Understanding on relationships between seasonality of vegetation phenology and photosynthesis is lacking for desert ecosystems. We used digital camera (i.e., PhenoCam) to monitor the phenology of forest (i.e., 2 sites with one being closer to a lake) and grassland (i.e., 1 site) ecosystems in the Badain Jaran Desert, China. The vegetation phenology was quantified using vegetation indices calculated from the red, green, and blue digital numbers in images obtained by the PhenoCams. Additionally, various meteorological variables were continuously measured, and gross primary production (GPP) was obtained using the eddy covariance technique at the grassland site. The difference between the phenological periods extracted from the PhenoCam images and the artificial visual method was small (<= 6 days), indicating that the digital camera can effectively obtain desert vegetation phenology. The key meteorological factors affecting changes in the vegetation indices were identified, with temperature being the most important factor (i.e., correlation coefficients = 0.4-0.8 and p-value < 0.001 for all three study sites). Although precipitation showed weak correlation with the vegetation index (correlation coefficient = 0.18-0.14, p-value < 0.01), rapid increases in the vegetation index were observed in response to precipitation events. Vegetation indices were strongly correlated with GPP variations at the grassland, and the strongest correlation was observed in the green-up stage (correlation coefficient = 0.67 to 0.85, p-value < 0.001). The highest GPP lagged about 1 month behind the peak in the vegetation indices in summer (June-August). Our results can markedly improve the knowledge of desert ecosystem processes and aid in assessing the influence of future climate changes in drylands.
机构:
Max Planck Inst Biogeochem, Biogeochem Model Data Integrat Grp, D-07745 Jena, GermanyMax Planck Inst Biogeochem, Biogeochem Model Data Integrat Grp, D-07745 Jena, Germany
Beer, Christian
Reichstein, Markus
论文数: 0引用数: 0
h-index: 0
机构:
Max Planck Inst Biogeochem, Biogeochem Model Data Integrat Grp, D-07745 Jena, GermanyMax Planck Inst Biogeochem, Biogeochem Model Data Integrat Grp, D-07745 Jena, Germany
Reichstein, Markus
Tomelleri, Enrico
论文数: 0引用数: 0
h-index: 0
机构:
Max Planck Inst Biogeochem, Biogeochem Model Data Integrat Grp, D-07745 Jena, GermanyMax Planck Inst Biogeochem, Biogeochem Model Data Integrat Grp, D-07745 Jena, Germany
Tomelleri, Enrico
Ciais, Philippe
论文数: 0引用数: 0
h-index: 0
机构:
CEA CNRS UVSQ, Inst Pierre Simon Laplace, Lab Sci Climat & Environm, Gif Sur Yvette, FranceMax Planck Inst Biogeochem, Biogeochem Model Data Integrat Grp, D-07745 Jena, Germany
Ciais, Philippe
Jung, Martin
论文数: 0引用数: 0
h-index: 0
机构:
Max Planck Inst Biogeochem, Biogeochem Model Data Integrat Grp, D-07745 Jena, GermanyMax Planck Inst Biogeochem, Biogeochem Model Data Integrat Grp, D-07745 Jena, Germany
Jung, Martin
Carvalhais, Nuno
论文数: 0引用数: 0
h-index: 0
机构:
Max Planck Inst Biogeochem, Biogeochem Model Data Integrat Grp, D-07745 Jena, Germany
Univ Nova Lisboa, FCT, Caparica, PortugalMax Planck Inst Biogeochem, Biogeochem Model Data Integrat Grp, D-07745 Jena, Germany
Carvalhais, Nuno
Roedenbeck, Christian
论文数: 0引用数: 0
h-index: 0
机构:Max Planck Inst Biogeochem, Biogeochem Model Data Integrat Grp, D-07745 Jena, Germany
Roedenbeck, Christian
Arain, M. Altaf
论文数: 0引用数: 0
h-index: 0
机构:
McMaster Univ, McMaster Ctr Climate Change, Hamilton, ON, CanadaMax Planck Inst Biogeochem, Biogeochem Model Data Integrat Grp, D-07745 Jena, Germany
Arain, M. Altaf
Baldocchi, Dennis
论文数: 0引用数: 0
h-index: 0
机构:
Univ Calif Berkeley, Dept Environm Sci Policy & Management, Berkeley, CA 94720 USA
Univ Calif Berkeley, Berkeley Atmospher Sci Ctr, Berkeley, CA 94720 USAMax Planck Inst Biogeochem, Biogeochem Model Data Integrat Grp, D-07745 Jena, Germany
Baldocchi, Dennis
Bonan, Gordon B.
论文数: 0引用数: 0
h-index: 0
机构:
Natl Ctr Atmospher Res, Boulder, CO 80305 USAMax Planck Inst Biogeochem, Biogeochem Model Data Integrat Grp, D-07745 Jena, Germany
Bonan, Gordon B.
