Global and regional variability and change in terrestrial ecosystems net primary production and NDVI: A model-data comparison
Abstract
The net primary productivity (NPP) is commonly used for understanding the dynamics of terrestrial ecosystems and their role in carbon cycle. We used a combination of the most recent NDVI and model–based NPP estimates (from five models of the TRENDY project) for the period 1982-2012, to study the role of terrestrial ecosystems in carbon cycle under the prevailing climate conditions. We found that 80% and 67% of the global land area showed positive NPP and NDVI values, respectively, for this period. The global NPP was estimated to be about 63 Pg C y-1, with an increase of 0.214 Pg C y-1 y-1. Similarly, the global mean NDVI was estimated to be 0.33, with an increasing trend of 0.00041 y-1. The spatial patterns of NPP and NDVI demonstrated substantial variability, especially at the regional level, for most part of the globe. However, on temporal scale, both global NPP and NDVI showed a corresponding pattern of increase (decrease) for the duration of this study except for few years (e.g. 1990 and 1995-98). Generally, the Northern Hemisphere showed stronger NDVI and NPP increasing trends over time compared to the Southern Hemisphere; however, NDVI showed larger trends in Temperate regions while NPP showed largermore »
- Authors:
-
[1];
- Pacific Northwest National Lab., College Park, MD (United States)
- Univ. of Maryland, College Park, MD (United States); Potsdam Institute for Climate Impact Research, Potsdam (Germany)
- Univ. of Zurich, Zurich (Switzerland)
- Univ. of Maryland, College Park, MD (United States)
- Publication Date:
- Research Org.:
- Pacific Northwest National Laboratory (PNNL), Richland, WA (United States)
- Sponsoring Org.:
- USDOE
- OSTI Identifier:
- 1255393
- Report Number(s):
- PNNL-SA-115751
Journal ID: ISSN 2072-4292
- Grant/Contract Number:
- AC05-76RL01830
- Resource Type:
- Accepted Manuscript
- Journal Name:
- Remote Sensing
- Additional Journal Information:
- Journal Volume: 8; Journal Issue: 3; Journal ID: ISSN 2072-4292
- Publisher:
- MDPI
- Country of Publication:
- United States
- Language:
- English
- Subject:
- 54 ENVIRONMENTAL SCIENCES; carbon cycle; ecosystems; NDVI; NPP; TRENDY models; spatial trends; temporal trends
Citation Formats
Rafique, Rashid, Zhao, Fang, de Jong, Rogier, Zeng, Ning, and Asrar, Ghassem. Global and regional variability and change in terrestrial ecosystems net primary production and NDVI: A model-data comparison. United States: N. p., 2016.
Web. doi:10.3390/rs8030177.
Rafique, Rashid, Zhao, Fang, de Jong, Rogier, Zeng, Ning, & Asrar, Ghassem. Global and regional variability and change in terrestrial ecosystems net primary production and NDVI: A model-data comparison. United States. https://doi.org/10.3390/rs8030177
Rafique, Rashid, Zhao, Fang, de Jong, Rogier, Zeng, Ning, and Asrar, Ghassem. Thu .
"Global and regional variability and change in terrestrial ecosystems net primary production and NDVI: A model-data comparison". United States. https://doi.org/10.3390/rs8030177. https://www.osti.gov/servlets/purl/1255393.
