Upscaled diurnal cycles of land–atmosphere fluxes: a new global half-hourly data product

Bodesheim, Paul; Jung, Martin; Gans, Fabian; Mahecha, Miguel D.; Reichstein, Markus

doi:10.5194/essd-10-1327-2018

Title: Upscaled diurnal cycles of land–atmosphere fluxes: a new global half-hourly data product

Abstract

Interactions between the biosphere and the atmosphere can be well characterized by fluxes between the two. In particular, carbon and energy fluxes play a major role in understanding biogeochemical processes on an ecosystem level or global scale. However, the fluxes can only be measured at individual sites, e.g., by eddy covariance towers, and an upscaling of these local observations is required to analyze global patterns. Previous work focused on upscaling monthly, 8-day, or daily average values, and global maps for each flux have been provided accordingly. In this paper, we raise the upscaling of carbon and energy fluxes between land and atmosphere to the next level by increasing the temporal resolution to subdaily timescales. We provide continuous half-hourly fluxes for the period from 2001 to 2014 at 0.5° spatial resolution, which allows for analyzing diurnal cycles globally. The data set contains four fluxes: gross primary production (GPP), net ecosystem exchange (NEE), latent heat (LE), and sensible heat (H). We propose two prediction approaches for the diurnal cycles based on large-scale regression models and compare them in extensive cross-validation experiments using different sets of predictor variables. We analyze the results for a set of FLUXNET tower sites showing the suitability of our approaches for thismore »« less

Authors:

Bodesheim, Paul ^[1]; Jung, Martin ^[1]; Gans, Fabian ^[1];

^[2]; Reichstein, Markus ^[2]

Max Planck Society, Jena (Germany). Max Planck Inst. for Biogeochemistry
Max Planck Society, Jena (Germany). Max Planck Inst. for Biogeochemistry; German Centre for Integrative Biodiversity Research, Leipzig (Germany); Michael Stifel Center Jena (Germany)

Publication Date:: 2018-07-20

Research Org.:: Oregon State Univ., Corvallis, OR (United States)

Sponsoring Org.:: USDOE Office of Science (SC), Biological and Environmental Research (BER)

OSTI Identifier:: 1507382

Grant/Contract Number:: FG02-04ER63911; FG02-04ER63917

Resource Type:: Accepted Manuscript

Journal Name:: Earth System Science Data (Online)

Additional Journal Information:: Journal Name: Earth System Science Data (Online); Journal Volume: 10; Journal Issue: 3; Journal ID: ISSN 1866-3516

Publisher:: Copernicus

Country of Publication:: United States

Language:: English

Subject:: 54 ENVIRONMENTAL SCIENCES

Citation Formats


                    Bodesheim, Paul, Jung, Martin, Gans, Fabian, Mahecha, Miguel D., and Reichstein, Markus. Upscaled diurnal cycles of land–atmosphere fluxes: a new global half-hourly data product.  United States: N. p., 2018. 
Web.  doi:10.5194/essd-10-1327-2018.

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                    Bodesheim, Paul, Jung, Martin, Gans, Fabian, Mahecha, Miguel D., & Reichstein, Markus. Upscaled diurnal cycles of land–atmosphere fluxes: a new global half-hourly data product.  United States.  https://doi.org/10.5194/essd-10-1327-2018

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                    Bodesheim, Paul, Jung, Martin, Gans, Fabian, Mahecha, Miguel D., and Reichstein, Markus. Fri .  
"Upscaled diurnal cycles of land–atmosphere fluxes: a new global half-hourly data product".  United States.  https://doi.org/10.5194/essd-10-1327-2018.  https://www.osti.gov/servlets/purl/1507382.

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@article{osti_1507382,

  title        = {Upscaled diurnal cycles of land–atmosphere fluxes: a new global half-hourly data product},

  author       = {Bodesheim, Paul and Jung, Martin and Gans, Fabian and Mahecha, Miguel D. and Reichstein, Markus},

