Towards the development of a regional version of MOD17 for the determination of gross and net primary productivity of oil palm trees

被引:21
作者
Cracknell, Arthur Philip [1 ]
Kanniah, Kasturi Devi [2 ]
Tan, Kian Pang [2 ]
Wang, Lei [3 ,4 ]
机构
[1] Univ Dundee, Div Elect Engn & Phys, Dundee DDI 4HN, Scotland
[2] UTM, Dept Geoinformat, Skudai 81310, Johor, Malaysia
[3] Chinese Acad Sci, Inst Remote Sensing & Digital Earth, State Key Lab Remote Sensing Sci, Beijing 100101, Peoples R China
[4] Univ Maryland, Dept Geog Sci, College Pk, MD 20742 USA
关键词
SOUTHERN PENINSULAR MALAYSIA; UK-DMC; 2; MODIS; EARTH;
D O I
10.1080/01431161.2014.995278
中图分类号
TP7 [遥感技术];
学科分类号
081102 ; 0816 ; 081602 ; 083002 ; 1404 ;
摘要
Conducting quantitative studies on the carbon balance or productivity of oil palm is important for understanding the role of this ecosystem in global climate change. The MOD17 algorithm is used for processing data from the Moderate Resolution Imaging Spectroradiometer (MODIS) to generate the values of gross primary productivity (GPP) and net primary productivity for input to global carbon cycle modelling. In view of the increasing importance of data on carbon sequestration at regional and national levels, we have studied one important factor affecting the accuracy of the implementation of MOD17 at the sub-global level, namely the database of MODIS land cover (MOD12Q1) used by MOD17. By using a study area of approximately 7 km x 7 km (49 MODIS pixels) in semi-rural Johor in Peninsular Malaysia and using Google Earth 0.75 m resolution images as ground data, we found that the land-cover type for only 16 of these 49 MODIS pixels was correctly identified by MOD12Q1 using its 1 km resolution land-cover database. This leads to errors of 24% to 50% in the maximum light use efficiency, leading to corresponding errors of 24% to 50% in the GPP. We show that by using the Finer Resolution Observation and Monitoring - Global Land Cover (FROM-GLC) land-cover database developed by Gong et al., this particular error can be essentially eliminated, but at the cost of using extra computing resources.
引用
收藏
页码:262 / 289
页数:28
相关论文
共 20 条
[1]  
Arino O, 2008, ESA BULL-EUR SPACE, P24
[2]   GLC2000:: a new approach to global land cover mapping from Earth observation data [J].
Bartholomé, E ;
Belward, AS .
INTERNATIONAL JOURNAL OF REMOTE SENSING, 2005, 26 (09) :1959-1977
[3]   Evaluation of MODIS gross primary productivity and land cover products for the humid tropics using oil palm trees in Peninsular Malaysia and Google Earth imagery [J].
Cracknell, Arthur Philip ;
Kanniah, Kasturi Devi ;
Tan, Kian Pang ;
Wang, Lei .
INTERNATIONAL JOURNAL OF REMOTE SENSING, 2013, 34 (20) :7400-7423
[4]   MODIS Collection 5 global land cover: Algorithm refinements and characterization of new datasets [J].
Friedl, Mark A. ;
Sulla-Menashe, Damien ;
Tan, Bin ;
Schneider, Annemarie ;
Ramankutty, Navin ;
Sibley, Adam ;
Huang, Xiaoman .
REMOTE SENSING OF ENVIRONMENT, 2010, 114 (01) :168-182
[5]   Finer resolution observation and monitoring of global land cover: first mapping results with Landsat TM and ETM+ data [J].
Gong, Peng ;
Wang, Jie ;
Yu, Le ;
Zhao, Yongchao ;
Zhao, Yuanyuan ;
Liang, Lu ;
Niu, Zhenguo ;
Huang, Xiaomeng ;
Fu, Haohuan ;
Liu, Shuang ;
Li, Congcong ;
Li, Xueyan ;
Fu, Wei ;
Liu, Caixia ;
Xu, Yue ;
Wang, Xiaoyi ;
Cheng, Qu ;
Hu, Luanyun ;
Yao, Wenbo ;
Zhang, Han ;
Zhu, Peng ;
Zhao, Ziying ;
Zhang, Haiying ;
Zheng, Yaomin ;
Ji, Luyan ;
Zhang, Yawen ;
Chen, Han ;
Yan, An ;
Guo, Jianhong ;
Yu, Liang ;
Wang, Lei ;
Liu, Xiaojun ;
Shi, Tingting ;
Zhu, Menghua ;
Chen, Yanlei ;
Yang, Guangwen ;
Tang, Ping ;
Xu, Bing ;
Giri, Chandra ;
Clinton, Nicholas ;
Zhu, Zhiliang ;
Chen, Jin ;
Chen, Jun .
INTERNATIONAL JOURNAL OF REMOTE SENSING, 2013, 34 (07) :2607-2654
[6]   Global land cover classification at 1km spatial resolution using a classification tree approach [J].
Hansen, MC ;
Defries, RS ;
Townshend, JRG ;
Sohlberg, R .
INTERNATIONAL JOURNAL OF REMOTE SENSING, 2000, 21 (6-7) :1331-1364
[7]  
Heinsch F.A., 2003, USERS GUIDE GPP NPP
[8]   Carbon trading: A review of the Kyoto mechanisms [J].
Hepburn, Cameron .
ANNUAL REVIEW OF ENVIRONMENT AND RESOURCES, 2007, 32 :375-393
[9]   UK-DMC 2 SATELLITE DATA FOR DERIVING BIOPHYSICAL PARAMETERS OF OIL PALM TREES IN MALAYSIA [J].
Kanniah, Kasturi Devi ;
Tan, Kian Pang ;
Cracknell, Arthur Philip .
2012 IEEE INTERNATIONAL GEOSCIENCE AND REMOTE SENSING SYMPOSIUM (IGARSS), 2012, :6569-6572
[10]   Development of a global land cover characteristics database and IGBP DISCover from 1 km AVHRR data [J].
Loveland, TR ;
Reed, BC ;
Brown, JF ;
Ohlen, DO ;
Zhu, Z ;
Yang, L ;
Merchant, JW .
INTERNATIONAL JOURNAL OF REMOTE SENSING, 2000, 21 (6-7) :1303-1330