@article{osti_1255393,
title = {Global and regional variability and change in terrestrial ecosystems net primary production and NDVI: A model-data comparison},
author = {Rafique, Rashid and Zhao, Fang and de Jong, Rogier and Zeng, Ning and Asrar, Ghassem},
abstractNote = {The net primary productivity (NPP) is commonly used for understanding the dynamics of terrestrial ecosystems and their role in carbon cycle. We used a combination of the most recent NDVI and model–based NPP estimates (from five models of the TRENDY project) for the period 1982-2012, to study the role of terrestrial ecosystems in carbon cycle under the prevailing climate conditions. We found that 80% and 67% of the global land area showed positive NPP and NDVI values, respectively, for this period. The global NPP was estimated to be about 63 Pg C y-1, with an increase of 0.214 Pg C y-1 y-1. Similarly, the global mean NDVI was estimated to be 0.33, with an increasing trend of 0.00041 y-1. The spatial patterns of NPP and NDVI demonstrated substantial variability, especially at the regional level, for most part of the globe. However, on temporal scale, both global NPP and NDVI showed a corresponding pattern of increase (decrease) for the duration of this study except for few years (e.g. 1990 and 1995-98). Generally, the Northern Hemisphere showed stronger NDVI and NPP increasing trends over time compared to the Southern Hemisphere; however, NDVI showed larger trends in Temperate regions while NPP showed larger trends in Boreal regions. Among the five models, the maximum and minimum NPP were produced by JULES (72.4 Pg C y-1) and LPJ (53.72 Pg C y-1) models, respectively. At latitudinal level, the NDVI and NPP ranges were ~0.035 y-1 to ~-0.016 y-1 and ~0.10 Pg C y-1 y-1 to ~-0.047 Pg C y-1 y-1, respectively. Overall, the results of this study suggest that the modeled NPP generally correspond to the NDVI trends in the temporal dimension. Lastly, the significant variability in spatial patterns of NPP and NDVI trends points to a need for research to understand the causes of these discrepancies between molded and observed ecosystem dynamics, and the carbon cycle.},
doi = {10.3390/rs8030177},
journal = {Remote Sensing},
number = 3,
volume = 8,
place = {United States},
year = {Thu Feb 25 00:00:00 EST 2016},
month = {Thu Feb 25 00:00:00 EST 2016}
}
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Works referenced in this record:
Climatic Control of the High-Latitude Vegetation Greening Trend and Pinatubo Effect
journal, May 2002
- Lucht, W.
- Science, Vol. 296, Issue 5573
Global Data Sets of Vegetation Leaf Area Index (LAI)3g and Fraction of Photosynthetically Active Radiation (FPAR)3g Derived from Global Inventory Modeling and Mapping Studies (GIMMS) Normalized Difference Vegetation Index (NDVI3g) for the Period 1981 to 2011
journal, February 2013
- Zhu, Zaichun; Bi, Jian; Pan, Yaozhong
- Remote Sensing, Vol. 5, Issue 2
Increasing net primary production in China from 1982 to 1999
journal, August 2003
- Fang, Jingyun; Piao, Shilong; Field, Christopher B.
- Frontiers in Ecology and the Environment, Vol. 1, Issue 6
Variations in northern vegetation activity inferred from satellite data of vegetation index during 1981 to 1999
journal, September 2001
- Zhou, Liming; Tucker, Compton J.; Kaufmann, Robert K.
- Journal of Geophysical Research: Atmospheres, Vol. 106, Issue D17
Increased plant growth in the northern high latitudes from 1981 to 1991
journal, April 1997
- Myneni, R. B.; Keeling, C. D.; Tucker, C. J.
- Nature, Vol. 386, Issue 6626
Assessing Land Degradation and Desertification Using Vegetation Index Data: Current Frameworks and Future Directions
journal, October 2014
- Higginbottom, Thomas; Symeonakis, Elias
- Remote Sensing, Vol. 6, Issue 10
Spatial relationship between climatologies and changes in global vegetation activity
journal, April 2013
- de Jong, Rogier; Schaepman, Michael E.; Furrer, Reinhard
- Global Change Biology, Vol. 19, Issue 6
Variations and trends of terrestrial NPP and its relation to climate change in the 10 CMIP5 models
journal, March 2015
- Li, Suosuo; Lü, Shihua; Liu, Yuanpu
- Journal of Earth System Science, Vol. 124, Issue 2
Trend Change Detection in NDVI Time Series: Effects of Inter-Annual Variability and Methodology
journal, May 2013
- Forkel, Matthias; Carvalhais, Nuno; Verbesselt, Jan
- Remote Sensing, Vol. 5, Issue 5
Use of ISLSCP II data to intercompare and validate the terrestrial net primary production in a land surface model coupled to a general circulation model
journal, January 2007
- Dan, Li; Ji, Jinjun; He, Yong
- Journal of Geophysical Research, Vol. 112, Issue D2
Remotely Sensed Interannual Variations and Trends in Terrestrial Net Primary Productivity 1981?2000
journal, April 2004
- Cao, Mingkui; Prince, Stephen D.; Small, Jennifer
- Ecosystems, Vol. 7, Issue 3
Climate-Driven Increases in Global Terrestrial Net Primary Production from 1982 to 1999
journal, June 2003
- Nemani, R. R.
