A Circa 2010 Thirty Meter Resolution Forest Map for China

This study examines the suitability of 30 m Landsat Thematic Mapper (TM), 250 m time-series Moderate Resolution Imaging Spectrometer (MODIS) Enhanced Vegetation Index (EVI) and other auxiliary datasets for mapping forest extent in China at 30 m resolution circa 2010. We calculated numerous spectral...

Full description

Bibliographic Details
Main Authors: Congcong Li, Jie Wang, Luanyun Hu, Le Yu, Nicholas Clinton, Huabing Huang, Jun Yang, Peng Gong
Format: Article
Language:English
Published: MDPI AG 2014-06-01
Series:Remote Sensing
Subjects:
TM
Online Access:http://www.mdpi.com/2072-4292/6/6/5325
id doaj-bbe731732c9346b8bd677d4b9b77ca22
record_format Article
spelling doaj-bbe731732c9346b8bd677d4b9b77ca222020-11-25T00:20:40ZengMDPI AGRemote Sensing2072-42922014-06-01665325534310.3390/rs6065325rs6065325A Circa 2010 Thirty Meter Resolution Forest Map for ChinaCongcong Li0Jie Wang1Luanyun Hu2Le Yu3Nicholas Clinton4Huabing Huang5Jun Yang6Peng Gong7State Key Laboratory of Remote Sensing Science, and College of Global Change and Earth System Science, Beijing Normal University, Beijing 100875, ChinaState Key Laboratory of Remote Sensing Science, Institute of Remote Sensing and Digital Earth, Chinese Academy of Sciences, Beijing 100101, ChinaMinistry of Education Key Laboratory for Earth System Modeling, Center for Earth System Science, Tsinghua University, Beijing 100084, ChinaMinistry of Education Key Laboratory for Earth System Modeling, Center for Earth System Science, Tsinghua University, Beijing 100084, ChinaMinistry of Education Key Laboratory for Earth System Modeling, Center for Earth System Science, Tsinghua University, Beijing 100084, ChinaState Key Laboratory of Remote Sensing Science, Institute of Remote Sensing and Digital Earth, Chinese Academy of Sciences, Beijing 100101, ChinaMinistry of Education Key Laboratory for Earth System Modeling, Center for Earth System Science, Tsinghua University, Beijing 100084, ChinaState Key Laboratory of Remote Sensing Science, Institute of Remote Sensing and Digital Earth, Chinese Academy of Sciences, Beijing 100101, ChinaThis study examines the suitability of 30 m Landsat Thematic Mapper (TM), 250 m time-series Moderate Resolution Imaging Spectrometer (MODIS) Enhanced Vegetation Index (EVI) and other auxiliary datasets for mapping forest extent in China at 30 m resolution circa 2010. We calculated numerous spectral features, EVI time series, and topographical features that are helpful for forest/non-forest distinction. In this research, extensive efforts have been made in developing training samples over difficult to map or complex regions. Scene by scene quality checking was done on the initial forest extent results and low quality results were refined until satisfactory. Based on the forest extent mask, we classified the forested area into 6 types (evergreen/deciduous broadleaf, evergreen/deciduous needleleaf, mixed forests, and bamboos). Accuracy assessment of our forest/non-forest classification using 2195 test sample units independent of the training sample indicates that the producer’s accuracy (PA) and user’s accuracy (UA) are 92.0% and 95.7%, respectively. According to this map, the total forested area in China was 164.90 million ha (Mha) circa 2010. It is close to the forest area of 7th National Forest Resource Inventory with the same definition of forest. The overall accuracy for the more detailed forest type classification is 72.7%.http://www.mdpi.com/2072-4292/6/6/5325classificationMODISTMforest extentforest type
collection DOAJ
language English
format Article
sources DOAJ
author Congcong Li
Jie Wang
Luanyun Hu
Le Yu
Nicholas Clinton
Huabing Huang
Jun Yang
Peng Gong
spellingShingle Congcong Li
Jie Wang
Luanyun Hu
Le Yu
Nicholas Clinton
Huabing Huang
Jun Yang
Peng Gong
A Circa 2010 Thirty Meter Resolution Forest Map for China
Remote Sensing
classification
MODIS
TM
forest extent
forest type
author_facet Congcong Li
Jie Wang
Luanyun Hu
Le Yu
Nicholas Clinton
Huabing Huang
Jun Yang
Peng Gong
author_sort Congcong Li
title A Circa 2010 Thirty Meter Resolution Forest Map for China
title_short A Circa 2010 Thirty Meter Resolution Forest Map for China
title_full A Circa 2010 Thirty Meter Resolution Forest Map for China
title_fullStr A Circa 2010 Thirty Meter Resolution Forest Map for China
title_full_unstemmed A Circa 2010 Thirty Meter Resolution Forest Map for China
title_sort circa 2010 thirty meter resolution forest map for china
publisher MDPI AG
series Remote Sensing
issn 2072-4292
publishDate 2014-06-01
description This study examines the suitability of 30 m Landsat Thematic Mapper (TM), 250 m time-series Moderate Resolution Imaging Spectrometer (MODIS) Enhanced Vegetation Index (EVI) and other auxiliary datasets for mapping forest extent in China at 30 m resolution circa 2010. We calculated numerous spectral features, EVI time series, and topographical features that are helpful for forest/non-forest distinction. In this research, extensive efforts have been made in developing training samples over difficult to map or complex regions. Scene by scene quality checking was done on the initial forest extent results and low quality results were refined until satisfactory. Based on the forest extent mask, we classified the forested area into 6 types (evergreen/deciduous broadleaf, evergreen/deciduous needleleaf, mixed forests, and bamboos). Accuracy assessment of our forest/non-forest classification using 2195 test sample units independent of the training sample indicates that the producer’s accuracy (PA) and user’s accuracy (UA) are 92.0% and 95.7%, respectively. According to this map, the total forested area in China was 164.90 million ha (Mha) circa 2010. It is close to the forest area of 7th National Forest Resource Inventory with the same definition of forest. The overall accuracy for the more detailed forest type classification is 72.7%.
topic classification
MODIS
TM
forest extent
forest type
url http://www.mdpi.com/2072-4292/6/6/5325
work_keys_str_mv AT congcongli acirca2010thirtymeterresolutionforestmapforchina
AT jiewang acirca2010thirtymeterresolutionforestmapforchina
AT luanyunhu acirca2010thirtymeterresolutionforestmapforchina
AT leyu acirca2010thirtymeterresolutionforestmapforchina
AT nicholasclinton acirca2010thirtymeterresolutionforestmapforchina
AT huabinghuang acirca2010thirtymeterresolutionforestmapforchina
AT junyang acirca2010thirtymeterresolutionforestmapforchina
AT penggong acirca2010thirtymeterresolutionforestmapforchina
AT congcongli circa2010thirtymeterresolutionforestmapforchina
AT jiewang circa2010thirtymeterresolutionforestmapforchina
AT luanyunhu circa2010thirtymeterresolutionforestmapforchina
AT leyu circa2010thirtymeterresolutionforestmapforchina
AT nicholasclinton circa2010thirtymeterresolutionforestmapforchina
AT huabinghuang circa2010thirtymeterresolutionforestmapforchina
AT junyang circa2010thirtymeterresolutionforestmapforchina
AT penggong circa2010thirtymeterresolutionforestmapforchina
_version_ 1725365831103152128