Digital repeat photography;
Green chromatic coordinate (gcc);
Near-surface remote sensing;
Normalized difference vegetation index (NDVI);
Phenology;
Stress monitoring;
CLIMATE-CHANGE;
NEAR-SURFACE;
FOREST;
NDVI;
REFLECTANCE;
PADDY;
D O I:
10.1016/j.agrformet.2014.05.008
中图分类号:
S3 [农学(农艺学)];
学科分类号:
0901 ;
摘要:
Sensor-based monitoring of vegetation phenology is being widely used to quantify phenological responses to climate variability and change. Digital repeat photography, in particular, can characterize the seasonality of canopy greenness. However, these data cannot be directly compared to satellite vegetation indices (e.g. NDVI, the normalized difference vegetation index) that require information about vegetation properties at near-infrared (NIR) wavelengths. Here, we develop a new method, using an inexpensive, NIR-enabled camera originally designed for security monitoring, to calculate a "camera NDVI" from sequential visible and visible + NIR photographs. We use a lab experiment for proof-of-concept, and then test the method using a year of data from an ongoing field campaign in a mixed temperate forest. Our analysis shows that the seasonal cycle of camera NDVI is almost identical to that of NDVI measured using narrow-band radiometric instruments, or as observed from space by the MODIS platform. This camera NDVI thus provides different information about the state of the canopy than can be obtained using only visible-wavelength imagery. In addition to phenological monitoring, our method should be useful for a variety of applications, including continuous monitoring of plant stress and quantifying vegetation responses to manipulative treatments in large field experiments. (C) 2014 Elsevier B.V. All rights reserved.
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页码:143 / 151
页数:9
相关论文
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[1]
Betancourt J.L., 2005, EOS Transactions American Geophysical Union, V86, P539, DOI [10.1029/2005EO510005, DOI 10.1029/2005EO510005]
机构:
Harvard Univ, Dept Organism & Evolutionary Biol, Cambridge, MA 02138 USA
Macquarie Univ, Dept Biol Sci, N Ryde, NSW 2109, AustraliaHarvard Univ, Dept Organism & Evolutionary Biol, Cambridge, MA 02138 USA
Keenan, T. F.
;
Darby, B.
论文数: 0引用数: 0
h-index: 0
机构:
Boston Univ, Dept Biol, Boston, MA 02215 USAHarvard Univ, Dept Organism & Evolutionary Biol, Cambridge, MA 02138 USA
Darby, B.
;
Felts, E.
论文数: 0引用数: 0
h-index: 0
机构:
Harvard Univ, Sch Engn & Appl Sci, Cambridge, MA 02138 USA
Harvard Univ, Dept Earth & Planetary Sci, Cambridge, MA 02138 USAHarvard Univ, Dept Organism & Evolutionary Biol, Cambridge, MA 02138 USA
Felts, E.
;
Sonnentag, O.
论文数: 0引用数: 0
h-index: 0
机构:
Harvard Univ, Dept Organism & Evolutionary Biol, Cambridge, MA 02138 USA
Univ Montreal, Dept Geog, Montreal, PQ H3T 1J4, CanadaHarvard Univ, Dept Organism & Evolutionary Biol, Cambridge, MA 02138 USA
Sonnentag, O.
;
Friedl, M. A.
论文数: 0引用数: 0
h-index: 0
机构:
Boston Univ, Dept Earth & Environm, Boston, MA 02215 USAHarvard Univ, Dept Organism & Evolutionary Biol, Cambridge, MA 02138 USA
Friedl, M. A.
;
Hufkens, K.
论文数: 0引用数: 0
h-index: 0
机构:
Boston Univ, Dept Earth & Environm, Boston, MA 02215 USA
Univ Ghent, Fac Biosci Engn, Isotope Biosci Lab, B-9000 Ghent, East Flanders, BelgiumHarvard Univ, Dept Organism & Evolutionary Biol, Cambridge, MA 02138 USA
Hufkens, K.
;
O'Keefe, J.
论文数: 0引用数: 0
h-index: 0
机构:
Harvard Univ, Harvard Forest, Petersham, MA 01366 USAHarvard Univ, Dept Organism & Evolutionary Biol, Cambridge, MA 02138 USA
O'Keefe, J.
;
论文数: 引用数:
h-index:
机构:
Klosterman, S.
;
Munger, J. W.
论文数: 0引用数: 0
h-index: 0
机构:
Harvard Univ, Sch Engn & Appl Sci, Cambridge, MA 02138 USA
Harvard Univ, Dept Earth & Planetary Sci, Cambridge, MA 02138 USAHarvard Univ, Dept Organism & Evolutionary Biol, Cambridge, MA 02138 USA
Munger, J. W.
;
Toomey, M.
