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Title: Greenness indices from digital cameras predict the timing and seasonal dynamics of canopy-scale photosynthesis

Journal Article · · Ecological Applications
DOI: https://doi.org/10.1890/14-0005.1 · OSTI ID:1512110
 [1];  [2];  [3];  [4];  [1];  [5];  [6];  [7];  [8];  [9];  [10];  [11];  [12];  [13];  [12];  [14];  [15];  [1];  [16];  [10] more »;  [8];  [17];  [18];  [1] « less
  1. Harvard Univ., Cambridge, MA (United States)
  2. Boston Univ., MA (United States)
  3. Univ. of New Hampshire, Durham, NH (United States)
  4. Ghent Univ., Ghent (Belgium)
  5. Univ. de Montreal, Montreal Quebec (Canada)
  6. Univ. of California, Berkeley, CA (United States)
  7. US Dept. of Agriculture (USDA)., Ames, IA (United States). National Lab. for Agriculture and the Environment; Univ. of Illinois, Urbana-Champaign, IL (United States)
  8. Lawrence Berkeley National Lab. (LBNL), Berkeley, CA (United States)
  9. The Ohio State Univ., Columbus, OH (United States)
  10. Indiana Univ., Bloomington, IN (United States)
  11. Univ. of Colorado, Boulder, CO (United States)
  12. Univ. Laval, Quebec City, Quebec (Canada)
  13. US Dept. of Agriculture (USDA), Durham, NH (United States)
  14. Queen’s Univ., Kingston, Ontario (Canada)
  15. Univ. of Arizona, Tucson, AZ (United States)
  16. Univ. of Missouri, Columbia, MO (United States)
  17. Lawrence Livermore National Lab. (LLNL), Livermore, CA (United States)
  18. Centro de Ciencia do Sistema Terrestre, Insti. Nacional de Pesquisas Espaciais, Sao Paulo (Brazil)

The proliferation of digital cameras co-located with eddy covariance instrumentation provides new opportunities to better understand the relationship between canopy phenology and the seasonality of canopy photosynthesis. In this paper we analyze the abilities and limitations of canopy color metrics measured by digital repeat photography to track seasonal canopy development and photosynthesis, determine phenological transition dates, and estimate intra-annual and interannual variability in canopy photosynthesis. Here, we used 59 site-years of camera imagery and net ecosystem exchange measurements from 17 towers spanning three plant functional types (deciduous broadleaf forest, evergreen needleleaf forest, and grassland/crops) to derive color indices and estimate gross primary productivity (GPP). GPP was strongly correlated with greenness derived from camera imagery in all three plant functional types. Specifically, the beginning of the photosynthetic period in deciduous broadleaf forest and grassland/crops and the end of the photosynthetic period in grassland/crops were both correlated with changes in greenness; changes in redness were correlated with the end of the photosynthetic period in deciduous broadleaf forest. However, it was not possible to accurately identify the beginning or ending of the photosynthetic period using camera greenness in evergreen needleleaf forest. At deciduous broadleaf sites, anomalies in integrated greenness and total GPP were significantly correlated up to 60 days after the mean onset date for the start of spring. More generally, results from this work demonstrate that digital repeat photography can be used to quantify both the duration of the photosynthetically active period as well as total GPP in deciduous broadleaf forest and grassland/crops, but that new and different approaches are required before comparable results can be achieved in evergreen needleleaf forest.

Research Organization:
Lawrence Berkeley National Laboratory (LBNL), Berkeley, CA (United States)
Sponsoring Organization:
USDOE Office of Science (SC), Biological and Environmental Research (BER)
Grant/Contract Number:
AC02-05CH11231
OSTI ID:
1512110
Journal Information:
Ecological Applications, Journal Name: Ecological Applications Journal Issue: 1 Vol. 25; ISSN 1051-0761
Publisher:
Ecological Society of AmericaCopyright Statement
Country of Publication:
United States
Language:
English

References (74)