- Science, Vol. 300, Issue 5625
Climate–Carbon Cycle Feedback Analysis: Results from the C 4 MIP Model Intercomparison
journal, July 2006
- Friedlingstein, P.; Cox, P.; Betts, R.
- Journal of Climate, Vol. 19, Issue 14
Causes of variation in soil carbon simulations from CMIP5 Earth system models and comparison with observations
journal, January 2013
- Todd-Brown, K. E. O.; Randerson, J. T.; Post, W. M.
- Biogeosciences, Vol. 10, Issue 3
Evaluation of the terrestrial carbon cycle, future plant geography and climate-carbon cycle feedbacks using five Dynamic Global Vegetation Models (DGVMs)
journal, September 2008
- Sitch, S.; Huntingford, C.; Gedney, N.
- Global Change Biology, Vol. 14, Issue 9
Trends and Variability of AVHRR-Derived NPP in India
journal, February 2013
- Bala, Govindasamy; Joshi, Jaideep; Chaturvedi, Rajiv
- Remote Sensing, Vol. 5, Issue 2
Uncertainties in global terrestrial biosphere modeling: 1. A comprehensive sensitivity analysis with a new photosynthesis and energy balance scheme
journal, March 2001
- Knorr, Wolfgang; Heimann, Martin
- Global Biogeochemical Cycles, Vol. 15, Issue 1
On the use of long-term global data of land reflectances and vegetation indices derived from the advanced very high resolution radiometer
journal, March 1999
- Gutman, Garik G.
- Journal of Geophysical Research: Atmospheres, Vol. 104, Issue D6
Potential monitoring of crop production using a satellite-based Climate-Variability Impact Index
journal, October 2005
- Zhang, Ping; Anderson, Bruce; Tan, Bin
- Agricultural and Forest Meteorology, Vol. 132, Issue 3-4
The interpretation of spectral vegetation indexes
journal, March 1995
- Myneni, R. B.; Hall, F. G.; Sellers, P. J.
- IEEE Transactions on Geoscience and Remote Sensing, Vol. 33, Issue 2
Estimating Absorbed Photosynthetic Radiation and Leaf Area Index from Spectral Reflectance in Wheat1
journal, January 1984
- Asrar, G.; Fuchs, M.; Kanemasu, E. T.
- Agronomy Journal, Vol. 76, Issue 2
Global discrimination of land cover types from metrics derived from AVHRR pathfinder data
journal, December 1995
- DeFries, Ruth; Hansen, Matthew; Townshend, John
- Remote Sensing of Environment, Vol. 54, Issue 3
An extended AVHRR 8‐km NDVI dataset compatible with MODIS and SPOT vegetation NDVI data
journal, October 2005
- Tucker, Compton J.; Pinzon, Jorge E.; Brown, Molly E.
