Current systematic carbon-cycle observations and the need for implementing a policy-relevant carbon observing system

A globally integrated carbon observation and analysis system is needed to improve the fundamental understanding of the global carbon cycle, to improve our ability to project future changes, and to verify the effectiveness of policies aiming to reduce greenhouse gas emissions and increase carbon sequestration. Building an integrated carbon observation system requires transformational advances from the existing sparse, exploratory framework towards a dense, robust, and sustained system in all components: anthropogenic emissions, the atmosphere, the ocean, and the terrestrial biosphere. The paper is addressed to scientists, policymakers, and funding agencies who need to have a global picture of the current state of the (diverse) carbon observations. We identify the current state of carbon observations, and the needs and notional requirements for a global integrated carbon observation system that can be built in the next decade. A key conclusion is the substantial expansion of the ground-based observation networks required to reach the high spatial resolution for CO2 and CH4 fluxes, and for carbon stocks for addressing policy-relevant objectives, and attributing flux changes to underlying processes in each region. In order to establish flux and stock diagnostics over areas such as the southern oceans, tropical forests, and the Arctic, in situ observations will have to be complemented with remote-sensing measurements. Remote sensing offers the advantage of dense spatial coverage and frequent revisit. A key challenge is to bring remote-sensing measurements to a level of long-term consistency and accuracy so that they can be efficiently combined in models to reduce uncertainties, in synergy with ground-based data. Bringing tight observational constraints on fossil fuel and land use change emissions will be the biggest challenge for deployment of a policy-relevant integrated carbon observation system. This will require in situ and remotely sensed data at much higher resolution and density than currently achieved for natural fluxes, although over a small land area (cities, industrial sites, power plants), as well as the inclusion of fossil fuel CO2 proxy measurements such as radiocarbon in CO2 and carbon-fuel combustion tracers. Additionally, a policy-relevant carbon monitoring system should also provide mechanisms for reconciling regional top-down (atmosphere-based) and bottom-up (surface-based) flux estimates across the range of spatial and temporal scales relevant to mitigation policies. In addition, uncertainties for each observation data-stream should be assessed. The success of the system will rely on long-term commitments to monitoring, on improved international collaboration to fill gaps in the current observations, on sustained efforts to improve access to the different data streams and make databases interoperable, and on the calibration of each component of the system to agreed-upon international scales.

[1]  S. Running,et al.  Synergistic algorithm for estimating vegetation canopy leaf area index and fraction of absorbed photosynthetically active , 1998 .

[2]  R. Feely,et al.  Decadal changes in the aragonite and calcite saturation state of the Pacific Ocean , 2012 .

[3]  R. K. Dixon,et al.  Mitigation and Adaptation Strategies for Global Change , 1998 .

[4]  O. Arino,et al.  Global night-time fire season timing and fire count trends using the ATSR instrument series , 2012 .

[5]  Philippe Peylin,et al.  The contribution of AIRS data to the estimation of CO2 sources and sinks , 2005 .

[6]  R. Dickinson,et al.  Couplings between changes in the climate system and biogeochemistry , 2007 .

[7]  Corinne Le Quéré,et al.  An international effort to quantify regional carbon fluxes , 2011 .

[8]  Steffen Fritz,et al.  A Global Forest Growing Stock, Biomass and Carbon Map Based on FAO Statistics , 2008 .

[9]  Philip Lewis,et al.  Assimilating canopy reflectance data into an ecosystem model with an Ensemble Kalman Filter , 2008 .

[10]  Rebecca Castano,et al.  A method for evaluating bias in global measurements of CO 2 total columns from space , 2011 .

[11]  Philippe Ciais,et al.  Optimizing a process‐based ecosystem model with eddy‐covariance flux measurements: A pine forest in southern France , 2007 .

[12]  Stephen W. Pacala,et al.  Verifying greenhouse gas emissions: Methods to support international climate agreements , 2010 .

[13]  Thuy Le Toan,et al.  Bud‐burst modelling in Siberia and its impact on quantifying the carbon budget , 2005, Global change biology.

[14]  M. Rast,et al.  The ESA Medium Resolution Imaging Spectrometer MERIS a review of the instrument and its mission , 1999 .