  abstractNote = {Interactions between the biosphere and the atmosphere can be well characterized by fluxes between the two. In particular, carbon and energy fluxes play a major role in understanding biogeochemical processes on an ecosystem level or global scale. However, the fluxes can only be measured at individual sites, e.g., by eddy covariance towers, and an upscaling of these local observations is required to analyze global patterns. Previous work focused on upscaling monthly, 8-day, or daily average values, and global maps for each flux have been provided accordingly. In this paper, we raise the upscaling of carbon and energy fluxes between land and atmosphere to the next level by increasing the temporal resolution to subdaily timescales. We provide continuous half-hourly fluxes for the period from 2001 to 2014 at 0.5° spatial resolution, which allows for analyzing diurnal cycles globally. The data set contains four fluxes: gross primary production (GPP), net ecosystem exchange (NEE), latent heat (LE), and sensible heat (H). We propose two prediction approaches for the diurnal cycles based on large-scale regression models and compare them in extensive cross-validation experiments using different sets of predictor variables. We analyze the results for a set of FLUXNET tower sites showing the suitability of our approaches for this upscaling task. Finally, we have selected one approach to calculate the global half-hourly data products based on predictor variables from remote sensing and meteorology at daily resolution as well as half-hourly potential radiation. In addition, we provide a derived product that only contains monthly average diurnal cycles, which is a lightweight version in terms of data storage that still allows studying the important characteristics of diurnal patterns globally. We recommend to primarily use these monthly average diurnal cycles, because they are less affected by the impacts of day-to-day variation, observation noise, and short-term fluctuations on subdaily timescales compared to the full half-hourly flux products. The global half-hourly data products are available at https://doi.org/10.17871/BACI.224.},

  doi          = {10.5194/essd-10-1327-2018},

  journal      = {Earth System Science Data (Online)},

  number       = 3,

  volume       = 10,

  place        = {United States},

  year         = {2018},

  month        = {7}

}

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Cook, Bruce D.; Davis, Kenneth J.; Wang, Weiguo
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Modeling carbon dynamics in two adjacent spruce forests with different soil conditions in Russia
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Monitoring the Multi-Year Carbon Balance of a Subarctic Palsa Mire with Micrometeorological Techniques
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The carbon balance of a young Beech forest
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Zscheischler, Jakob; Mahecha, Miguel D.; Avitabile, Valerio
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Lasslop, Gitta; Reichstein, Markus; Papale, Dario
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Agricultural and Forest Meteorology, Vol. 140, Issue 1-4
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Random and systematic CO2 flux sampling errors for tower measurements over forests in the convective boundary layer
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Vickers, Dean; Thomas, Christoph; Law, Beverly E.
Agricultural and Forest Meteorology, Vol. 149, Issue 1
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Dore, S.; Kolb, T. E.; Montes-Helu, M.
Global Change Biology, Vol. 14, Issue 8
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Random Forests
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Global patterns of land-atmosphere fluxes of carbon dioxide, latent heat, and sensible heat derived from eddy covariance, satellite, and meteorological observations
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Jung, Martin; Reichstein, Markus; Margolis, Hank A.
Journal of Geophysical Research, Vol. 116
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Soil respiration in a Mediterranean oak forest at different developmental stages after coppicing
journal, January 2006

Tedeschi, Vanessa; Rey, Ana; Manca, Giovanni
Global Change Biology, Vol. 12, Issue 1
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Towards global empirical upscaling of FLUXNET eddy covariance observations: validation of a model tree ensemble approach using a biosphere model
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Jung, M.; Reichstein, M.; Bondeau, A.
Biogeosciences, Vol. 6, Issue 10
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journal, November 2002

Kurbatova, Juliya; Arneth, Almut; Vygodskaya, Natasha N.
Tellus B, Vol. 54, Issue 5
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Gaussian Processes for Machine Learning
book, January 2005

Rasmussen, Carl Edward; Williams, Christopher K. I.
The MIT Press
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Yan, Yaner; Zhao, Bin; Chen, Jiquan
Global Change Biology, Vol. 14, Issue 10
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Hendriks, D. M. D.; van Huissteden, J.; Dolman, A. J.
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Title: Upscaled diurnal cycles of land–atmosphere fluxes: a new global half-hourly data product

Abstract

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Energy balance and partition in Inner Mongolia steppe ecosystems with different land use types journal, November 2009

Towards robust regional estimates of CO2 sources and sinks using atmospheric transport models journal, February 2002

Flux partitioning in an old-growth forest: seasonal and interannual dynamics journal, April 2008

Seasonal variation of carbon dioxide exchange in rice paddy field in Japan journal, December 2005

Evaporation and energy balance of a wet grassland at Tadham Moor on the Somerset Levels journal, January 2008

Do the energy fluxes and surface conductance of boreal coniferous forests in Europe scale with leaf area?
journal, October 2016

Carbon balance of a three crop succession over two cropland sites in South West France
journal, October 2009