- International Journal of Remote Sensing, Vol. 26, Issue 20
A Non-Stationary 1981–2012 AVHRR NDVI3g Time Series
journal, July 2014
- Pinzon, Jorge; Tucker, Compton
- Remote Sensing, Vol. 6, Issue 8
Benchmarking the seasonal cycle of CO 2 fluxes simulated by terrestrial ecosystem models : Seasonal cycle of CO2 fluxes
journal, January 2015
- Peng, Shushi; Ciais, Philippe; Chevallier, Frédéric
- Global Biogeochemical Cycles, Vol. 29, Issue 1
Terrestrial Carbon Cycle: Climate Relations in Eight CMIP5 Earth System Models
journal, November 2013
- Shao, Pu; Zeng, Xubin; Sakaguchi, Koichi
- Journal of Climate, Vol. 26, Issue 22
Human Land-Use Practices Lead to Global Long-Term Increases in Photosynthetic Capacity
journal, June 2014
- Mueller, Thomas; Dressler, Gunnar; Tucker, Compton
- Remote Sensing, Vol. 6, Issue 6
Spatiotemporal patterns of terrestrial carbon cycle during the 20th century: CARBON CYCLE DURING THE 20TH CENTURY
journal, November 2009
- Piao, Shilong; Ciais, Philippe; Friedlingstein, Pierre
- Global Biogeochemical Cycles, Vol. 23, Issue 4
Drought-Induced Reduction in Global Terrestrial Net Primary Production from 2000 Through 2009
journal, August 2010
- Zhao, M.; Running, S. W.
- Science, Vol. 329, Issue 5994
Recent trends and drivers of regional sources and sinks of carbon dioxide
journal, January 2015
- Sitch, S.; Friedlingstein, P.; Gruber, N.
- Biogeosciences, Vol. 12, Issue 3
Boreal ecosystems sequestered more carbon in warmer years: BOREAL ECOSYSTEMS
journal, May 2006
- Chen, Jing M.; Chen, Baozhang; Higuchi, Kaz
- Geophysical Research Letters, Vol. 33, Issue 10
Agricultural Green Revolution as a driver of increasing atmospheric CO2 seasonal amplitude
journal, November 2014
- Zeng, Ning; Zhao, Fang; Collatz, George J.
- Nature, Vol. 515, Issue 7527
Reduction of forest soil respiration in response to nitrogen deposition
journal, April 2010
- Janssens, I. A.; Dieleman, W.; Luyssaert, S.
- Nature Geoscience, Vol. 3, Issue 5
Satellite observations of high northern latitude vegetation productivity changes between 1982 and 2008: ecological variability and regional differences
journal, October 2011
- Beck, Pieter S. A.; Goetz, Scott J.
- Environmental Research Letters, Vol. 6, Issue 4
A global overview of drought and heat-induced tree mortality reveals emerging climate change risks for forests
journal, February 2010
- Allen, Craig D.; Macalady, Alison K.; Chenchouni, Haroun
- Forest Ecology and Management, Vol. 259, Issue 4
Disentangling the effects of climate and people on Sahel vegetation dynamics
journal, January 2009
- Seaquist, J. W.; Hickler, T.; Eklundh, L.
- Biogeosciences, Vol. 6, Issue 3
Respiration as the main determinant of carbon balance in European forests
journal, April 2000
- Valentini, R.; Matteucci, G.; Dolman, A. J.
- Nature, Vol. 404, Issue 6780
Evaluating the difference between the normalized difference vegetation index and net primary productivity as the indicators of vegetation vigor assessment at landscape scale
journal, April 2011
- Xu, Chi; Li, Yutong; Hu, Jian
- Environmental Monitoring and Assessment, Vol. 184, Issue 3
Comparing global models of terrestrial net primary productivity (NPP): comparison of NPP to climate and the Normalized Difference Vegetation Index (NDVI)
journal, April 1999
- Schloss, A. L.; Kicklighter, D. W.; Kaduk, J.
- Global Change Biology, Vol. 5, Issue S1
An algorithmic calibration approach to identify globally optimal parameters for constraining the DayCent model
journal, February 2015
- Rafique, Rashad; Kumar, Sandeep; Luo, Yiqi
- Ecological Modelling, Vol. 297
New Directions in Earth Observing: Scientific Applications ofMultiangle Remote Sensing
journal, November 1999
- Diner, David J.; Asner, Gregory P.; Davies, Roger
- Bulletin of the American Meteorological Society, Vol. 80, Issue 11
Soil and atmosphere influences on the spectra of partial canopies
journal, June 1988
- Huete, A. R.; Jackson, R. D.
