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Published byLeo Chapman Modified over 8 years ago
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Detect geographic and temporal patterns of land use and land cover change in China from 1982 to 2012 Yaqian He, Eungul Lee, and Timothy A. Warner May 5 th, 2016 West Virginia GIS Conference
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Contents Results Data & Methods Objectives Introduction
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Geography of China (MODIS MCD12Q1: 2012) Introduction: Background Cropland Forest Grassland Barren
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2013:1.37 billion people More food More water Introduction: Background
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Desertification Agriculture Urbanization Deforestation Afforestation Introduction: Background
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Introduction: Research gaps LULC map A potential vegetation map A map of a specific year representing the entire study period (Fu 2003; Zhu 2012)
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Introduction: Research gaps LULC map A potential vegetation map A map of a specific year representing the entire study period Continuous annual land use and land cover map is needed to detect LULCC (Fu 2003; Zhu 2012)
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Objectives Detect geographic and temporal patterns of land use and land cover change in China based on continuous annual LULC maps from 1982 to 2012
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Data and Method: Data Datasets NOAA AVHRR GIMMS NDVI3g from 1982 to 2012 NASA MODIS MCD12Q1 from 2001 to 2012 Google Earth: land use and land cover images in 2012
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1. Classification: Phenology Phenological metrics AVHRR GIMMS NDVI time- series from 1982 to 2012 Random Forests Annual LULC maps MODIS MCD12Q1 from 2001 to 2010 Geographic areas of unchanged land use and land cover Temporal filtering Data and Methods: Methods
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2. Inter- comparison and Validation 2011-2012 MODIS MCD12Q1, 300 samples from Google Earth LULC maps
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Data and Methods: Methods 3. Change detection Annual LULC maps from 1982 to 2012 Geographic and temporal patterns of LULCC Linear regression trend analysis Y=a + bX + e
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Results: LULC maps 1982 1992 2002 2012
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Results: LULC maps Accuracy 2011 2012 71.0% for 2011, and 69.3% for 2012
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Results: LULC maps Accuracy Overall accuracy 73.6% UMD 1992:69% GLC2000: 68.6% MODIS: 75% MERIS: 67.1% It is reliable to use our annual LULC maps!
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Results: LULCC spatial pattern Cropland Forest Grassland
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Results: LULCC temporal pattern
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Thank you!
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