Bondeau, Alberte
论文数: 0引用数: 0
h-index: 0
机构:
Potsdam Inst Climate Impact Res PIK, D-14473 Potsdam, GermanyMax Planck Inst Biogeochem, Biogeochem Model Data Integrat Grp, D-07745 Jena, Germany
Bondeau, Alberte
Cescatti, Alessandro
论文数: 0引用数: 0
h-index: 0
机构:
Commiss European Communities, DG Joint Res Ctr, Inst Environm & Sustainabil, Climate Change Unit, Ispra, ItalyMax Planck Inst Biogeochem, Biogeochem Model Data Integrat Grp, D-07745 Jena, Germany
Cescatti, Alessandro
Lasslop, Gitta
论文数: 0引用数: 0
h-index: 0
机构:
Max Planck Inst Biogeochem, Biogeochem Model Data Integrat Grp, D-07745 Jena, GermanyMax Planck Inst Biogeochem, Biogeochem Model Data Integrat Grp, D-07745 Jena, Germany
机构:
Univ Sheffield, Dept Anim & Plant Sci, Sheffield S10 2TN, S Yorkshire, EnglandMax Planck Inst Biogeochem, Biogeochem Model Data Integrat Grp, D-07745 Jena, Germany
Lomas, Mark
Luyssaert, Sebastiaan
论文数: 0引用数: 0
h-index: 0
机构:
Univ Antwerp, Dept Biol, Antwerp, BelgiumMax Planck Inst Biogeochem, Biogeochem Model Data Integrat Grp, D-07745 Jena, Germany
Luyssaert, Sebastiaan
Margolis, Hank
论文数: 0引用数: 0
h-index: 0
机构:
Univ Laval, Ctr Etud Foret, Fac Foresterie Geogr & Geomat, Quebec City, PQ, CanadaMax Planck Inst Biogeochem, Biogeochem Model Data Integrat Grp, D-07745 Jena, Germany
Margolis, Hank
Oleson, Keith W.
论文数: 0引用数: 0
h-index: 0
机构:
Natl Ctr Atmospher Res, Boulder, CO 80305 USAMax Planck Inst Biogeochem, Biogeochem Model Data Integrat Grp, D-07745 Jena, Germany
Oleson, Keith W.
Roupsard, Olivier
论文数: 0引用数: 0
h-index: 0
机构:
Cirad Persyst, UPR80, Fonct & Pilotage Ecosyst Plantat, Montpellier, France
CATIE, Turrialba, Costa RicaMax Planck Inst Biogeochem, Biogeochem Model Data Integrat Grp, D-07745 Jena, Germany
Roupsard, Olivier
论文数: 引用数:
h-index:
机构:
Veenendaal, Elmar
Viovy, Nicolas
论文数: 0引用数: 0
h-index: 0
机构:
CEA CNRS UVSQ, Inst Pierre Simon Laplace, Lab Sci Climat & Environm, Gif Sur Yvette, FranceMax Planck Inst Biogeochem, Biogeochem Model Data Integrat Grp, D-07745 Jena, Germany
Viovy, Nicolas
Williams, Christopher
论文数: 0引用数: 0
h-index: 0
机构:
Clark Univ, Grad Sch Geog, Worcester, MA 01610 USAMax Planck Inst Biogeochem, Biogeochem Model Data Integrat Grp, D-07745 Jena, Germany
Williams, Christopher
Woodward, F. Ian
论文数: 0引用数: 0
h-index: 0
机构:Max Planck Inst Biogeochem, Biogeochem Model Data Integrat Grp, D-07745 Jena, Germany
机构:
Max Planck Inst Biogeochem, Biogeochem Model Data Integrat Grp, D-07745 Jena, GermanyMax Planck Inst Biogeochem, Biogeochem Model Data Integrat Grp, D-07745 Jena, Germany
Beer, Christian
Reichstein, Markus
论文数: 0引用数: 0
h-index: 0
机构:
Max Planck Inst Biogeochem, Biogeochem Model Data Integrat Grp, D-07745 Jena, GermanyMax Planck Inst Biogeochem, Biogeochem Model Data Integrat Grp, D-07745 Jena, Germany
Reichstein, Markus
Tomelleri, Enrico
论文数: 0引用数: 0
h-index: 0
机构:
Max Planck Inst Biogeochem, Biogeochem Model Data Integrat Grp, D-07745 Jena, GermanyMax Planck Inst Biogeochem, Biogeochem Model Data Integrat Grp, D-07745 Jena, Germany
Tomelleri, Enrico
Ciais, Philippe
论文数: 0引用数: 0
h-index: 0
机构:
CEA CNRS UVSQ, Inst Pierre Simon Laplace, Lab Sci Climat & Environm, Gif Sur Yvette, FranceMax Planck Inst Biogeochem, Biogeochem Model Data Integrat Grp, D-07745 Jena, Germany
Ciais, Philippe
Jung, Martin
论文数: 0引用数: 0
h-index: 0
机构:
Max Planck Inst Biogeochem, Biogeochem Model Data Integrat Grp, D-07745 Jena, GermanyMax Planck Inst Biogeochem, Biogeochem Model Data Integrat Grp, D-07745 Jena, Germany
Jung, Martin
Carvalhais, Nuno
论文数: 0引用数: 0
h-index: 0
机构:
Max Planck Inst Biogeochem, Biogeochem Model Data Integrat Grp, D-07745 Jena, Germany
Univ Nova Lisboa, FCT, Caparica, PortugalMax Planck Inst Biogeochem, Biogeochem Model Data Integrat Grp, D-07745 Jena, Germany
Carvalhais, Nuno
Roedenbeck, Christian
论文数: 0引用数: 0
h-index: 0
机构:Max Planck Inst Biogeochem, Biogeochem Model Data Integrat Grp, D-07745 Jena, Germany
Roedenbeck, Christian
Arain, M. Altaf
论文数: 0引用数: 0
h-index: 0
机构:
McMaster Univ, McMaster Ctr Climate Change, Hamilton, ON, CanadaMax Planck Inst Biogeochem, Biogeochem Model Data Integrat Grp, D-07745 Jena, Germany
Arain, M. Altaf
Baldocchi, Dennis
论文数: 0引用数: 0
h-index: 0
机构:
Univ Calif Berkeley, Dept Environm Sci Policy & Management, Berkeley, CA 94720 USA
Univ Calif Berkeley, Berkeley Atmospher Sci Ctr, Berkeley, CA 94720 USAMax Planck Inst Biogeochem, Biogeochem Model Data Integrat Grp, D-07745 Jena, Germany
Baldocchi, Dennis
Bonan, Gordon B.
