Recent climate and fire disturbance impacts on boreal and arctic ecosystem productivity estimated using a satellite‐based terrestrial carbon flux model

[1] Warming and changing fire regimes in the northern (≥45°N) latitudes have consequences for land-atmosphere carbon feedbacks to climate change. A terrestrial carbon flux model integrating satellite Normalized Difference Vegetation Index and burned area records with global meteorology data was used to quantify daily vegetation gross primary productivity (GPP) and net ecosystem CO2 exchange (NEE) over a pan-boreal/Arctic domain and their sensitivity to climate variability, drought, and fire from 2000 to 2010. Model validation against regional tower carbon flux measurements showed overall good agreement for GPP (47 sites: R = 0.83, root mean square difference (RMSD) = 1.93 g C m−2 d−1) and consistency for NEE (22 sites: R = 0.56, RMSD = 1.46 g C m−2 d−1). The model simulations also tracked post-fire NEE recovery indicated from three boreal tower fire chronosequence networks but with larger model uncertainty during early succession. Annual GPP was significantly (p < 0.005) larger in warmer years than in colder years, except for Eurasian boreal forest, which showed greater drought sensitivity due to characteristic warmer, drier growing seasons relative to other areas. The NEE response to climate variability and fire was mitigated by compensating changes in GPP and respiration, though NEE carbon losses were generally observed in areas with severe drought or burning. Drought and temperature variations also had larger regional impacts on GPP and NEE than fire during the study period, though fire disturbances were heterogeneous, with larger impacts on carbon fluxes for some areas and years. These results are being used to inform development of similar operational carbon products for the NASA Soil Moisture Active Passive (SMAP) mission.

[1]  Ranga B. Myneni,et al.  Estimation of global leaf area index and absorbed par using radiative transfer models , 1997, IEEE Trans. Geosci. Remote. Sens..

[2]  Eric A. Davidson,et al.  Effects of soil water content on soil respiration in forests and cattle pastures of eastern Amazonia , 2000 .

[3]  T. A. Black,et al.  Reduction in carbon uptake during turn of the century drought in western North America , 2012 .

[4]  Pang-Ning Tan,et al.  Continental-scale comparisons of terrestrial carbon sinks estimated from satellite data and ecosystem modeling 1982–1998 , 2003 .

[5]  John S. Kimball,et al.  Importance of recent shifts in soil thermal dynamics on growing season length, productivity, and carbon sequestration in terrestrial high‐latitude ecosystems , 2006 .

[6]  Peter E. Thornton,et al.  Modeling and measuring the effects of disturbance history and climate on carbon and water budgets in evergreen needleleaf forests , 2002 .

[7]  J. Lloyd,et al.  On the temperature dependence of soil respiration , 1994 .

[8]  E. Kasischke,et al.  Recent acceleration of biomass burning and carbon losses in Alaskan forests and peatlands , 2011 .

[9]  Pieter P. Tans,et al.  Boreal ecosystems sequestered more carbon in warmer years , 2006 .

[10]  Kristopher D. Johnson,et al.  Field information links permafrost carbon to physical vulnerabilities of thawing , 2012 .

[11]  J. O H N,et al.  Forest carbon use efficiency : is respiration a constant fraction of gross primary production ? , 2007 .

[12]  J. Randerson,et al.  Climate control of terrestrial carbon exchange across biomes and continents , 2010 .

[13]  M. Goulden,et al.  Patterns of NPP, GPP, respiration, and NEP during boreal forest succession , 2011 .

[14]  Ramakrishna R. Nemani,et al.  Evaluation of remote sensing based terrestrial productivity from MODIS using regional tower eddy flux network observations , 2006, IEEE Transactions on Geoscience and Remote Sensing.

[15]  J. Canadell,et al.  The Northern Circumpolar Soil Carbon Database: spatially distributed datasets of soil coverage and soil carbon storage in the northern permafrost regions , 2012 .

[16]  Takeshi Ise,et al.  The global-scale temperature and moisture dependencies of soil organic carbon decomposition: an analysis using a mechanistic decomposition model , 2006 .

[17]  Markus Reichstein,et al.  Assimilation exceeds respiration sensitivity to drought: A FLUXNET synthesis , 2010 .

[18]  J. Randerson,et al.  Assessing variability and long-term trends in burned area by merging multiple satellite fire products , 2009 .

