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Snow-corrected vegetation indices for improved gross primary productivity assessment in North American evergreen forests

Journal Article · · Agricultural and Forest Meteorology
 [1];  [2];  [3];  [2];  [4];  [5];  [6];  [7];  [8];  [8];  [9];  [10];  [11];  [12];  [13]
  1. University of Nebraska, Lincoln, NE (United States); OSTI
  2. University of Utah, Salt Lake City, UT (United States)
  3. University of Nebraska, Lincoln, NE (United States)
  4. Zhejiang A&F University, Hangzhou (China)
  5. Centre National de la Recherche Scientifique (CNRS), Paris (France)
  6. Osaka Metropolitan University, Sakai (Japan)
  7. Texas A & M University, College Station, TX (United States)
  8. Northern Arizona University, Flagstaff, AZ (United States)
  9. University of New Brunswick, Fredericton NB (Canada)
  10. University of Florida, Gainesville, FL (United States)
  11. University of Colorado, Boulder, CO (United States)
  12. University of British Columbia, Vancouver, BC (Canada)
  13. McMaster University, Hamilton, ON (Canada)
North American evergreen forests cover large areas and influence the global carbon cycle. Satellite remote sensing has been used to track the phenology of ecosystem photosynthesis of these forests by detecting variation in vegetation optical properties associated with physiological and structural features, and most of these methods have been closely tied to vegetation greenness. However, in evergreens, the application of satellite data to monitor photosynthetic phenology is often limited by the lack of sensitivity of greenness-based indices. In this study, we identified 47 evergreen forest flux sites in North America that had MODIS observation overlapping with the flux tower records. We then calculated four vegetation indices using MODIS MAIAC data (MCD19A1), including NDVI, CCI, NIRv, and kNDVI, for the 47 flux sites and evaluated relationships between gross primary productivity (GPP) and vegetation indices across the North American evergreen forests. Our results showed that snow had substantial effects on the performance of all vegetation indices in tracking GPP phenology, particularly in the early spring when rapid changes occurred to both GPP and snow cover. Furthermore, different vegetation indices were affected differently, indicating contradictory and confounding effects of snow on these indices. After correcting for the snow effects, both CCI and NIRv performed well in tracking GPP phenology, albeit for different reasons. CCI is sensitive to seasonal changes in the relative levels of chlorophyll and carotenoid pigments, which are closely tied to GPP phenology in evergreens. NIRv is sensitive to the absorbed photosynthetically active radiation and to the contribution of deciduous components to the overall optical properties. We also found that correlations between GPP and vegetation indices varied among ecoregions and climate classes. In general, regions with pronounced seasonal GPP patterns had stronger correlations between GPP and greenness-based indices than regions with weaker seasonal GPP patterns. These biome differences were less pronounced for CCI. The snow artifacts and complementary vegetation index effects reported here should be considered in any large-scale studies of GPP using reflectance-based indices from optical satellites.
Research Organization:
Princeton University, NJ (United States)
Sponsoring Organization:
European Union (EU); National Aeronautics and Space Administration (NASA); National Science Foundation (NSF); USDOE Office of Science (SC)
Grant/Contract Number:
SC0016011
OSTI ID:
2420450
Journal Information:
Agricultural and Forest Meteorology, Journal Name: Agricultural and Forest Meteorology Journal Issue: C Vol. 340; ISSN 0168-1923
Publisher:
ElsevierCopyright Statement
Country of Publication:
United States
Language:
English

References (88)

Canopy and physiological controls of GPP during drought and heat wave journal April 2016
Climatic sensitivity, water‐use efficiency, and growth decline in boreal jack pine (Pinus banksiana) forests in Northern Ontario journal October 2016
A high-accuracy map of global terrain elevations: Accurate Global Terrain Elevation map journal June 2017
Canopy reflectance models illustrate varying NDVI responses to change in high latitude ecosystems journal August 2021
Climate‐change refugia in boreal North America: what, where, and for how long? journal June 2020
Ecoregions of the Conterminous United States: Evolution of a Hierarchical Spatial Framework journal September 2014
Developing a Spatial Framework of Common Ecological Regions for the Conterminous United States journal April 2001
Wide variation of winter-induced sustained thermal energy dissipation in conifers: a common-garden study journal September 2021