Annual carbon dioxide exchange in irrigated and rainfed maize-based agroecosystems
journal, July 2005

Water-storage capacity controls energy partitioning and water use in karst ecosystems on the Edwards Plateau, Texas: WATER-STORAGE CONTROLS WATER USE IN KARST ECOSYSTEMS
journal, October 2012

Annual CO ₂ exchange between a nutrient-poor, minerotrophic, boreal mire and the atmosphere : THREE YEARS OF CO
journal, January 2008

Effects of seasonal drought on net carbon dioxide exchange from a woody-plant-encroached semiarid grassland
journal, January 2009

Seasonal and interannual variation in carbon dioxide exchange and carbon balance in a northern temperate grassland
journal, July 2002

Long term carbon dioxide exchange above a mixed forest in the Belgian Ardennes
journal, July 2001

Water use strategies and ecosystem-atmosphere exchange of CO<sub>2</sub> in two highly seasonal environments
journal, January 2006

Savanna fires and their impact on net ecosystem productivity in North Australia
journal, May 2007

Variability of annual CO<sub>2</sub> exchange from Dutch grasslands
journal, January 2007

Terrestrial Gross Carbon Dioxide Uptake: Global Distribution and Covariation with Climate
journal, July 2010

An assessment of storage terms in the surface energy balance of maize and soybean
journal, September 2004

An analysis of the surface energy budget above the world's tallest angiosperm forest
journal, December 2012

Carbon dioxide and methane exchange of a north-east Siberian tussock tundra
journal, November 2005

Carbon sequestration in a high-elevation, subalpine forest
journal, May 2002

Compact_Eddy: A compact, low consumption remotely controlled eddy covariance logging system
journal, December 2008

Compensatory water effects link yearly global land CO2 sink changes to temperature
journal, January 2017

Postfire carbon pools and fluxes in semiarid ponderosa pine in Central Oregon
journal, August 2007

Closing the carbon budget of estuarine wetlands with tower-based measurements and MODIS time series
journal, July 2008

Effects of climate variability on the carbon dioxide, water, and sensible heat fluxes above a ponderosa pine plantation in the Sierra Nevada (CA)
journal, March 2000

Carbon dioxide fluxes in coastal Douglas-fir stands at different stages of development after clearcut harvesting
journal, November 2006

Impact of Tile Drainage on Evapotranspiration in South Dakota, USA, Based on High Spatiotemporal Resolution Evapotranspiration Time Series From a Multisatellite Data Fusion System
journal, June 2017

Carbon cycling hysteresis in permeable carbonate sands over a diel cycle: Implications for ocean acidification
journal, November 2012

CO ₂ surface fluxes at grid point scale estimated from a global 21 year reanalysis of atmospheric measurements
journal, January 2010

Net ecosystem exchange modifies the relationship between the autotrophic and heterotrophic components of soil respiration with abiotic factors in prairie grasslands
journal, May 2012

Interannual variability in the peatland-atmosphere carbon dioxide exchange at an ombrotrophic bog: CARBON BALANCE AT AN OMBROTROPHIC BOG
journal, April 2003

Two years of continuous CO2 eddy-flux measurements over a Danish beech forest
journal, March 2001

MODIS Collection 5 global land cover: Algorithm refinements and characterization of new datasets
journal, January 2010

Comparison of carbon dioxide fluxes over three boreal black spruce forests in Canada
journal, January 2007

Comparison of net ecosystem CO2 exchange in two peatlands in western Canada with contrasting dominant vegetation, Sphagnum and Carex
journal, November 2006

Environmental control of net ecosystem CO2 exchange in a treed, moderately rich fen in northern Alberta
journal, November 2006

Full accounting of the greenhouse gas (CO2, N2O, CH4) budget of nine European grassland sites
journal, June 2007

Carbon balance assessment of a natural steppe of southern Siberia by multiple constraint approach
journal, January 2007

Validating MODIS land surface temperature products using long-term nighttime ground measurements
journal, March 2008

Partitioning energy and evapo-transpiration above and below a tropical palm canopy
journal, October 2006

Measuring Eddy Covariance Fluxes of Ammonia Using Tunable Diode Laser Absorption Spectroscopy
journal, December 2004

Effects of climate variability on carbon sequestration among adjacent wet sedge tundra and moist tussock tundra ecosystems
journal, January 2006

Refining light-use efficiency calculations for a deciduous forest canopy using simultaneous tower-based carbon flux and radiometric measurements
journal, March 2007