- Remote Sensing of Environment, Vol. 25, Issue 1
Plant functional types in Earth system models: past experiences and future directions for application of dynamic vegetation models in high-latitude ecosystems
journal, May 2014
- Wullschleger, Stan D.; Epstein, Howard E.; Box, Elgene O.
- Annals of Botany, Vol. 114, Issue 1
Could increased boreal forest ecosystem productivity offset carbon losses from increased disturbances?
journal, November 2007
- Kurz, Werner A.; Stinson, Graham; Rampley, Greg
- Philosophical Transactions of the Royal Society B: Biological Sciences, Vol. 363, Issue 1501
Complex Spatiotemporal Responses of Global Terrestrial Primary Production to Climate Change and Increasing Atmospheric CO2 in the 21st Century
journal, November 2014
- Pan, Shufen; Tian, Hanqin; Dangal, Shree R. S.
- PLoS ONE, Vol. 9, Issue 11
Modelling climate change impacts on regional net primary productivity in Turkey
journal, April 2021
- Berberoglu, Suha; Donmez, Cenk; Cilek, Ahmet
- Environmental Monitoring and Assessment, Vol. 193, Issue 5
Satellite observations of high northern latitude vegetation productivity changes between 1982 and 2008: ecological variability and regional differences
journal, October 2011
- Beck, Pieter S. A.; Goetz, Scott J.
- Environmental Research Letters, Vol. 6, Issue 4
Boreal ecosystems sequestered more carbon in warmer years
text, January 2006
- Higuchi, Kaz; Chen, Baozhang; Chen, Jing M.
- American Geophysical Union
Spatial relationship between climatologies and changes in global vegetation activity
text, January 2013
- De Jong, Rogier; Schaepman, Michael E.; Furrer, Reinhard
- Wiley-Blackwell
Recent trends and drivers of regional sources and sinks of carbon dioxide
text, January 2015
- Sitch, S.; Friedlingstein, P.; Gruber, N.
- Karlsruhe
Disentangling the effects of climate and people on Sahel vegetation dynamics
text, January 2009
- W., Seaquist, J.; L., Eklundh,; J., Ardö,
- The University of North Carolina at Chapel Hill University Libraries
The interpretation of spectral vegetation indexes
journal, March 1995
- Myneni, Ranga B.; Hall, Forrest G.; Sellers, Piers J.
- IEEE Transactions on Geoscience and Remote Sensing, Vol. 33, Issue 2
Disentangling the effects of climate and people on Sahel vegetation dynamics
posted_content, August 2008
- Seaquist, J. W.; Hickler, T.; Eklundh, L.
- Biogeosciences Discussions
Works referencing / citing this record:
Weakening Relationship Between Vegetation Growth Over the Tibetan Plateau and Large-Scale Climate Variability
journal, April 2018
- Shi, Fangzhong; Wu, Xiuchen; Li, Xiaoyan
- Journal of Geophysical Research: Biogeosciences, Vol. 123, Issue 4
Disentangling Climate and Disturbance Effects on Regional Vegetation Greening Trends
journal, November 2018
- Emmett, Kristen D.; Renwick, Katherine M.; Poulter, Benjamin
- Ecosystems, Vol. 22, Issue 4
Living off the Sun: chlorophylls, bacteriochlorophylls and rhodopsins
journal, March 2018
- Larkum, A. W. D.; Ritchie, R. J.; Raven, J. A.
- Photosynthetica, Vol. 56, Issue 1
A method for determining vegetation growth process using remote sensing data: A case study in the Three-River Headwaters Region, China
journal, June 2019
- Chen, Tian-tian; Yi, Gui-hua; Zhang, Ting-bin
- Journal of Mountain Science, Vol. 16, Issue 9
Climate change risk to forests in China associated with warming
journal, January 2018
- Yin, Yunhe; Ma, Danyang; Wu, Shaohong
- Scientific Reports, Vol. 8, Issue 1
Detecting early warning signals of tree mortality in boreal North America using multiscale satellite data
journal, March 2018
- Rogers, Brendan M.; Solvik, Kylen; Hogg, Edward H.