The role of xanthophyll cycle carotenoids in the protection of photosynthesis journal January 1996
Net ecosystem production in a temperate pine plantation in southeastern Canada journal February 2005
Carbon dioxide fluxes in coastal Douglas-fir stands at different stages of development after clearcut harvesting journal November 2006
The timing of spring rehydration and its relation with the onset of wood formation in black spruce journal September 2009
Vertical distribution of carbon dioxide sources and sinks in a recovering mountain pine beetle-attacked lodgepole pine stand journal September 2014
Understory CO2, sensible heat, and latent heat fluxes in a black spruce forest in interior Alaska journal December 2015
Limitations to winter and spring photosynthesis of a Rocky Mountain subalpine forest journal April 2018
Detecting intra- and inter-annual variability in gross primary productivity of a North American grassland using MODIS MAIAC data journal February 2020
Gross primary production (GPP) and red solar induced fluorescence (SIF) respond differently to light and seasonal environmental conditions in a subalpine conifer forest journal April 2022
Remotely sensed carotenoid dynamics improve modelling photosynthetic phenology in conifer and deciduous forests journal June 2022
TIMESAT—a program for analyzing time-series of satellite sensor data journal October 2004
Residual vegetation importance to net CO2 uptake in pine-dominated stands following mountain pine beetle attack in British Columbia, Canada journal April 2012
Variations in fraction of absorbed photosynthetically active radiation and comparisons with MODIS data in burned black spruce forests of interior Alaska journal June 2013
Parallel adjustments in vegetation greenness and ecosystem CO2 exchange in response to drought in a Southern California chaparral ecosystem journal August 2006
Assessing canopy PRI for water stress detection with diurnal airborne imagery journal February 2008
Interpretation of snow properties from imaging spectrometry journal September 2009
Regional mapping of gross light-use efficiency using MODIS spectral indices journal June 2008
Detecting water stress effects on fruit quality in orchards with time-series PRI airborne imagery journal February 2010
The photochemical reflectance index (PRI) and the remote sensing of leaf, canopy and ecosystem radiation use efficienciesA review and meta-analysis journal February 2011
Fluorescence, temperature and narrow-band indices acquired from a UAV platform for water stress detection using a micro-hyperspectral imager and a thermal camera journal February 2012
Multi-angle implementation of atmospheric correction for MODIS (MAIAC): 3. Atmospheric correction journal December 2012
Spatial and temporal variation in primary productivity (NDVI) of coastal Alaskan tundra: Decreased vegetation growth following earlier snowmelt journal February 2013
Evaluation of the potential of MODIS satellite data to predict vegetation phenology in different biomes: An investigation using ground-based NDVI measurements journal May 2013
A physically based vegetation index for improved monitoring of plant phenology journal September 2014
Photosynthetic efficiency of northern forest ecosystems using a MODIS-derived Photochemical Reflectance Index (PRI) journal December 2016
A nationwide annual characterization of 25 years of forest disturbance and recovery for Canada using Landsat time series journal June 2017
Disentangling remotely-sensed plant phenology and snow seasonality at northern Europe using MODIS and the plant phenology index journal September 2017
Google Earth Engine: Planetary-scale geospatial analysis for everyone journal December 2017
What is global photosynthesis? History, uncertainties and opportunities journal March 2019
Detecting intercepted snow on mountain needleleaf forest canopies using satellite remote sensing journal September 2019
NASA's surface biology and geology designated observable: A perspective on surface imaging algorithms journal May 2021
The PRISMA imaging spectroscopy mission: overview and first performance analysis journal September 2021
Potential of MODIS ocean bands for estimating CO 2 flux from terrestrial vegetation: A novel approach : MODIS OCEAN BANDS FOR TERRESTRIAL CARBON journal May 2004
Ecosystem carbon dioxide fluxes after disturbance in forests of North America journal January 2010
Evapotranspiration along an elevation gradient in California's Sierra Nevada: SIERRA NEVADA EVAPOTRANSPIRATION journal September 2012
Diurnal and Seasonal Dynamics of Solar‐Induced Chlorophyll Fluorescence, Vegetation Indices, and Gross Primary Productivity in the Boreal Forest journal February 2022