[15]  J. Randerson,et al.  Global fire emissions and the contribution of deforestation, savanna, forest, agricultural, and peat fires (1997-2009) , 2010 .

[16]  W. Cohen,et al.  Estimates of forest canopy height and aboveground biomass using ICESat , 2005 .

[17]  S. Houweling,et al.  Global CO 2 fluxes estimated from GOSAT retrievals of total column CO 2 , 2013 .

[18]  Riley M. Duren,et al.  Measuring the carbon emissions of megacities , 2012 .

[19]  B. Law,et al.  Structure‐based forest biomass from fusion of radar and hyperspectral observations , 2003 .

[20]  J. Bishop Autonomous observations of the ocean biological carbon pump , 2009 .

[21]  Nicholas C. Parazoo,et al.  The covariation of Northern Hemisphere summertime CO 2 with surface temperature in boreal regions , 2013 .

[22]  Christopher D. Barnet,et al.  CO2 retrievals from the Atmospheric Infrared Sounder : Methodology and validation , 2008 .

[23]  E. Dlugokencky,et al.  Inverse modeling estimates of the global nitrous oxide surface flux from 1998–2001 , 2006 .

[24]  Colm Sweeney,et al.  Constraining the CO 2 budget of the corn belt: exploring uncertainties from the assumptions in a mesoscale inverse system , 2011 .

[25]  M. Razinger,et al.  Biomass burning emissions estimated with a global fire assimilation system based on observed fire radiative power , 2011 .

[26]  W. Cohen,et al.  North American forest disturbance mapped from a decadal Landsat record , 2008 .

[27]  Jacqueline Boutin,et al.  A uniform, quality controlled Surface Ocean CO2 Atlas (SOCAT) , 2012 .

[28]  Alain Chedin,et al.  Midtropospheric CO2 concentration retrieval from AIRS observations in the tropics , 2004 .

[29]  John Robinson,et al.  Retrieval of atmospheric CO2 with enhanced accuracy and precision from SCIAMACHY: validation with FTS measurements and comparison with model results , 2011 .

[30]  H. Akimoto,et al.  An Asian emission inventory of anthropogenic emission sources for the period 1980-2020 , 2007 .

[31]  Fabienne Maignan,et al.  CO2 surface fluxes at grid point scale estimated from a global 21 year reanalysis of atmospheric measurements , 2010 .

[32]  P. Ciais,et al.  Three years of trace gas observations over the EuroSiberian domain derived from aircraft sampling – a concerted action , 2002 .

[33]  Patrick M. Crill,et al.  Freshwater Methane Emissions Offset the Continental Carbon Sink , 2011, Science.

[34]  S. Seneviratne,et al.  Recent decline in the global land evapotranspiration trend due to limited moisture supply , 2010, Nature.

[35]  D. Lowe,et al.  The atmospheric cycling of radiomethane and the "fossil fraction" of the methane source , 2006 .

[36]  C. Sabine,et al.  Estimation of Anthropogenic CO 2 Inventories in the Ocean , 2009 .

[37]  Philippe Ciais,et al.  Weak Northern and Strong Tropical Land Carbon Uptake from Vertical Profiles of Atmospheric CO2 , 2007, Science.

[38]  Erkki Tomppo,et al.  A report to the food and agriculture organization of the united nations (FAO) in support of sampling study for National Forestry Resources Monitoring and Assessment (NAFORMA) in Tanzania , 2010 .

[39]  M. R. R A U Pa C H,et al.  Model – data synthesis in terrestrial carbon observation : methods , data requirements and data uncertainty specifications , 2005 .

[40]  Charles Ichoku,et al.  Relationships between energy release, fuel mass loss, and trace gas and aerosol emissions during laboratory biomass fires , 2008 .

[41]  P. Ciais,et al.  Carbon accumulation in European forests , 2008 .

[42]  H. Mooney,et al.  Modeling the Exchanges of Energy, Water, and Carbon Between Continents and the Atmosphere , 1997, Science.

[43]  Sylvain Caillol,et al.  Fighting global warming: The potential of photocatalysis against CO2, CH4, N2O, CFCs, tropospheric O3, BC and other major contributors to climate change , 2011 .