Phenological data series of cherry tree flowering in Kyoto, Japan, and its application to reconstruction of springtime temperatures since the 9th century journal January 2008
Seasonal changes in photosystem II organisation and pigment composition in Pinus sylvestris journal August 1995
Coupling between carbon cycling and climate in a high-elevation, subalpine forest: a model-data fusion analysis journal September 2006
Use of digital webcam images to track spring green-up in a deciduous broadleaf forest journal March 2007
Seasonal changes in the photosynthetic capacity of canopy oak (Quercus robur) leaves: the impact of slow development on annual carbon uptake journal August 2003
Trends in phenological phases in Europe between 1951 and 1996 journal August 2000
Relationships between leaf pigment content and spectral reflectance across a wide range of species, leaf structures and developmental stages journal August 2002
Monitoring vegetation phenology using MODIS journal March 2003
Measurements of CO2 and energy fluxes over a mixed hardwood forest in the mid-western United States journal July 2000
Biometric and eddy-covariance based estimates of annual carbon storage in five eastern North American deciduous forests journal December 2002
Carbon exchange by establishing biofuel crops in Central Illinois journal November 2011
How plant functional-type, weather, seasonal drought, and soil physical properties alter water and energy fluxes of an oak–grass savanna and an annual grassland journal May 2004
Inter-annual variability in the leaf area index of a boreal aspen-hazelnut forest in relation to net ecosystem production journal November 2004
Carbon dioxide and energy fluxes from a boreal mixedwood forest ecosystem in Ontario, Canada journal November 2006
The time series of flowering and leaf bud burst of boreal trees (1846–2005) support the direct temperature observations of climatic warming journal March 2009
Tracking the structural and functional development of a perennial pepperweed (Lepidium latifolium L.) infestation using a multi-year archive of webcam imagery and eddy covariance measurements journal July 2011
Using digital repeat photography and eddy covariance data to model grassland phenology and photosynthetic CO2 uptake journal October 2011
A comparison of multiple phenology data sources for estimating seasonal transitions in deciduous forest carbon exchange journal December 2011
Digital repeat photography for phenological research in forest ecosystems journal January 2012
Trends in fall phenology across the deciduous forests of the Eastern USA journal May 2012
Old-growth CO2 flux measurements reveal high sensitivity to climate anomalies across seasonal, annual and decadal time scales journal August 2012
Climate change, phenology, and phenological control of vegetation feedbacks to the climate system journal February 2013
Use of digital cameras for phenological observations journal September 2010
Using digital cameras for comparative phenological monitoring in an evergreen broad-leaved forest and a seasonal rain forest journal July 2012
Digital image-derived greenness links deep soil moisture to carbon uptake in a creosotebush-dominated shrubland journal May 2010
Cross-scalar satellite phenology from ground, Landsat, and MODIS data journal August 2007
Linking near-surface and satellite remote sensing measurements of deciduous broadleaf forest phenology journal February 2012
Landscapes as patches of plant functional types: An integrating concept for climate and ecosystem models: PLANT FUNCTIONAL TYPES AND CLIMATE MODELS journal May 2002
Factors controlling CO 2 exchange on timescales from hourly to decadal at Harvard Forest journal January 2007
Diverse responses of vegetation phenology to a warming climate journal January 2007
Seasonal patterns of tropical forest leaf area index and CO 2 exchange : TROPICAL FOREST CO journal March 2008
Quantitative phenological observations of a mixed beech forest in northern Switzerland with digital photography: PHENOLOGY BY USE OF DIGITAL PHOTOGRAPHY journal October 2008
Disturbance and the resilience of coupled carbon and nitrogen cycling in a north temperate forest journal January 2011
The global carbon dioxide flux in soil respiration and its relationship to vegetation and climate journal April 1992
Increased plant growth in the northern high latitudes from 1981 to 1991 journal April 1997
Temperature and vegetation seasonality diminishment over northern lands journal March 2013
Seasonal patterns and environmental control of carbon dioxide and water vapour exchange in an ecotonal boreal forest journal December 1999
Changed plant and animal life cycles from 1952 to 2000 in the Mediterranean region journal June 2002
'Breathing' of the terrestrial biosphere: lessons learned from a global network of carbon dioxide flux measurement systems journal January 2008