Temperature as a potent driver of regional forest drought stress and tree mortality journal September 2012
Multi-scale predictions of massive conifer mortality due to chronic temperature rise journal December 2015
Complexity revealed in the greening of the Arctic journal January 2020
Future reversal of warming-enhanced vegetation productivity in the Northern Hemisphere journal May 2022
Sufficient conditions for rapid range expansion of a boreal conifer journal August 2022
The FLUXNET2015 dataset and the ONEFlux processing pipeline for eddy covariance data journal July 2020
Optical vegetation indices for monitoring terrestrial ecosystems globally journal May 2022
Climate change impacts on forestry journal December 2007
A remotely sensed pigment index reveals photosynthetic phenology in evergreen conifers journal November 2016
Mechanistic evidence for tracking the seasonality of photosynthesis with solar-induced fluorescence journal May 2019
Variations of Box Plots journal February 1978
Extreme late-summer drought causes neutral annual carbon balance in southwestern ponderosa pine forests and grasslands journal February 2013
Wintertime photosynthesis and water uptake in a boreal forest journal June 2006
A montane Mediterranean climate supports year-round photosynthesis and high forest biomass journal January 2016
Snow Cover Mapping for Complex Mountainous Forested Environments Based on a Multi-Index Technique journal May 2018
Increasing the Accuracy of MODIS/Aqua Snow Product Using Quantitative Image Restoration Technique journal July 2012
The FLuorescence EXplorer Mission Concept—ESA’s Earth Explorer 8 journal March 2017
Seasonal variability of forest sensitivity to heat and drought stresses: A synthesis based on carbon fluxes from North American forest ecosystems journal October 2019
Confounding effects of snow cover on remotely sensed vegetation indices of evergreen and deciduous trees: An experimental study journal August 2023
Intermittent low temperatures constrain spring recovery of photosynthesis in boreal Scots pine forests journal June 2004
On the separation of net ecosystem exchange into assimilation and ecosystem respiration: review and improved algorithm journal September 2005
Separation of net ecosystem exchange into assimilation and respiration using a light response curve approach: critical issues and global evaluation: SEPARATION OF NEE INTO GPP AND RECO journal January 2010
Sustained energy dissipation in winter evergreens journal August 2013
The photochemical reflectance index provides an optical indicator of spring photosynthetic activation in evergreen conifers journal January 2015
Diversity and forest productivity in a changing climate journal June 2018
Tracking the phenology of photosynthesis using carotenoid‐sensitive and near‐infrared reflectance vegetation indices in a temperate evergreen and mixed deciduous forest journal March 2020
Seasonal variation in the canopy color of temperate evergreen conifer forests journal December 2020
Canopy near-infrared reflectance and terrestrial photosynthesis journal March 2017
A unified vegetation index for quantifying the terrestrial biosphere journal February 2021
Forests and Climate Change: Forcings, Feedbacks, and the Climate Benefits of Forests journal June 2008
Soil moisture gradients and climate change: predicting growth of a critical boreal tree species journal October 2020
Carbon in Canada’s boreal forest — A synthesis journal December 2013
Heat and drought impact on carbon exchange in an age-sequence of temperate pine forests journal January 2022
Four Centuries of Change in Northeastern United States Forests journal September 2013
A Continuous Satellite-Derived Measure of Global Terrestrial Primary Production journal January 2004
Relationships Between NDVI, Canopy Structure, and Photosynthesis in Three Californian Vegetation Types journal February 1995
The EnMAP Spaceborne Imaging Spectroscopy Mission for Earth Observation journal July 2015
Assessment of Canopy Chlorophyll Content Retrieval in Maize and Soybean: Implications of Hysteresis on the Development of Generic Algorithms journal March 2017
Parallel Seasonal Patterns of Photosynthesis, Fluorescence, and Reflectance Indices in Boreal Trees journal July 2017
An Optical Sensor Network for Vegetation Phenology Monitoring and Satellite Data Calibration journal August 2011
MODIS Collection 6 MAIAC algorithm journal January 2018
Monitoring seasonal and diurnal changes in photosynthetic pigments with automated PRI and NDVI sensors journal January 2015
Basic and extensible post-processing of eddy covariance flux data with REddyProc journal January 2018
Decomposing reflectance spectra to track gross primary production in a subalpine evergreen forest journal January 2020

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