Modeling gross primary production of irrigated and rain-fed maize using MODIS imagery and CO2 flux tower data

被引:107
作者
Kalfas, Joshua L. [1 ]
Xiao, Xiangming [1 ]
Vanegas, Diana X. [1 ]
Verma, Shashi B. [2 ]
Suyker, Andrew E. [2 ]
机构
[1] Univ Oklahoma, Dept Bot & Microbiol, Ctr Spatial Anal, Norman, OK 73019 USA
[2] Univ Nebraska, Sch Nat Resources, Lincoln, NE 68583 USA
基金
美国国家科学基金会;
关键词
Production efficiency model; Vegetation; Photosynthesis Model (VPM); Carbon; fluxes; C4; photosynthesis; Corn; CARBON-DIOXIDE EXCHANGE; LIGHT-USE EFFICIENCY; DECIDUOUS BROADLEAF FOREST; NORTH CENTRAL REGION; NO-TILL ECOSYSTEM; ENHANCED VEGETATION INDEX; RADIATION-USE EFFICIENCY; PADDY RICE AGRICULTURE; GAP FILLING STRATEGIES; LEAF-AREA INDEX;
D O I
10.1016/j.agrformet.2011.06.007
中图分类号
S3 [农学(农艺学)];
学科分类号
0901 ;
摘要
Information on gross primary production (GPP) of maize croplands is needed for assessing and monitoring maize crop conditions and the carbon cycle. A number of studies have used the eddy covariance technique to measure net ecosystem exchange (NEE) of CO2 between maize cropland fields and the atmosphere and partitioned NEE data to estimate seasonal dynamics and interannual variation of GPP in maize fields having various crop rotation systems and different water management practices. How to scale up in situ observations from flux tower sites to regional and global scales is a challenging task. In this study, the Vegetation Photosynthesis Model (VPM) and satellite images from the Moderate Resolution Imaging Spectroradiometer (MODIS) are used to estimate seasonal dynamics and interannual variation of GPP during 2001-2005 at five maize cropland sites located in Nebraska and Minnesota of the U.S.A. These sites have different crop rotation systems (continuously maize vs. maize and soybean rotated annually) and different water management practices (irrigation vs. rain-fed). The VPM is based on the concept of light absorption by chlorophyll and is driven by the Enhanced Vegetation Index (EVI) and the Land Surface Water Index (LSWI), photosynthetically active radiation (PAR), and air temperature. The seasonal dynamics of GPP predicted by the VPM agreed well with GPP estimates from eddy covariance flux tower data over the period of 2001-2005. These simulation results clearly demonstrate the potential of the VPM to scale-up GPP estimation of maize cropland, which is relevant to food, biofuel, and feedstock production, as well as food and energy security. (C) 2011 Elsevier B.V. All rights reserved.
引用
收藏
页码:1514 / 1528
页数:15
相关论文
共 92 条
  • [41] Modeling gross primary production of alpine ecosystems in the Tibetan Plateau using MODIS images and climate data
    Li, Zhengquan
    Yu, Guirui
    Xiao, Xiangming
    Li, Yingnian
    Zhao, Xinquan
    Ren, Chuanyou
    Zhang, Leiming
    Fu, Yuling
    [J]. REMOTE SENSING OF ENVIRONMENT, 2007, 107 (03) : 510 - 519
  • [42] Satellite estimates of productivity and light use efficiency in United States agriculture, 1982-98
    Lobell, DB
    Hicke, JA
    Asner, GP
    Field, CB
    Tucker, CJ
    Los, SO
    [J]. GLOBAL CHANGE BIOLOGY, 2002, 8 (08) : 722 - 735
  • [43] Sensitivity of the Enhanced Vegetation Index (EVI) and Normalized Difference Vegetation Index (NDVI) to topographic effects: A case study in high-density cypress forest
    Matsushita, Bunkei
    Yang, Wei
    Chen, Jin
    Onda, Yuyichi
    Qiu, Guoyu
    [J]. SENSORS, 2007, 7 (11) : 2636 - 2651
  • [44] Potential individual versus simultaneous climate change effects on soybean (C3) and maize (C4) crops:: An agrotechnology model based study
    Mera, Roberto J.
    Niyogi, Dev
    Buol, Gregory S.
    Wilkerson, Gail G.
    Semazzi, Fredrick H. M.
    [J]. GLOBAL AND PLANETARY CHANGE, 2006, 54 (1-2) : 163 - 182
  • [45] Variability in carbon exchange of European croplands
    Moors, Eddy J.
    Jacobs, Cor
    Jans, Wilma
    Supit, Iwan
    Kutsch, Werner L.
    Bernhofer, Christian
    Beziat, Pierre
    Buchmann, Nina
    Carrara, Arnaud
    Ceschia, Eric
    Elbers, Jan
    Eugster, Werner
    Kruijt, Bart
    Loubet, Benjamin
    Magliulo, Enzo
    Moureaux, Christine
    Olioso, Albert
    Saunders, Matt
    Soegaard, Henrik
    [J]. AGRICULTURE ECOSYSTEMS & ENVIRONMENT, 2010, 139 (03) : 325 - 335
  • [46] Low temperature effects on leaf physiology and survivorship in the C3 and C4 subspecies of Alloteropsis semialata
    Osborne, Colin P.
    Wythe, Emily J.
    Ibrahim, Douglas G.
    Gilbert, Matthew E.
    Ripley, Brad S.
    [J]. JOURNAL OF EXPERIMENTAL BOTANY, 2008, 59 (07) : 1743 - 1754
  • [47] Site-specific nitrogen and plant density management in irrigated maize
    Ping, J. L.
    Ferguson, R. B.
    Dobermann, A.
    [J]. AGRONOMY JOURNAL, 2008, 100 (04) : 1193 - 1204
  • [48] Processing of Yield Map Data
    J. L. Ping
    A. Dobermann
    [J]. Precision Agriculture, 2005, 6 (2) : 193 - 212
  • [49] Global primary production: A remote sensing approach
    Prince, SD
    Goward, SN
    [J]. JOURNAL OF BIOGEOGRAPHY, 1995, 22 (4-5) : 815 - 835
  • [50] POTENTIAL NET PRIMARY PRODUCTIVITY IN SOUTH-AMERICA - APPLICATION OF A GLOBAL-MODEL
    RAICH, JW
    RASTETTER, EB
    MELILLO, JM
    KICKLIGHTER, DW
    STEUDLER, PA
    PETERSON, BJ
    GRACE, AL
    MOORE, B
    VOROSMARTY, CJ
    [J]. ECOLOGICAL APPLICATIONS, 1991, 1 (04) : 399 - 429