[44]  P. Bakwin,et al.  What is the concentration footprint of a tall tower , 2001 .

[45]  A. Grainger Difficulties in tracking the long-term global trend in tropical forest area , 2008, Proceedings of the National Academy of Sciences.

[46]  G. Janssens-Maenhout,et al.  Verifying Greenhouse Gas Emissions: Methods to Support International Climate Agreements , 2011 .

[47]  Taro Takahashi,et al.  Oceanic sources, sinks, and transport of atmospheric CO2 , 2009 .

[48]  Alex Vermeulen,et al.  The state of greenhouse gases in the atmosphere using global observations through 2018 , 2009 .

[49]  S. Goetz,et al.  Estimated carbon dioxide emissions from tropical deforestation improved by carbon-density maps , 2012 .

[50]  T. Vesala,et al.  Towards a standardized processing of Net Ecosystem Exchange measured with eddy covariance technique: algorithms and uncertainty estimation , 2006 .

[51]  Tatsuya Yokota,et al.  On the accuracy of the CO2 surface fluxes to be estimated from the GOSAT observations , 2009 .

[52]  Shamil Maksyutov,et al.  Effect of recent observations on Asian CO2 flux estimates by transport model inversions , 2003 .

[53]  C. Brühl,et al.  Inverse Modelling of European N2O Emissions: Assimilating Observations from Different Networks , 2010 .

[54]  P. Ciais,et al.  Archived Version from Ncdocks Institutional Repository a Synthesis of Carbon Dioxide Emissions from Fossil-fuel Combustion Title: a Synthesis of Carbon Dioxide Emissions from Fossil-fuel Combustion a Synthesis of Carbon Dioxide Emissions from Fossil-fuel Combustion , 2022 .

[55]  A. Bondeau,et al.  Towards global empirical upscaling of FLUXNET eddy covariance observations: validation of a model tree ensemble approach using a biosphere model , 2009 .

[56]  D. M. Cunnold,et al.  Evidence for Substantial Variations of Atmospheric Hydroxyl Radicals in the Past Two Decades , 2001, Science.

[57]  J. Vogelmann,et al.  Monitoring forest changes in the southwestern United States using multitemporal Landsat data , 2009 .

[58]  T. A. Black,et al.  Inferring terrestrial photosynthetic light use efficiency of temperate ecosystems from space , 2011 .

[59]  Sassan Saatchi,et al.  PREFACE: DESDynI VEG-3D Special Issue , 2011 .

[60]  B. Kucharczyk Activity of monolithic Pd/Al2O3 catalysts in the combustion of mine ventilation air methane , 2011 .

[61]  Ruth S. DeFries,et al.  Earth observations for estimating greenhouse gas emissions from deforestation in developing countries , 2007 .

[62]  Tatsuya Yokota,et al.  Improvement of the retrieval algorithm for GOSAT SWIR XCO2 and XCH4 and their validation using TCCON data , 2013 .

[63]  Irena Hajnsek,et al.  Tropical-Forest-Parameter Estimation by Means of Pol-InSAR: The INDREX-II Campaign , 2009, IEEE Transactions on Geoscience and Remote Sensing.

[64]  Andrew E. Suyker,et al.  Assessing net ecosystem carbon exchange of U.S. terrestrial ecosystems by integrating eddy covariance flux measurements and satellite observations , 2011 .

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

[66]  D. F. Baker,et al.  Iconic CO2 time series at risk. , 2012, Science.

[67]  Sassan Saatchi,et al.  Mapping tropical forest biomass with radar and spaceborne LiDAR: overcoming problems of high biomass and persistent cloud , 2011 .

[68]  J. Townshend,et al.  Global Percent Tree Cover at a Spatial Resolution of 500 Meters: First Results of the MODIS Vegetation Continuous Fields Algorithm , 2003 .

[69]  W. Knorr,et al.  Inversion of terrestrial ecosystem model parameter values against eddy covariance measurements by Monte Carlo sampling , 2005 .

