Mapping Land Use Land Cover Change in the Lower Mekong Basin From 1997 to 2010
The Lower Mekong Basin (LMB) is biologically diverse, economically important, and home to about 65 million people. The region has undergone extensive environmental changes since the 1990s due to such factors as agricultural expansion and intensification, deforestation, more river damming, increased...
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doaj-a2f5a7fb950b43efb3442191d965a7a22020-11-25T02:38:06ZengFrontiers Media S.A.Frontiers in Environmental Science2296-665X2020-03-01810.3389/fenvs.2020.00021475316Mapping Land Use Land Cover Change in the Lower Mekong Basin From 1997 to 2010Joseph Spruce0John Bolten1Ibrahim N. Mohammed2Raghavan Srinivasan3Venkat Lakshmi4Science Systems and Applications, Inc., Consultant, Diamondhead, MS, United StatesNASA GSFC Hydrological Sciences Branch, Greenbelt, MD, United StatesScience Applications International Corporation, Hydrological Sciences Laboratory, NASA Goddard Space Flight Center, Greenbelt, MD, United StatesSpatial Sciences Laboratory, Texas A&M University, College Station, TX, United StatesDepartment of Engineering Systems and Environment, University of Virginia, Charlottesville, VA, United StatesThe Lower Mekong Basin (LMB) is biologically diverse, economically important, and home to about 65 million people. The region has undergone extensive environmental changes since the 1990s due to such factors as agricultural expansion and intensification, deforestation, more river damming, increased urbanization, growing human populations, expansion of industrial forest plantations, plus frequent natural disasters from flooding and drought. The Mekong river is also heavily used for human transportation, fishing, drinking water, and irrigation. This paper discusses use of pre-existing LULC maps from 1997 and 2010 to derive a LMB regional LULC change map for 9 classes per date using GIS overlay techniques. The change map was derived to aid SWAT hydrologic modeling applications in the LMB, given the 2010 map is currently used in multiple LMB SWAT models, whereas the 1997 map was previously used. The 2010 LULC map was constructed from Landsat and MODIS satellite data, while the 1997 map was from before the MODIS era and therefore based on available Landsat data. The 1997–2010 LULC change map showed multiple trends. Permanent agriculture had expanded in certain sub-basins into previously forested areas. Some agricultural areas were converted to industrial forest plantations. Extensive forest changes also occurred in some locations, such as areas changed to shifting cultivation or permanent crops. Also, the 1997 map under classified some urban areas, whereas the 2010 LULC map showed improved identification of such areas. LULC map accuracy were assessed for 213 randomly sampled locations. The 1997 and 2010 LULC maps showed high overall agreements with reference data exceeding 87%. The LULC change map yielded a moderately high level of overall agreement (78%) that improved to ∼83% once LULC classification scheme specificity was reduced (forests and agriculture were each mapped as singular classes). The change map regionally showed a 4% decrease in agriculture and a 4% increase in deciduous and evergreen forests combined, though deforestation hot spot areas also were evident. The project yielded LULC map data sets that are now available for aiding additional studies that assess LMB LULC change and the impacts such change may pose to water, agriculture, forestry, and disaster management efforts. More work is needed to map, quantify and assess LULC change since 2010 and to further update the 2010 LULC map currently used in the LMB SWAT models.https://www.frontiersin.org/article/10.3389/fenvs.2020.00021/fullLower Mekong Basinland use land cover changeSWAT hydrologic modelagricultural monitoringdeforestation |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Joseph Spruce John Bolten Ibrahim N. Mohammed Raghavan Srinivasan Venkat Lakshmi |
spellingShingle |
Joseph Spruce John Bolten Ibrahim N. Mohammed Raghavan Srinivasan Venkat Lakshmi Mapping Land Use Land Cover Change in the Lower Mekong Basin From 1997 to 2010 Frontiers in Environmental Science Lower Mekong Basin land use land cover change SWAT hydrologic model agricultural monitoring deforestation |
author_facet |
Joseph Spruce John Bolten Ibrahim N. Mohammed Raghavan Srinivasan Venkat Lakshmi |
author_sort |
Joseph Spruce |
title |
Mapping Land Use Land Cover Change in the Lower Mekong Basin From 1997 to 2010 |
title_short |
Mapping Land Use Land Cover Change in the Lower Mekong Basin From 1997 to 2010 |
title_full |
Mapping Land Use Land Cover Change in the Lower Mekong Basin From 1997 to 2010 |
title_fullStr |
Mapping Land Use Land Cover Change in the Lower Mekong Basin From 1997 to 2010 |
title_full_unstemmed |
Mapping Land Use Land Cover Change in the Lower Mekong Basin From 1997 to 2010 |
title_sort |
mapping land use land cover change in the lower mekong basin from 1997 to 2010 |
publisher |
Frontiers Media S.A. |
series |
Frontiers in Environmental Science |
issn |
2296-665X |
publishDate |
2020-03-01 |
description |
The Lower Mekong Basin (LMB) is biologically diverse, economically important, and home to about 65 million people. The region has undergone extensive environmental changes since the 1990s due to such factors as agricultural expansion and intensification, deforestation, more river damming, increased urbanization, growing human populations, expansion of industrial forest plantations, plus frequent natural disasters from flooding and drought. The Mekong river is also heavily used for human transportation, fishing, drinking water, and irrigation. This paper discusses use of pre-existing LULC maps from 1997 and 2010 to derive a LMB regional LULC change map for 9 classes per date using GIS overlay techniques. The change map was derived to aid SWAT hydrologic modeling applications in the LMB, given the 2010 map is currently used in multiple LMB SWAT models, whereas the 1997 map was previously used. The 2010 LULC map was constructed from Landsat and MODIS satellite data, while the 1997 map was from before the MODIS era and therefore based on available Landsat data. The 1997–2010 LULC change map showed multiple trends. Permanent agriculture had expanded in certain sub-basins into previously forested areas. Some agricultural areas were converted to industrial forest plantations. Extensive forest changes also occurred in some locations, such as areas changed to shifting cultivation or permanent crops. Also, the 1997 map under classified some urban areas, whereas the 2010 LULC map showed improved identification of such areas. LULC map accuracy were assessed for 213 randomly sampled locations. The 1997 and 2010 LULC maps showed high overall agreements with reference data exceeding 87%. The LULC change map yielded a moderately high level of overall agreement (78%) that improved to ∼83% once LULC classification scheme specificity was reduced (forests and agriculture were each mapped as singular classes). The change map regionally showed a 4% decrease in agriculture and a 4% increase in deciduous and evergreen forests combined, though deforestation hot spot areas also were evident. The project yielded LULC map data sets that are now available for aiding additional studies that assess LMB LULC change and the impacts such change may pose to water, agriculture, forestry, and disaster management efforts. More work is needed to map, quantify and assess LULC change since 2010 and to further update the 2010 LULC map currently used in the LMB SWAT models. |
topic |
Lower Mekong Basin land use land cover change SWAT hydrologic model agricultural monitoring deforestation |
url |
https://www.frontiersin.org/article/10.3389/fenvs.2020.00021/full |
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