TY - JOUR
T1 - Analysis of spatiotemporal land cover changes in Inner Mongolia using self-organizing map neural network and grid cells method
AU - Li, Zhaoling
AU - Bagan, Hasi
AU - Yamagata, Yoshiki
N1 - Funding Information:
This research was supported by the NSFC (Grant no. 41771372 and 41730642 ), and by the Environment Research and Technology Development Fund (S-10) of the Ministry of the Environment , Japan.
Funding Information:
This research was supported by the NSFC (Grant no. 41771372 and 41730642), and by the Environment Research and Technology Development Fund (S-10) of the Ministry of the Environment, Japan.
Publisher Copyright:
© 2018 Elsevier B.V.
PY - 2018/9/15
Y1 - 2018/9/15
N2 - Land use has changed dramatically in the Inner Mongolia Autonomous Region because of rapid economic growth and human disturbances. However, little information is available about the medium- and long-term land use changes in this region. The effects of ecological recovery policies have also been evaluated rarely. In this study, we employed the self-organizing map neural network method to identify the land cover changes in Inner Mongolia between 2000 and 2014. MOD13Q1, Landsat, and DMSP/OLS night-time light data were used as the data resources. The dynamic change map was characterized using the grid cell method. The results showed that urban area of Inner Mongolia increased by more than five times during the 15-year study period, while the mining area also increased. In addition, 35.3% of the farmland was changed into grassland, which may have been caused by the “Grain to Green” policy. The most significant environmental issue in Inner Mongolia is the loss of wetland. >40% of the wetland was converted into other land use types between 2000 and 2014. Grassland increased by 6.05%, but areas of open water and woodland remained about the same. In terms of the geographical distribution, cropland increased in the eastern and middle parts of the region. The transformation from wetland to grassland mainly occurred in the north. Grassland degradation occurred in the west. Thus, environmental policy has resulted in some ecological improvements in Inner Mongolia. However, new environmental problems associated with rapid economic development should be addressed in a timely manner.
AB - Land use has changed dramatically in the Inner Mongolia Autonomous Region because of rapid economic growth and human disturbances. However, little information is available about the medium- and long-term land use changes in this region. The effects of ecological recovery policies have also been evaluated rarely. In this study, we employed the self-organizing map neural network method to identify the land cover changes in Inner Mongolia between 2000 and 2014. MOD13Q1, Landsat, and DMSP/OLS night-time light data were used as the data resources. The dynamic change map was characterized using the grid cell method. The results showed that urban area of Inner Mongolia increased by more than five times during the 15-year study period, while the mining area also increased. In addition, 35.3% of the farmland was changed into grassland, which may have been caused by the “Grain to Green” policy. The most significant environmental issue in Inner Mongolia is the loss of wetland. >40% of the wetland was converted into other land use types between 2000 and 2014. Grassland increased by 6.05%, but areas of open water and woodland remained about the same. In terms of the geographical distribution, cropland increased in the eastern and middle parts of the region. The transformation from wetland to grassland mainly occurred in the north. Grassland degradation occurred in the west. Thus, environmental policy has resulted in some ecological improvements in Inner Mongolia. However, new environmental problems associated with rapid economic development should be addressed in a timely manner.
KW - Grid cell
KW - Inner Mongolia
KW - Land use and cover change
KW - MODIS
KW - Self-organizing map
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U2 - 10.1016/j.scitotenv.2018.04.361
DO - 10.1016/j.scitotenv.2018.04.361
M3 - Article
C2 - 29913580
AN - SCOPUS:85046641464
SN - 0048-9697
VL - 636
SP - 1180
EP - 1191
JO - Science of the Total Environment
JF - Science of the Total Environment
ER -