[70]  Olivier Pannekoucke,et al.  Structure of the transport uncertainty in mesoscale inversions of CO 2 sources and sinks using ensemble model simulations , 2008 .

[71]  Christopher D. Barnet,et al.  Characterization and validation of methane products from the Atmospheric Infrared Sounder (AIRS) , 2008 .

[72]  B. Parresol Assessing Tree and Stand Biomass: A Review with Examples and Critical Comparisons , 1999, Forest Science.

[73]  Kevin R. Gurney,et al.  TransCom 3 inversion intercomparison: Impact of transport model errors on the interannual variability of regional CO2 fluxes, 1988–2003 , 2006 .

[74]  Bryan A. Franz,et al.  MODIS Land Bands for Ocean Remote Sensing Applications , 2006 .

[75]  Hervé Claustre,et al.  Bio-optical profiling floats as new observational tools for biogeochemical and ecosystem studies: Potential synergies with ocean color remote sensing , 2010 .

[76]  R. Vautard,et al.  TransCom model simulations of hourly atmospheric CO2: Experimental overview and diurnal cycle results for 2002 , 2008, Global Biogeochemical Cycles.

[77]  G. Powell,et al.  High-resolution forest carbon stocks and emissions in the Amazon , 2010, Proceedings of the National Academy of Sciences.

[78]  Alberto Borges,et al.  Present day carbon dioxide fluxes in the coastal ocean and possible feedbacks under global change , 2011 .

[79]  S. Running,et al.  The impact of growing-season length variability on carbon assimilation and evapotranspiration over 88 years in the eastern US deciduous forest , 1999, International journal of biometeorology.

[80]  Sander Houweling,et al.  Evaluation of various observing systems for the global monitoring of CO2 surface fluxes , 2010 .

[81]  Thomas S. Pagano,et al.  Satellite remote sounding of mid‐tropospheric CO2 , 2008 .

[82]  Corinne Le Quéré,et al.  Trends in the sources and sinks of carbon dioxide , 2009 .

[83]  E. Middleton,et al.  First observations of global and seasonal terrestrial chlorophyll fluorescence from space , 2010 .

[84]  Nicolas Gruber,et al.  Observing Biogeochemical Cycles at Global Scales With Profiling Floats and Gliders Prospects for a Global Array , 2009 .

[85]  Samuel Hammer,et al.  Regional inversion of CO2 ecosystem fluxes from atmospheric measurements: reliability of the uncertainty estimates , 2013 .

[86]  Nicolas Gruber,et al.  The Oceanic Sink for Anthropogenic CO2 , 2004, Science.

[87]  Andres Schmidt,et al.  Empirical assessment of uncertainties of meteorological parameters and turbulent fluxes in the AmeriFlux network , 2012 .

[88]  P. Ciais,et al.  New Insights on the Chemical Composition of the Siberian Air Shed From The Yak-Aerosib Aircraft Campaigns , 2010 .

[89]  D. Pritchard Reducing emissions from deforestation and forest degradation in developing countries (REDD): the link with wetlands. , 2009 .

[90]  Peter Bergamaschi,et al.  Inverse modeling of European CH4 emissions 2001-2006 , 2010 .

[91]  Katherine V Ackerman,et al.  Comparison of two U.S. power-plant carbon dioxide emissions data sets. , 2008, Environmental science & technology.

[92]  S. Goetz,et al.  Importance of biomass in the global carbon cycle , 2009 .

[93]  A. Borges Do we have enough pieces of the jigsaw to integrate CO2 fluxes in the coastal ocean? , 2005 .

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

[95]  Philippe Peylin,et al.  Quantifying the model structural error in carbon cycle data assimilation systems , 2012 .

[96]  Janusz Pempkowiak,et al.  The Baltic Sea : a global synthesis , 2010 .

[97]  Inez Y. Fung,et al.  Application of Advanced Very High Resolution Radiometer vegetation index to study atmosphere‐biosphere exchange of CO2 , 1987 .

[98]  R. Feely,et al.  Decadal changes in Pacific carbon , 2008 .

[99]  Janet W. Campbell,et al.  Seasonal observations of surface waters in two Gulf of Maine estuary-plume systems: Relationships between watershed attributes, optical measurements and surface pCO2 , 2008 .