Carbon sequestration in arid-land forest
journal, May 2003

Measurements of hydrocarbon emissions from a boreal fen using the REA technique
journal, January 2006

Inter-annual variation of carbon uptake by a plantation oak woodland in south-eastern England
journal, January 2012

Random Forests for land cover classification
journal, March 2006

Carbon dioxide exchange over agricultural landscape using eddy correlation and footprint modelling
journal, January 2003

Linking plant and ecosystem functional biogeography
journal, September 2014

Seven years of recent European net terrestrial carbon dioxide exchange constrained by atmospheric observations
journal, April 2010

Determining vegetation indices from solar and photosynthetically active radiation fluxes
journal, June 2007

Precipitation as driver of carbon fluxes in 11 African ecosystems
journal, January 2009

Global atmospheric carbon budget: results from an ensemble of atmospheric CO ₂ inversions
journal, January 2013

Recent decline in the global land evapotranspiration trend due to limited moisture supply
journal, October 2010

Atmosphere and hydrological controls of the evapotranspiration over a floodplain forest in the Bananal Island region, Amazonia
journal, January 2009

Estimation of net ecosystem carbon exchange for the conterminous United States by combining MODIS and AmeriFlux data
journal, October 2008

Seasonal and inter-annual variation of CO ₂ flux between a temperate forest and the atmosphere in Japan
journal, January 1999

Biotic, Abiotic, and Management Controls on the Net Ecosystem CO2 Exchange of European Mountain Grassland Ecosystems
journal, October 2008

The net biome production of full crop rotations in Europe
journal, November 2010

Influence of vegetation and seasonal forcing on carbon dioxide fluxes across the Upper Midwest, USA: Implications for regional scaling
journal, February 2008

Water use and carbon exchange of red oak- and eastern hemlock-dominated forests in the northeastern USA: implications for ecosystem-level effects of hemlock woolly adelgid
journal, April 2008

Multi-year convergence of biometric and meteorological estimates of forest carbon storage
journal, February 2008

The timing of snow melt controls the annual CO ₂ balance in a subarctic fen
journal, January 2004

Advances in upscaling of eddy covariance measurements of carbon and water fluxes: UPSCALING TOWER FLUXES TO BROAD REGIONS
journal, January 2012

Six-year Stable Annual Uptake of Carbon Dioxide in Intensively Managed Humid Temperate Grassland
journal, November 2010

Impact of afforestation-associated management changes on the carbon balance of grassland
journal, August 2009

Poplar plantation has the potential to alter the water balance in semiarid Inner Mongolia
journal, June 2009

Impact of severe dry season on net ecosystem exchange in the Neotropical rainforest of French Guiana
journal, August 2008

CO2 fluxes over an old, temperate mixed forest in northeastern China
journal, April 2006

What drives the seasonality of photosynthesis across the Amazon basin? A cross-site analysis of eddy flux tower measurements from the Brasil flux network
journal, December 2013

Carbon storage and fluxes in ponderosa pine forests at different developmental stages
journal, October 2001

The environment and vegetation of the flux measurement site near Skukuza, Kruger National Park
journal, July 2001

New data-driven estimation of terrestrial CO ₂ fluxes in Asia using a standardized database of eddy covariance measurements, remote sensing data, and support vector regression : Data-Driven CO
journal, April 2017

A catchment-scale carbon and greenhouse gas budget of a subarctic landscape
journal, May 2007

An eddy covariance mesonet to measure the effect of forest age on land?atmosphere exchange
journal, November 2006

Biophysical controls on CO ₂ fluxes of three Northern forests based on long-term eddy covariance data
journal, April 2008

Energy balance and partition in Inner Mongolia steppe ecosystems with different land use types
journal, November 2009

Towards robust regional estimates of CO2 sources and sinks using atmospheric transport models
journal, February 2002

Flux partitioning in an old-growth forest: seasonal and interannual dynamics
journal, April 2008

Seasonal variation of carbon dioxide exchange in rice paddy field in Japan
journal, December 2005

Evaporation and energy balance of a wet grassland at Tadham Moor on the Somerset Levels
journal, January 2008

Controls on carbon dynamics by ecosystem structure and climate for southeastern U.S. slash pine plantations
journal, February 2012

Measuring Biosphere-Atmosphere Exchanges of Biologically Related Gases with Micrometeorological Methods
journal, October 1988

Upscaling terrestrial carbon dioxide fluxes in Alaska with satellite remote sensing and support vector regression: UPSCALING CO
journal, July 2013