[19]  J. Randerson,et al.  The sensitivity of carbon fluxes to spring warming and summer drought depends on plant functional type in boreal forest ecosystems , 2007 .

[20]  W. Kurz,et al.  Mountain pine beetle and forest carbon feedback to climate change , 2008, Nature.

[21]  David L. Verbyla,et al.  Carbon loss from an unprecedented Arctic tundra wildfire , 2011, Nature.

[22]  J. Pisek,et al.  Effects of foliage clumping on the estimation of global terrestrial gross primary productivity , 2012 .

[23]  W. Cohen,et al.  Evaluation of MODIS NPP and GPP products across multiple biomes. , 2006 .

[24]  D. Hollinger,et al.  A method to estimate the additional uncertainty in gap-filled NEE resulting from long gaps in the CO2 flux record , 2007 .

[25]  John S. Kimball,et al.  Satellite radar remote sensing of seasonal growing seasons for boreal and subalpine evergreen forests. , 2004 .

[26]  P. Novelli,et al.  Influences of boreal fire emissions on Northern Hemisphere atmospheric carbon and carbon monoxide , 2005 .

[27]  T. A. Black,et al.  Comparison of carbon dynamics and water use efficiency following fire and harvesting in Canadian boreal forests , 2009 .

[28]  R. Macdonald,et al.  Sensitivity of the carbon cycle in the Arctic to climate change , 2009 .

[29]  R. Leuning,et al.  Carbon and water fluxes over a temperate Eucalyptus forest and a tropical wet/dry savanna in Australia: measurements and comparison with MODIS remote sensing estimates , 2005 .

[30]  C. Peng,et al.  A drought-induced pervasive increase in tree mortality across Canada's boreal forests , 2011 .

[31]  N. McDowell,et al.  Numerical Terradynamic Simulation Group 1-2013 A Remotely Sensed Global Terrestrial Drought Severity Index , 2017 .

[32]  Maosheng Zhao,et al.  Sensitivity of Moderate Resolution Imaging Spectroradiometer (MODIS) terrestrial primary production to the accuracy of meteorological reanalyses , 2006 .

[33]  J. Francis,et al.  The Arctic Amplification Debate , 2006 .

[34]  Jiancheng Shi,et al.  The Soil Moisture Active Passive (SMAP) Mission , 2010, Proceedings of the IEEE.

[35]  S. T. Gower,et al.  A global relationship between the heterotrophic and autotrophic components of soil respiration? , 2004 .

[36]  Ke Zhang,et al.  Satellite detection of increasing Northern Hemisphere non-frozen seasons from 1979 to 2008: Implications for regional vegetation growth , 2012 .

[37]  John S. Kimball,et al.  Evaluation of MERRA Land Surface Estimates in Preparation for the Soil Moisture Active Passive Mission , 2011 .

[38]  Scott J. Goetz,et al.  Satellite observations of high northern latitude vegetation productivity changes between 1982 and 2008: ecological variability and regional differences , 2011 .

[39]  Maosheng Zhao,et al.  Drought-Induced Reduction in Global Terrestrial Net Primary Production from 2000 Through 2009 , 2010, Science.

[40]  K. Davis,et al.  Comparing net ecosystem exchange of carbon dioxide between an old-growth and mature forest in the upper Midwest, USA , 2005 .

[41]  Kenneth L. Clark,et al.  Ecosystem carbon dioxide fluxes after disturbance in forests of North America , 2010 .

[42]  A. McGuire,et al.  Is the northern high‐latitude land‐based CO2 sink weakening? , 2011 .

[43]  A. Arneth,et al.  Assimilation exceeds respiration sensitivity to drought: A FLUXNET synthesis , 2010 .

[44]  R. Chimner,et al.  Soil respiration rates of tropical peatlands in Micronesia and Hawaii , 2004, Wetlands.

[45]  M. Williams,et al.  Net primary production of forests: a constant fraction of gross primary production? , 1998, Tree physiology.

[46]  Kenneth J. Davis,et al.  The annual cycles of CO2 and H2O exchange over a northern mixed forest as observed from a very tall tower , 2003 .

[47]  Atul K. Jain,et al.  A model-data comparison of gross primary productivity: Results from the North American Carbon Program site synthesis , 2012 .

[48]  Maosheng Zhao,et al.  A Continuous Satellite-Derived Measure of Global Terrestrial Primary Production , 2004 .