[100]  Philippe Ciais,et al.  Spaceborne remote sensing of greenhouse gas concentrations , 2010 .

[101]  J. Olivier,et al.  CO2 from fossil fuel burning: a comparison of ORNL and EDGAR estimates of national emissions , 1999 .

[102]  Dario Papale,et al.  Natural land carbon dioxide exchanges in the ECMWF integrated forecasting system: Implementation and offline validation , 2013 .

[103]  Erich Franz Stocker,et al.  Seasonal, intraseasonal, and interannual variability of global land fires and their effects on atmospheric aerosol distribution , 2002 .

[104]  J. White,et al.  Can bottom-up ocean CO2 fluxes be reconciled with atmospheric 13C observations? , 2010 .

[105]  M. Latif,et al.  Rising Arctic Ocean temperatures cause gas hydrate destabilization and ocean acidification , 2011 .

[106]  D. Hollinger,et al.  Uncertainty in eddy covariance measurements and its application to physiological models. , 2005, Tree physiology.

[107]  M. Williams,et al.  Improving land surface models with FLUXNET data , 2009 .

[108]  Zicheng Yu Holocene carbon flux histories of the world’s peatlands , 2011 .

[109]  D. Fowler,et al.  Annual methane emission from Finnish mires estimated from eddy covariance campaign measurements , 2001 .

[110]  A. Butz,et al.  Global CO2 fluxes estimated from GOSAT retrievals of total column CO2 , 2013 .

[111]  Johanne M. Pelletier,et al.  Diagnosing the uncertainty and detectability of emission reductions for REDD + under current capabilities: an example for Panama , 2011 .

[112]  B. Delille,et al.  Carbon dioxide emission from european estuaries , 1998, Science.

[113]  Ray Leuning,et al.  Nitrous oxide flux measurements from an intensively managed irrigated pasture using micrometeorological techniques , 2007 .

[114]  C. McClain A decade of satellite ocean color observations. , 2009, Annual review of marine science.

[115]  Phillips,et al.  Changes in the carbon balance of tropical forests: evidence from long-term plots , 1998, Science.

[116]  J. Tjiputra,et al.  Assimilation of seasonal chlorophyll and nutrient data into an adjoint three‐dimensional ocean carbon cycle model: Sensitivity analysis and ecosystem parameter optimization , 2007 .

[117]  R. B. Jackson,et al.  A Large and Persistent Carbon Sink in the World’s Forests , 2011, Science.

[118]  C. S. Wong,et al.  Climatological mean and decadal change in surface ocean pCO2, and net seaair CO2 flux over the global oceans , 2009 .

[119]  J. Randerson,et al.  An atmospheric perspective on North American carbon dioxide exchange: CarbonTracker , 2007, Proceedings of the National Academy of Sciences.

[120]  Nicolas Gruber,et al.  Ocean deoxygenation in a warming world. , 2010, Annual review of marine science.

[121]  R. Feely,et al.  A first estimate of present and preindustrial air‐sea CO2 flux patterns based on ocean interior carbon measurements and models , 2003 .

[122]  J. McGregor,et al.  Estimating regional terrestrial carbon fluxes for the Australian continent using a multiple-constraint approach II. The Atmospheric constraint , 2003 .

[123]  Mark A. Liniger,et al.  A global reanalysis of vegetation phenology , 2011 .

[124]  Toshinobu Machida,et al.  Worldwide Measurements of Atmospheric CO2 and Other Trace Gas Species Using Commercial Airlines , 2008 .

[125]  U. Karstens,et al.  Inferring high-resolution fossil fuel CO2 records at continental sites from combined 14CO2 and CO observations , 2007 .

[126]  W. Oechel,et al.  FLUXNET: A New Tool to Study the Temporal and Spatial Variability of Ecosystem-Scale Carbon Dioxide, Water Vapor, and Energy Flux Densities , 2001 .

[127]  M. Dobson,et al.  The use of Imaging radars for ecological applications : A review , 1997 .

[128]  Hermann W. Bange,et al.  Nitrous oxide and methane in European coastal waters , 2006 .

