Apmid%2F27873862&rft.externalDBID=PMC3707442
thumbnail_l http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/lc.gif&issn=1424-8220&client=summon
thumbnail_m http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/mc.gif&issn=1424-8220&client=summon
thumbnail_s http://covers-cdn.summon.serialssolutions.com/index.aspx?isbn=/sc.gif&issn=1424-8220&client=summon