Design and Installation of a Camera Network Across an Elevation Gradient for Habitat Assessment journal May 2011
Using digital camera images to detect canopy condition of deciduous broad-leaved trees journal March 2011
Use of a Networked Digital Camera to Estimate Net CO 2 Uptake of a Desiccation‐Tolerant Moss
  • Graham, Eric A.; Hamilton, Michael P.; Mishler, Brent D.
  • International Journal of Plant Sciences, Vol. 167, Issue 4 https://doi.org/10.1086/503786
journal July 2006
Seasonal biochemical changes in coniferous forest canopies and their response to fertilization journal June 1994
Influence of spring phenology on seasonal and annual carbon balance in two contrasting New England forests journal January 2009
Influence of spring and autumn phenological transitions on forest ecosystem productivity journal October 2010
The relationship between carbon dioxide uptake and canopy colour from two camera systems in a deciduous forest in southern England journal December 2012
On the separation of net ecosystem exchange into assimilation and ecosystem respiration: review and improved algorithm journal September 2005
Spatial analysis of growing season length control over net ecosystem exchange journal October 2005
Variations in satellite-derived phenology in China's temperate vegetation journal April 2006
Climatic controls on the carbon and water balances of a boreal aspen forest, 1994?2003 journal March 2007
Comparison of carbon dioxide fluxes over three boreal black spruce forests in Canada journal January 2007
Longer growing seasons lead to less carbon sequestration by a subalpine forest journal February 2010
Impact of climate change on plant phenology in Mediterranean ecosystems journal March 2010
Contemporary climate change in the Sonoran Desert favors cold-adapted species journal May 2010
Environmental controls on water use efficiency during severe drought in an Ozark Forest in Missouri, USA: ENVIRONMENTAL CONTROL ON WATER USE EFFICIENCY journal December 2009
Public Internet-connected cameras used as a cross-continental ground-based plant phenology monitoring system: PUBLIC CAMERAS AS PHENOLOGY MONITORING SYSTEM journal January 2010
Evidence of increased net ecosystem productivity associated with a longer vegetated season in a deciduous forest in south-central Indiana, USA: INCREASED NEP IN A DECIDUOUS FOREST journal January 2011
Phenology shifts at start vs. end of growing season in temperate vegetation over the Northern Hemisphere for the period 1982-2008: PHENOLOGY SHIFTS AT START VS. END OF GROWING SEASON journal February 2011
Interacting controls on productivity in a northern Great Plains grassland and implications for response to ENSO events: CONTROLS ON GRASSLAND PRODUCTIVITY journal June 2011
Landscape controls on the timing of spring, autumn, and growing season length in mid-Atlantic forests journal September 2011
Terrestrial biosphere models need better representation of vegetation phenology: results from the North American Carbon Program Site Synthesis journal November 2011
Terrestrial biosphere model performance for inter-annual variability of land-atmosphere CO2 exchange journal March 2012
Leaf age and season influence the relationships between leaf nitrogen, leaf mass per area and photosynthesis in maple and oak trees journal April 1991
Seasonal and interannual variability in 13 C composition of ecosystem carbon fluxes in the U.S. Southern Great Plains journal January 2011
The global network of outdoor webcams: properties and applications
  • Jacobs, Nathan; Burgin, Walker; Fridrich, Nick
  • Proceedings of the 17th ACM SIGSPATIAL International Conference on Advances in Geographic Information Systems - GIS '09 https://doi.org/10.1145/1653771.1653789
conference January 2009
Web-accessible geographic integration and calibration of webcams journal February 2013
Is spring starting earlier? journal January 2008
How Environmental Conditions Affect Canopy Leaf-Level Photosynthesis in four Deciduous tree Species journal December 1998
Global Warming and Flowering Times in Thoreau'S Concord: a Community Perspective journal February 2008
Tracking the rhythm of the seasons in the face of global change: phenological research in the 21st century
  • Morisette, Jeffrey T.; Richardson, Andrew D.; Knapp, Alan K.
  • Frontiers in Ecology and the Environment, Vol. 7, Issue 5 https://doi.org/10.1890/070217
journal June 2009
Near-surface remote sensing of spatial and temporal variation in canopy phenology journal September 2009
Tracking forest phenology and seasonal physiology using digital repeat photography: a critical assessment journal September 2014
Tree phenology and carbon dioxide fluxes: use of digital photography for process-based interpretation at the ecosystem scale journal September 2009
Evaluating remote sensing of deciduous forest phenology at multiple spatial scales using PhenoCam imagery journal January 2014

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