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Mapping forests in monsoon Asia with ALOS PALSAR 50-m mosaic images and MODIS imagery in 2010
Extensive forest changes have occurred in monsoon Asia, substantially affecting climate, carbon cycle and biodiversity. Accurate forest cover maps at fine spatial resolutions are required to qualify and quantify these effects. In this study, an algorithm was developed to map forests in 2010, with th...
Autores principales: | , , , , , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group
2016
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4750005/ https://www.ncbi.nlm.nih.gov/pubmed/26864143 http://dx.doi.org/10.1038/srep20880 |
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author | Qin, Yuanwei Xiao, Xiangming Dong, Jinwei Zhang, Geli Roy, Partha Sarathi Joshi, Pawan Kumar Gilani, Hammad Murthy, Manchiraju Sri Ramachandra Jin, Cui Wang, Jie Zhang, Yao Chen, Bangqian Menarguez, Michael Angelo Biradar, Chandrashekhar M. Bajgain, Rajen Li, Xiangping Dai, Shengqi Hou, Ying Xin, Fengfei Moore III, Berrien |
author_facet | Qin, Yuanwei Xiao, Xiangming Dong, Jinwei Zhang, Geli Roy, Partha Sarathi Joshi, Pawan Kumar Gilani, Hammad Murthy, Manchiraju Sri Ramachandra Jin, Cui Wang, Jie Zhang, Yao Chen, Bangqian Menarguez, Michael Angelo Biradar, Chandrashekhar M. Bajgain, Rajen Li, Xiangping Dai, Shengqi Hou, Ying Xin, Fengfei Moore III, Berrien |
author_sort | Qin, Yuanwei |
collection | PubMed |
description | Extensive forest changes have occurred in monsoon Asia, substantially affecting climate, carbon cycle and biodiversity. Accurate forest cover maps at fine spatial resolutions are required to qualify and quantify these effects. In this study, an algorithm was developed to map forests in 2010, with the use of structure and biomass information from the Advanced Land Observation System (ALOS) Phased Array L-band Synthetic Aperture Radar (PALSAR) mosaic dataset and the phenological information from MODerate Resolution Imaging Spectroradiometer (MOD13Q1 and MOD09A1) products. Our forest map (PALSARMOD50 m F/NF) was assessed through randomly selected ground truth samples from high spatial resolution images and had an overall accuracy of 95%. Total area of forests in monsoon Asia in 2010 was estimated to be ~6.3 × 10(6 )km(2). The distribution of evergreen and deciduous forests agreed reasonably well with the median Normalized Difference Vegetation Index (NDVI) in winter. PALSARMOD50 m F/NF map showed good spatial and areal agreements with selected forest maps generated by the Japan Aerospace Exploration Agency (JAXA F/NF), European Space Agency (ESA F/NF), Boston University (MCD12Q1 F/NF), Food and Agricultural Organization (FAO FRA), and University of Maryland (Landsat forests), but relatively large differences and uncertainties in tropical forests and evergreen and deciduous forests. |
format | Online Article Text |
id | pubmed-4750005 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2016 |
publisher | Nature Publishing Group |
record_format | MEDLINE/PubMed |
spelling | pubmed-47500052016-02-18 Mapping forests in monsoon Asia with ALOS PALSAR 50-m mosaic images and MODIS imagery in 2010 Qin, Yuanwei Xiao, Xiangming Dong, Jinwei Zhang, Geli Roy, Partha Sarathi Joshi, Pawan Kumar Gilani, Hammad Murthy, Manchiraju Sri Ramachandra Jin, Cui Wang, Jie Zhang, Yao Chen, Bangqian Menarguez, Michael Angelo Biradar, Chandrashekhar M. Bajgain, Rajen Li, Xiangping Dai, Shengqi Hou, Ying Xin, Fengfei Moore III, Berrien Sci Rep Article Extensive forest changes have occurred in monsoon Asia, substantially affecting climate, carbon cycle and biodiversity. Accurate forest cover maps at fine spatial resolutions are required to qualify and quantify these effects. In this study, an algorithm was developed to map forests in 2010, with the use of structure and biomass information from the Advanced Land Observation System (ALOS) Phased Array L-band Synthetic Aperture Radar (PALSAR) mosaic dataset and the phenological information from MODerate Resolution Imaging Spectroradiometer (MOD13Q1 and MOD09A1) products. Our forest map (PALSARMOD50 m F/NF) was assessed through randomly selected ground truth samples from high spatial resolution images and had an overall accuracy of 95%. Total area of forests in monsoon Asia in 2010 was estimated to be ~6.3 × 10(6 )km(2). The distribution of evergreen and deciduous forests agreed reasonably well with the median Normalized Difference Vegetation Index (NDVI) in winter. PALSARMOD50 m F/NF map showed good spatial and areal agreements with selected forest maps generated by the Japan Aerospace Exploration Agency (JAXA F/NF), European Space Agency (ESA F/NF), Boston University (MCD12Q1 F/NF), Food and Agricultural Organization (FAO FRA), and University of Maryland (Landsat forests), but relatively large differences and uncertainties in tropical forests and evergreen and deciduous forests. Nature Publishing Group 2016-02-11 /pmc/articles/PMC4750005/ /pubmed/26864143 http://dx.doi.org/10.1038/srep20880 Text en Copyright © 2016, Macmillan Publishers Limited http://creativecommons.org/licenses/by/4.0/ This work is licensed under a Creative Commons Attribution 4.0 International License. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in the credit line; if the material is not included under the Creative Commons license, users will need to obtain permission from the license holder to reproduce the material. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/ |
spellingShingle | Article Qin, Yuanwei Xiao, Xiangming Dong, Jinwei Zhang, Geli Roy, Partha Sarathi Joshi, Pawan Kumar Gilani, Hammad Murthy, Manchiraju Sri Ramachandra Jin, Cui Wang, Jie Zhang, Yao Chen, Bangqian Menarguez, Michael Angelo Biradar, Chandrashekhar M. Bajgain, Rajen Li, Xiangping Dai, Shengqi Hou, Ying Xin, Fengfei Moore III, Berrien Mapping forests in monsoon Asia with ALOS PALSAR 50-m mosaic images and MODIS imagery in 2010 |
title | Mapping forests in monsoon Asia with ALOS PALSAR 50-m mosaic images and MODIS imagery in 2010 |
title_full | Mapping forests in monsoon Asia with ALOS PALSAR 50-m mosaic images and MODIS imagery in 2010 |
title_fullStr | Mapping forests in monsoon Asia with ALOS PALSAR 50-m mosaic images and MODIS imagery in 2010 |
title_full_unstemmed | Mapping forests in monsoon Asia with ALOS PALSAR 50-m mosaic images and MODIS imagery in 2010 |
title_short | Mapping forests in monsoon Asia with ALOS PALSAR 50-m mosaic images and MODIS imagery in 2010 |
title_sort | mapping forests in monsoon asia with alos palsar 50-m mosaic images and modis imagery in 2010 |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4750005/ https://www.ncbi.nlm.nih.gov/pubmed/26864143 http://dx.doi.org/10.1038/srep20880 |
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