论文数: 0引用数: 0
h-index: 0
机构:
Natl Ctr Atmospher Res, Boulder, CO 80305 USAMax Planck Inst Biogeochem, Biogeochem Model Data Integrat Grp, D-07745 Jena, Germany
Bonan, Gordon B.
Bondeau, Alberte
论文数: 0引用数: 0
h-index: 0
机构:
Potsdam Inst Climate Impact Res PIK, D-14473 Potsdam, GermanyMax Planck Inst Biogeochem, Biogeochem Model Data Integrat Grp, D-07745 Jena, Germany
Bondeau, Alberte
Cescatti, Alessandro
论文数: 0引用数: 0
h-index: 0
机构:
Commiss European Communities, DG Joint Res Ctr, Inst Environm & Sustainabil, Climate Change Unit, Ispra, ItalyMax Planck Inst Biogeochem, Biogeochem Model Data Integrat Grp, D-07745 Jena, Germany
Cescatti, Alessandro
Lasslop, Gitta
论文数: 0引用数: 0
h-index: 0
机构:
Max Planck Inst Biogeochem, Biogeochem Model Data Integrat Grp, D-07745 Jena, GermanyMax Planck Inst Biogeochem, Biogeochem Model Data Integrat Grp, D-07745 Jena, Germany
机构:
Univ Sheffield, Dept Anim & Plant Sci, Sheffield S10 2TN, S Yorkshire, EnglandMax Planck Inst Biogeochem, Biogeochem Model Data Integrat Grp, D-07745 Jena, Germany
Lomas, Mark
Luyssaert, Sebastiaan
论文数: 0引用数: 0
h-index: 0
机构:
Univ Antwerp, Dept Biol, Antwerp, BelgiumMax Planck Inst Biogeochem, Biogeochem Model Data Integrat Grp, D-07745 Jena, Germany
Luyssaert, Sebastiaan
Margolis, Hank
论文数: 0引用数: 0
h-index: 0
机构:
Univ Laval, Ctr Etud Foret, Fac Foresterie Geogr & Geomat, Quebec City, PQ, CanadaMax Planck Inst Biogeochem, Biogeochem Model Data Integrat Grp, D-07745 Jena, Germany
Margolis, Hank
Oleson, Keith W.
论文数: 0引用数: 0
h-index: 0
机构:
Natl Ctr Atmospher Res, Boulder, CO 80305 USAMax Planck Inst Biogeochem, Biogeochem Model Data Integrat Grp, D-07745 Jena, Germany
Oleson, Keith W.
Roupsard, Olivier
论文数: 0引用数: 0
h-index: 0
机构:
Cirad Persyst, UPR80, Fonct & Pilotage Ecosyst Plantat, Montpellier, France
CATIE, Turrialba, Costa RicaMax Planck Inst Biogeochem, Biogeochem Model Data Integrat Grp, D-07745 Jena, Germany
Roupsard, Olivier
论文数: 引用数:
h-index:
机构:
Veenendaal, Elmar
Viovy, Nicolas
论文数: 0引用数: 0
h-index: 0
机构:
CEA CNRS UVSQ, Inst Pierre Simon Laplace, Lab Sci Climat & Environm, Gif Sur Yvette, FranceMax Planck Inst Biogeochem, Biogeochem Model Data Integrat Grp, D-07745 Jena, Germany
Viovy, Nicolas
Williams, Christopher
论文数: 0引用数: 0
h-index: 0
机构:
Clark Univ, Grad Sch Geog, Worcester, MA 01610 USAMax Planck Inst Biogeochem, Biogeochem Model Data Integrat Grp, D-07745 Jena, Germany
Williams, Christopher
Woodward, F. Ian
论文数: 0引用数: 0
h-index: 0
机构:Max Planck Inst Biogeochem, Biogeochem Model Data Integrat Grp, D-07745 Jena, Germany