- Global Change Biology, Vol. 24, Issue 6
Empirical and model-based estimates of spatial and temporal variations in net primary productivity in semi-arid grasslands of Northern China
journal, November 2017
- Zhang, Shengwei; Zhang, Rui; Liu, Tingxi
- PLOS ONE, Vol. 12, Issue 11
Dissolved organic carbon in streams within a subarctic catchment analysed using a GIS/remote sensing approach
journal, July 2018
- Mzobe, Pearl; Berggren, Martin; Pilesjö, Petter
- PLOS ONE, Vol. 13, Issue 7
Does Land Use Change Affect Green Space Water Use? An Analysis of the Haihe River Basin
journal, June 2019
- Zhao, Yu; Zhang, Xuanchang; Bai, Yang
- Forests, Vol. 10, Issue 7
Analysis of Spatiotemporal Dynamics of the Chinese Vegetation Net Primary Productivity from the 1960s to the 2000s
journal, June 2018
- Shang, Erping; Xu, Erqi; Zhang, Hongqi
- Remote Sensing, Vol. 10, Issue 6
Estimation of Vegetation Productivity Using a Landsat 8 Time Series in a Heavily Urbanized Area, Central China
journal, January 2019
- Zhang, Meng; Lin, Hui; Sun, Hua
- Remote Sensing, Vol. 11, Issue 2
Changes in Forest Net Primary Productivity in the Yangtze River Basin and Its Relationship with Climate Change and Human Activities
journal, June 2019
- Zhang, Fengying; Zhang, Zengxin; Kong, Rui
- Remote Sensing, Vol. 11, Issue 12
Roles of the environment, vegetation and spatial structure in the species composition of the Heteroptera community
text, January 2020
- Diez, Fernando; Coscarón, MaríA Del Carmen
- Taylor & Francis
Combining European Earth Observation products with Dynamic Global Vegetation Models for estimating Essential Biodiversity Variables
text, January 2019
- Paula, Mateus Dantas De; Giménez, Marta Gómez; Niamir, Aidin
- Taylor & Francis
Combining European Earth Observation products with Dynamic Global Vegetation Models for estimating Essential Biodiversity Variables
journal, March 2019
- Dantas de Paula, Mateus; Gómez Giménez, Marta; Niamir, Aidin
- International Journal of Digital Earth
Roles of the environment, vegetation and spatial structure in the species composition of the Heteroptera community
text, January 2020
- Diez, Fernando; Coscarón, MaríA Del Carmen
- Taylor & Francis
Roles of the environment, vegetation and spatial structure in the species composition of the Heteroptera community
journal, April 2020
- Diez, Fernando; Coscarón, MaríA Del Carmen
- Systematics and Biodiversity
Empirical and model-based estimates of spatial and temporal variations in net primary productivity in semi-arid grasslands of Northern China
preprint, January 2017
- Zhang, Shengwei; Zhang, Rui; Liu, Tingxi
- Hydrology and Earth System Sciences
Combining European Earth Observation products with Dynamic Global Vegetation Models for estimating Essential Biodiversity Variables
text, January 2019
- Paula, Mateus Dantas De; Giménez, Marta Gómez; Niamir, Aidin
- Taylor & Francis
Climate change risk to forests in China associated with warming
journal, January 2018
- Yin, Yunhe; Ma, Danyang; Wu, Shaohong
- Scientific Reports, Vol. 8, Issue 1
Understanding spatiotemporal patterns of global forest NPP using a data-driven method based on GEE
journal, March 2020
- Yin, Siyang; Wu, Wenjin; Zhao, Xuejing
- PLOS ONE, Vol. 15, Issue 3