论文数: 0引用数: 0
h-index: 0
机构:
Harvard Univ, Dept Organism & Evolutionary Biol, Cambridge, MA 02138 USAHarvard Univ, Dept Organism & Evolutionary Biol, Cambridge, MA 02138 USA
Toomey, M.
;
Richardson, A. D.
论文数: 0引用数: 0
h-index: 0
机构:
Harvard Univ, Dept Organism & Evolutionary Biol, Cambridge, MA 02138 USAHarvard Univ, Dept Organism & Evolutionary Biol, Cambridge, MA 02138 USA
机构:
European Commiss, DG Joint Res Ctr, Inst Environm & Sustainabil, Climate Risk Management Unit, Ispra, VA, ItalyEuropean Commiss, DG Joint Res Ctr, Inst Environm & Sustainabil, Climate Risk Management Unit, Ispra, VA, Italy
Migliavacca, M.
;
Sonnentag, O.
论文数: 0引用数: 0
h-index: 0
机构:
Harvard Univ, Dept Organism & Evolutionary Biol, Cambridge, MA 02138 USA
Univ Montreal, Dept Geog, Montreal, PQ H2V 2B8, CanadaEuropean Commiss, DG Joint Res Ctr, Inst Environm & Sustainabil, Climate Risk Management Unit, Ispra, VA, Italy
Sonnentag, O.
;
Keenan, T. F.
论文数: 0引用数: 0
h-index: 0
机构:
Harvard Univ, Dept Organism & Evolutionary Biol, Cambridge, MA 02138 USAEuropean Commiss, DG Joint Res Ctr, Inst Environm & Sustainabil, Climate Risk Management Unit, Ispra, VA, Italy
Keenan, T. F.
;
Cescatti, A.
论文数: 0引用数: 0
h-index: 0
机构:
European Commiss, DG Joint Res Ctr, Inst Environm & Sustainabil, Climate Risk Management Unit, Ispra, VA, ItalyEuropean Commiss, DG Joint Res Ctr, Inst Environm & Sustainabil, Climate Risk Management Unit, Ispra, VA, Italy
Cescatti, A.
;
O'Keefe, J.
论文数: 0引用数: 0
h-index: 0
机构:
Harvard Forest, Petersham, MA 01366 USAEuropean Commiss, DG Joint Res Ctr, Inst Environm & Sustainabil, Climate Risk Management Unit, Ispra, VA, Italy
O'Keefe, J.
;
Richardson, A. D.
论文数: 0引用数: 0
h-index: 0
机构:
Harvard Univ, Dept Organism & Evolutionary Biol, Cambridge, MA 02138 USAEuropean Commiss, DG Joint Res Ctr, Inst Environm & Sustainabil, Climate Risk Management Unit, Ispra, VA, Italy
机构:
NASA, Goddard Space Flight Ctr, Greenbelt, MD USANASA, Goddard Space Flight Ctr, Greenbelt, MD USA
Morisette, Jeffrey T.
;
Richardson, Andrew D.
论文数: 0引用数: 0
h-index: 0
机构:
Univ New Hampshire, Complex Syst Res Ctr, Durham, NH 03824 USANASA, Goddard Space Flight Ctr, Greenbelt, MD USA
Richardson, Andrew D.
;
Knapp, Alan K.
论文数: 0引用数: 0
h-index: 0
机构:
Colorado State Univ, Dept Biol, Ft Collins, CO 80523 USA
Colorado State Univ, Grad Degree Program Ecol, Ft Collins, CO 80523 USANASA, Goddard Space Flight Ctr, Greenbelt, MD USA
Knapp, Alan K.
;
Fisher, Jeremy I.
论文数: 0引用数: 0
h-index: 0
机构:
Synapse Energy Econ Inc, Cambridge, MA USANASA, Goddard Space Flight Ctr, Greenbelt, MD USA
Fisher, Jeremy I.
;
Graham, Eric A.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Calif Los Angeles, Ctr Embedded Networked Sensing, Los Angeles, CA USANASA, Goddard Space Flight Ctr, Greenbelt, MD USA
Graham, Eric A.
;
Abatzoglou, John
论文数: 0引用数: 0
h-index: 0
机构:
Univ Nevada, Desert Res Inst, Western Reg Climate Ctr, Div Atmospher Sci, Reno, NV 89506 USANASA, Goddard Space Flight Ctr, Greenbelt, MD USA
Abatzoglou, John
;
Wilson, Bruce E.
论文数: 0引用数: 0
h-index: 0
机构:
Oak Ridge Natl Lab, Div Environm Sci, Oak Ridge, TN 37831 USANASA, Goddard Space Flight Ctr, Greenbelt, MD USA
Wilson, Bruce E.
;
Breshears, David D.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Arizona, Sch Nat Resources, Inst Study Planet Earth, Tucson, AZ USA
Univ Arizona, Dept Ecol & Evolut Biol, Tucson, AZ 85721 USANASA, Goddard Space Flight Ctr, Greenbelt, MD USA
Breshears, David D.
