Spatiotemporal Distribution of Human–Elephant Conflict in Eastern Thailand: A Model-Based Assessment Using News Reports and Remotely Sensed Data

In Thailand, crop depredation by wild elephants intensified, impacting the quality of life of local communities and long-term conservation of wild elephant populations. Yet, fewer studies explore the landscape-scale spatiotemporal distribution of human−elephant conflict (HEC). In this stud...

Full description

Bibliographic Details
Main Authors: Nuntikorn Kitratporn, Wataru Takeuchi
Format: Article
Language:English
Published: MDPI AG 2019-12-01
Series:Remote Sensing
Subjects:
Online Access:https://www.mdpi.com/2072-4292/12/1/90
id doaj-d1559ceb0f704fe2b4b42789ce84e417
record_format Article
spelling doaj-d1559ceb0f704fe2b4b42789ce84e4172020-11-25T02:23:31ZengMDPI AGRemote Sensing2072-42922019-12-011219010.3390/rs12010090rs12010090Spatiotemporal Distribution of Human–Elephant Conflict in Eastern Thailand: A Model-Based Assessment Using News Reports and Remotely Sensed DataNuntikorn Kitratporn0Wataru Takeuchi1Institute of Industrial Science, The University of Tokyo, 4-6-1 Komaba, Meguro-ku, Tokyo 153-8505, JapanInstitute of Industrial Science, The University of Tokyo, 4-6-1 Komaba, Meguro-ku, Tokyo 153-8505, JapanIn Thailand, crop depredation by wild elephants intensified, impacting the quality of life of local communities and long-term conservation of wild elephant populations. Yet, fewer studies explore the landscape-scale spatiotemporal distribution of human−elephant conflict (HEC). In this study, we modeled the potential HEC distribution in ten provinces adjacent to protected areas in Eastern Thailand from 2009 to 2018. We applied the time-calibrated maximum entropy method and modeled the relative probability of HEC in varying scenarios of resource suitability and direct human pressure in wet and dry seasons. The environmental dynamic over the 10-year period was represented by remotely sensed vegetation, meteorological drought, topographical, and human-pressure data. Results were categorized in HEC zones using the proposed two-dimensional conflict matrix. Logistic regression was applied to determine the relevant contribution of each scenario. The results showed that although HEC probability varied across seasons, overall HEC-prone areas expanded in all provinces from 2009 to 2018. The largest HEC areas were estimated during dry seasons with Chantaburi, Chonburi, Nakhon Ratchasima, and Rayong provinces being the HEC hotspots.However, the HEC potential was reduced during severe and prolonged droughts caused by El Nino events. Direct human pressure caused a more gradual increase of HEC probability around protected areas. On the other hand, resource suitability showed large variation across seasons. We recommend zone-dependent management actions towards a fine-balance between human development and the conservation of wild elephants.https://www.mdpi.com/2072-4292/12/1/90asian elephantshuman–elephant conflictcrop depredationspecies distribution modelingmaxentmodiskbdi
collection DOAJ
language English
format Article
sources DOAJ
author Nuntikorn Kitratporn
Wataru Takeuchi
spellingShingle Nuntikorn Kitratporn
Wataru Takeuchi
Spatiotemporal Distribution of Human–Elephant Conflict in Eastern Thailand: A Model-Based Assessment Using News Reports and Remotely Sensed Data
Remote Sensing
asian elephants
human–elephant conflict
crop depredation
species distribution modeling
maxent
modis
kbdi
author_facet Nuntikorn Kitratporn
Wataru Takeuchi
author_sort Nuntikorn Kitratporn
title Spatiotemporal Distribution of Human–Elephant Conflict in Eastern Thailand: A Model-Based Assessment Using News Reports and Remotely Sensed Data
title_short Spatiotemporal Distribution of Human–Elephant Conflict in Eastern Thailand: A Model-Based Assessment Using News Reports and Remotely Sensed Data
title_full Spatiotemporal Distribution of Human–Elephant Conflict in Eastern Thailand: A Model-Based Assessment Using News Reports and Remotely Sensed Data
title_fullStr Spatiotemporal Distribution of Human–Elephant Conflict in Eastern Thailand: A Model-Based Assessment Using News Reports and Remotely Sensed Data
title_full_unstemmed Spatiotemporal Distribution of Human–Elephant Conflict in Eastern Thailand: A Model-Based Assessment Using News Reports and Remotely Sensed Data
title_sort spatiotemporal distribution of human–elephant conflict in eastern thailand: a model-based assessment using news reports and remotely sensed data
publisher MDPI AG
series Remote Sensing
issn 2072-4292
publishDate 2019-12-01
description In Thailand, crop depredation by wild elephants intensified, impacting the quality of life of local communities and long-term conservation of wild elephant populations. Yet, fewer studies explore the landscape-scale spatiotemporal distribution of human−elephant conflict (HEC). In this study, we modeled the potential HEC distribution in ten provinces adjacent to protected areas in Eastern Thailand from 2009 to 2018. We applied the time-calibrated maximum entropy method and modeled the relative probability of HEC in varying scenarios of resource suitability and direct human pressure in wet and dry seasons. The environmental dynamic over the 10-year period was represented by remotely sensed vegetation, meteorological drought, topographical, and human-pressure data. Results were categorized in HEC zones using the proposed two-dimensional conflict matrix. Logistic regression was applied to determine the relevant contribution of each scenario. The results showed that although HEC probability varied across seasons, overall HEC-prone areas expanded in all provinces from 2009 to 2018. The largest HEC areas were estimated during dry seasons with Chantaburi, Chonburi, Nakhon Ratchasima, and Rayong provinces being the HEC hotspots.However, the HEC potential was reduced during severe and prolonged droughts caused by El Nino events. Direct human pressure caused a more gradual increase of HEC probability around protected areas. On the other hand, resource suitability showed large variation across seasons. We recommend zone-dependent management actions towards a fine-balance between human development and the conservation of wild elephants.
topic asian elephants
human–elephant conflict
crop depredation
species distribution modeling
maxent
modis
kbdi
url https://www.mdpi.com/2072-4292/12/1/90
work_keys_str_mv AT nuntikornkitratporn spatiotemporaldistributionofhumanelephantconflictineasternthailandamodelbasedassessmentusingnewsreportsandremotelysenseddata
AT watarutakeuchi spatiotemporaldistributionofhumanelephantconflictineasternthailandamodelbasedassessmentusingnewsreportsandremotelysenseddata
_version_ 1724859120483303424