Articles | Volume 11, issue 16
https://doi.org/10.5194/bg-11-4305-2014
https://doi.org/10.5194/bg-11-4305-2014
Research article
 | 
19 Aug 2014
Research article |  | 19 Aug 2014

Evaluating remote sensing of deciduous forest phenology at multiple spatial scales using PhenoCam imagery

S. T. Klosterman, K. Hufkens, J. M. Gray, E. Melaas, O. Sonnentag, I. Lavine, L. Mitchell, R. Norman, M. A. Friedl, and A. D. Richardson

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Cited articles

Aono, Y. and Kazui, K.: Phenological data series of cherry tree flowering in Kyoto, Japan, and its application to reconstruction of springtime temperatures since the 9th century, Int. J. Climatol., 28, 905–914, 2008.
Archetti, M., Richardson, A. D., O'Keefe, J., and Delpierre, N.: Predicting Climate Change Impacts on the Amount and Duration of Autumn Colors in a New England Forest, edited by B. Bond-Lamberty, PLoS One, 8, e57373, https://doi.org/10.1371/journal.pone.0057373, 2013.
Basler, D. and Korner, C.: Photoperiod and temperature responses of bud swelling and bud burst in four temperate forest tree species, Tree Physiol., 34, https://doi.org/10.1093/treephys/tpu021, 2014.
Cescatti, A., Marcolla, B., Santhana Vannan, S. K., Pan, J. Y., Román, M. O., Yang, X., Ciais, P., Cook, R. B., Law, B. E., Matteucci, G., Migliavacca, M., Moors, E., Richardson, A. D., Seufert, G., and Schaaf, C. B.: Intercomparison of MODIS albedo retrievals and in situ measurements across the global FLUXNET network, Remote Sens. Environ., 121, 323–334, 2012.
Cong, N., Piao, S., Chen, A., Wang, X., Lin, X., Chen, S., Han, S., Zhou, G., and Zhang, X.: Spring vegetation green-up date in China inferred from SPOT NDVI data: A multiple model analysis, Agric. For. Meteorol., 165, 104–113, 2012.
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