;
Henebry, Geoffrey M.
论文数: 0引用数: 0
h-index: 0
机构:
S Dakota State Univ, Geog Informat Sci Ctr Excellence, Brookings, SD 57007 USANASA, Goddard Space Flight Ctr, Greenbelt, MD USA
Henebry, Geoffrey M.
;
Hanes, Jonathan M.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Wisconsin Milwaukee, Dept Geog, Milwaukee, WI USANASA, Goddard Space Flight Ctr, Greenbelt, MD USA
Hanes, Jonathan M.
;
Liang, Liang
论文数: 0引用数: 0
h-index: 0
机构:
Univ Wisconsin Milwaukee, Dept Geog, Milwaukee, WI USANASA, Goddard Space Flight Ctr, Greenbelt, MD USA
机构:
Harvard Univ, Dept Organism & Evolutionary Biol, Cambridge, MA 02138 USA
Macquarie Univ, Dept Biol Sci, N Ryde, NSW 2109, AustraliaHarvard Univ, Dept Organism & Evolutionary Biol, Cambridge, MA 02138 USA
Keenan, T. F.
;
Darby, B.
论文数: 0引用数: 0
h-index: 0
机构:
Boston Univ, Dept Biol, Boston, MA 02215 USAHarvard Univ, Dept Organism & Evolutionary Biol, Cambridge, MA 02138 USA
Darby, B.
;
Felts, E.
论文数: 0引用数: 0
h-index: 0
机构:
Harvard Univ, Sch Engn & Appl Sci, Cambridge, MA 02138 USA
Harvard Univ, Dept Earth & Planetary Sci, Cambridge, MA 02138 USAHarvard Univ, Dept Organism & Evolutionary Biol, Cambridge, MA 02138 USA
Felts, E.
;
Sonnentag, O.
论文数: 0引用数: 0
h-index: 0
机构:
Harvard Univ, Dept Organism & Evolutionary Biol, Cambridge, MA 02138 USA
Univ Montreal, Dept Geog, Montreal, PQ H3T 1J4, CanadaHarvard Univ, Dept Organism & Evolutionary Biol, Cambridge, MA 02138 USA
Sonnentag, O.
;
Friedl, M. A.
论文数: 0引用数: 0
h-index: 0
机构:
Boston Univ, Dept Earth & Environm, Boston, MA 02215 USAHarvard Univ, Dept Organism & Evolutionary Biol, Cambridge, MA 02138 USA
Friedl, M. A.
;
Hufkens, K.
论文数: 0引用数: 0
h-index: 0
机构:
Boston Univ, Dept Earth & Environm, Boston, MA 02215 USA
Univ Ghent, Fac Biosci Engn, Isotope Biosci Lab, B-9000 Ghent, East Flanders, BelgiumHarvard Univ, Dept Organism & Evolutionary Biol, Cambridge, MA 02138 USA
Hufkens, K.
;
O'Keefe, J.
论文数: 0引用数: 0
h-index: 0
机构:
Harvard Univ, Harvard Forest, Petersham, MA 01366 USAHarvard Univ, Dept Organism & Evolutionary Biol, Cambridge, MA 02138 USA
O'Keefe, J.
;
论文数: 引用数:
h-index:
机构:
Klosterman, S.
;
Munger, J. W.
论文数: 0引用数: 0
h-index: 0
机构:
Harvard Univ, Sch Engn & Appl Sci, Cambridge, MA 02138 USA
Harvard Univ, Dept Earth & Planetary Sci, Cambridge, MA 02138 USAHarvard Univ, Dept Organism & Evolutionary Biol, Cambridge, MA 02138 USA
Munger, J. W.
;
Toomey, M.
论文数: 0引用数: 0
h-index: 0
机构:
Harvard Univ, Dept Organism & Evolutionary Biol, Cambridge, MA 02138 USAHarvard Univ, Dept Organism & Evolutionary Biol, Cambridge, MA 02138 USA
Toomey, M.
;
Richardson, A. D.
论文数: 0引用数: 0
h-index: 0
机构:
Harvard Univ, Dept Organism & Evolutionary Biol, Cambridge, MA 02138 USAHarvard Univ, Dept Organism & Evolutionary Biol, Cambridge, MA 02138 USA
机构:
European Commiss, DG Joint Res Ctr, Inst Environm & Sustainabil, Climate Risk Management Unit, Ispra, VA, ItalyEuropean Commiss, DG Joint Res Ctr, Inst Environm & Sustainabil, Climate Risk Management Unit, Ispra, VA, Italy
Migliavacca, M.
;
Sonnentag, O.