[49]  P. Ciais,et al.  Net carbon dioxide losses of northern ecosystems in response to autumn warming , 2008, Nature.

[50]  Venkat Lakshmi,et al.  Advances in downscaling soil moisture for use in drought and flood assessments: Implications for data from the Soil Moisture Active and Passive (SMAP) Mission , 2015 .

[51]  A. Shvidenko,et al.  The role of historical fire disturbance in the carbon dynamics of the pan-boreal region: A process-based analysis , 2006 .

[52]  T. Vesala,et al.  Advantages of diffuse radiation for terrestrial ecosystem productivity , 2002 .

[53]  D. Baldocchi ‘Breathing’ of the terrestrial biosphere: lessons learned from a global network of carbon dioxide flux measurement systems , 2008 .

[54]  P. Beck,et al.  Improved monitoring of vegetation dynamics at very high latitudes: A new method using MODIS NDVI , 2006 .

[55]  A. McGuire,et al.  A dynamic organic soil biogeochemical model for simulating the effects of wildfire on soil environmental conditions and carbon dynamics of black spruce forests , 2010 .

[56]  Peter E. Thornton,et al.  Parameterization and Sensitivity Analysis of the BIOME–BGC Terrestrial Ecosystem Model: Net Primary Production Controls , 2000 .

[57]  Heikki Haario,et al.  DRAM: Efficient adaptive MCMC , 2006, Stat. Comput..

[58]  Scott D. Peckham,et al.  Fire as the dominant driver of central Canadian boreal forest carbon balance , 2007, Nature.

[59]  Global Soil Data Task,et al.  Global Gridded Surfaces of Selected Soil Characteristics (IGBP-DIS) , 2000 .

[60]  P. Ciais,et al.  Europe-wide reduction in primary productivity caused by the heat and drought in 2003 , 2005, Nature.

[61]  J. Canadell,et al.  Soil organic carbon pools in the northern circumpolar permafrost region , 2009 .

[62]  Olaf Kolle,et al.  Large carbon uptake by an unmanaged 250-year-old deciduous forest in Central Germany , 2002 .

[63]  T. Vesala,et al.  On the separation of net ecosystem exchange into assimilation and ecosystem respiration: review and improved algorithm , 2005 .

[64]  Maosheng Zhao,et al.  A new satellite-based methodology for continental-scale disturbance detection. , 2007, Ecological applications : a publication of the Ecological Society of America.

[65]  T. A. Black,et al.  Influence of stand age on the magnitude and seasonality of carbon fluxes in Canadian forests , 2012 .

[66]  Evan H. DeLucia,et al.  Forest carbon use efficiency: is respiration a constant fraction of gross primary production? , 2007 .

[67]  John S. Kimball,et al.  A Satellite Approach to Estimate Land–Atmosphere $\hbox{CO}_{2}$ Exchange for Boreal and Arctic Biomes Using MODIS and AMSR-E , 2009, IEEE Transactions on Geoscience and Remote Sensing.

[68]  Roger M. Gifford,et al.  Plant respiration in productivity models: conceptualisation, representation and issues for global terrestrial carbon-cycle research. , 2003, Functional plant biology : FPB.

[69]  Ke Zhang,et al.  Numerical Terradynamic Simulation Group 9-2008 Satellite-based model detection of recent climate-driven changes in northern high-latitude vegetation productivity , 2018 .

[70]  R. B. Jackson,et al.  THE VERTICAL DISTRIBUTION OF SOIL ORGANIC CARBON AND ITS RELATION TO CLIMATE AND VEGETATION , 2000 .

[71]  C. Tucker,et al.  Climate-Driven Increases in Global Terrestrial Net Primary Production from 1982 to 1999 , 2003, Science.

[72]  Scott J. Goetz,et al.  Ecosystem responses to recent climate change and fire disturbance at northern high latitudes: observations and model results contrasting northern Eurasia and North America , 2007 .

[73]  K. Davis,et al.  Carbon exchange and venting anomalies in an upland deciduous forest in northern Wisconsin, USA , 2004 .

[74]  B. Law,et al.  Changes in carbon storage and fluxes in a chronosequence of ponderosa pine , 2003 .

[75]  C J Tucker,et al.  Drier summers cancel out the CO2 uptake enhancement induced by warmer springs. , 2005, Proceedings of the National Academy of Sciences of the United States of America.