论文数: 0引用数: 0
h-index: 0
机构:
Harvard Univ, Dept Organism & Evolutionary Biol, Cambridge, MA 02138 USA
Univ Montreal, Dept Geog, Montreal, PQ H2V 2B8, CanadaEuropean Commiss, DG Joint Res Ctr, Inst Environm & Sustainabil, Climate Risk Management Unit, Ispra, VA, Italy
Sonnentag, O.
;
Keenan, T. F.
论文数: 0引用数: 0
h-index: 0
机构:
Harvard Univ, Dept Organism & Evolutionary Biol, Cambridge, MA 02138 USAEuropean Commiss, DG Joint Res Ctr, Inst Environm & Sustainabil, Climate Risk Management Unit, Ispra, VA, Italy
Keenan, T. F.
;
Cescatti, A.
论文数: 0引用数: 0
h-index: 0
机构:
European Commiss, DG Joint Res Ctr, Inst Environm & Sustainabil, Climate Risk Management Unit, Ispra, VA, ItalyEuropean Commiss, DG Joint Res Ctr, Inst Environm & Sustainabil, Climate Risk Management Unit, Ispra, VA, Italy
Cescatti, A.
;
O'Keefe, J.
论文数: 0引用数: 0
h-index: 0
机构:
Harvard Forest, Petersham, MA 01366 USAEuropean Commiss, DG Joint Res Ctr, Inst Environm & Sustainabil, Climate Risk Management Unit, Ispra, VA, Italy
O'Keefe, J.
;
Richardson, A. D.
论文数: 0引用数: 0
h-index: 0
机构:
Harvard Univ, Dept Organism & Evolutionary Biol, Cambridge, MA 02138 USAEuropean Commiss, DG Joint Res Ctr, Inst Environm & Sustainabil, Climate Risk Management Unit, Ispra, VA, Italy
机构:
NASA, Goddard Space Flight Ctr, Greenbelt, MD USANASA, Goddard Space Flight Ctr, Greenbelt, MD USA
Morisette, Jeffrey T.
;
Richardson, Andrew D.
论文数: 0引用数: 0
h-index: 0
机构:
Univ New Hampshire, Complex Syst Res Ctr, Durham, NH 03824 USANASA, Goddard Space Flight Ctr, Greenbelt, MD USA
Richardson, Andrew D.
;
Knapp, Alan K.
论文数: 0引用数: 0
h-index: 0
机构:
Colorado State Univ, Dept Biol, Ft Collins, CO 80523 USA
Colorado State Univ, Grad Degree Program Ecol, Ft Collins, CO 80523 USANASA, Goddard Space Flight Ctr, Greenbelt, MD USA
Knapp, Alan K.
;
Fisher, Jeremy I.
论文数: 0引用数: 0
h-index: 0
机构:
Synapse Energy Econ Inc, Cambridge, MA USANASA, Goddard Space Flight Ctr, Greenbelt, MD USA
Fisher, Jeremy I.
;
Graham, Eric A.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Calif Los Angeles, Ctr Embedded Networked Sensing, Los Angeles, CA USANASA, Goddard Space Flight Ctr, Greenbelt, MD USA
Graham, Eric A.
;
Abatzoglou, John
论文数: 0引用数: 0
h-index: 0
机构:
Univ Nevada, Desert Res Inst, Western Reg Climate Ctr, Div Atmospher Sci, Reno, NV 89506 USANASA, Goddard Space Flight Ctr, Greenbelt, MD USA
Abatzoglou, John
;
Wilson, Bruce E.
论文数: 0引用数: 0
h-index: 0
机构:
Oak Ridge Natl Lab, Div Environm Sci, Oak Ridge, TN 37831 USANASA, Goddard Space Flight Ctr, Greenbelt, MD USA
Wilson, Bruce E.
;
Breshears, David D.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Arizona, Sch Nat Resources, Inst Study Planet Earth, Tucson, AZ USA
Univ Arizona, Dept Ecol & Evolut Biol, Tucson, AZ 85721 USANASA, Goddard Space Flight Ctr, Greenbelt, MD USA
Breshears, David D.
;
Henebry, Geoffrey M.
论文数: 0引用数: 0
h-index: 0
机构:
S Dakota State Univ, Geog Informat Sci Ctr Excellence, Brookings, SD 57007 USANASA, Goddard Space Flight Ctr, Greenbelt, MD USA
Henebry, Geoffrey M.
;
Hanes, Jonathan M.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Wisconsin Milwaukee, Dept Geog, Milwaukee, WI USANASA, Goddard Space Flight Ctr, Greenbelt, MD USA
Hanes, Jonathan M.
;
Liang, Liang
论文数: 0引用数: 0
h-index: 0
机构:
Univ Wisconsin Milwaukee, Dept Geog, Milwaukee, WI USANASA, Goddard Space Flight Ctr, Greenbelt, MD USA