[129]  Shamil Maksyutov,et al.  TransCom continuous experiment: comparison of 222 Rn transport at hourly time scales at three stations in Germany , 2011 .

[130]  Philippe Peylin,et al.  A new global gridded data set of CO2 emissions from fossil fuel combustion: Methodology and evaluation , 2010 .

[131]  Michael Buchwitz,et al.  MAMAP – a new spectrometer system for column-averaged methane and carbon dioxide observations from aircraft: instrument description and performance analysis , 2010 .

[132]  Justus Notholt,et al.  The Total Carbon Column Observing Network , 2011, Philosophical Transactions of the Royal Society A: Mathematical, Physical and Engineering Sciences.

[133]  F. F. Pérèz,et al.  Surface fCO2 variability in the Loire plume and adjacent shelf waters: High spatio-temporal resolution study using ships of opportunity , 2010 .

[134]  J. F. Meirink,et al.  What can 14 CO measurements tell us about OH , 2008 .

[135]  M. Wooster,et al.  Fire radiative energy for quantitative study of biomass burning: derivation from the BIRD experimental satellite and comparison to MODIS fire products. , 2003 .

[136]  S. Frolking,et al.  EU peatlands: Current carbon stocks and trace gas fluxes , 2004 .

[137]  F. Kraxner,et al.  An assessment of monitoring requirements and costs of 'Reduced Emissions from Deforestation and Degradation' , 2009, Carbon balance and management.

[138]  W. Post,et al.  North American carbon dioxide sources and sinks: magnitude, attribution, and uncertainty , 2012 .

[139]  Alain Chedin,et al.  Tropospheric methane in the tropics – first year from IASI hyperspectral infrared observations , 2009 .

[140]  Hidekazu Matsueda,et al.  Characterization of Tropospheric Emission Spectrometer (TES) CO 2 for carbon cycle science , 2009 .

[141]  A. Bouwman,et al.  Emission database for global atmospheric research (Edgar) , 1994, Environmental monitoring and assessment.

[142]  Jacqueline Boutin,et al.  Surface Ocean CO2 Atlas (SOCAT) gridded data products , 2012 .

[143]  Y. Kaufman,et al.  Retrieval of biomass combustion rates and totals from fire radiative power observations: FRP derivation and calibration relationships between biomass consumption and fire radiative energy release , 2005 .

[144]  T. Riutta,et al.  Annual cycle of methane emission from a boreal fen measured by the eddy covariance technique , 2007 .

[145]  F. Chevallier,et al.  AIRS-based versus flask-based estimation of carbon surface fluxes , 2009 .

[146]  M. Hansen,et al.  Quantification of global gross forest cover loss , 2010, Proceedings of the National Academy of Sciences.

[147]  Martial Bernoux,et al.  Wood density, phytomass variations within and among trees, and allometric equations in a tropical rainforest of Africa , 2010 .

[148]  G. Marland,et al.  Monthly, global emissions of carbon dioxide from fossil fuel consumption , 2011 .

[149]  Seongeun Jeong,et al.  On the sources of methane to the Los Angeles atmosphere. , 2012, Environmental science & technology.

[150]  Y. Sawa,et al.  Formation mechanisms of latitudinal CO2 gradients in the upper troposphere over the subtropics and tropics , 2009 .

[151]  A. Goldstein,et al.  Eddy covariance methane measurements at a Ponderosa pine plantation in California , 2009 .

[152]  Scott C. Doney,et al.  Adding Oxygen to Argo: Developing a Global in-situ Observatory for Ocean Deoxygenation and Biogeochemistry , 2010 .

[153]  J. Terborgh,et al.  Drought Sensitivity of the Amazon Rainforest , 2009, Science.

[154]  P. Ciais,et al.  Carbon dioxide uptake of a forested region in southwest France derived from airborne CO2 and CO measurements in a quasi-Lagrangian experiment , 2004 .

[155]  Christian Wirth,et al.  Generic biomass functions for Norway spruce in Central Europe--a meta-analysis approach toward prediction and uncertainty estimation. , 2004, Tree physiology.

[156]  Will Steffen,et al.  Establishing A Earth Observation Product Service For The Terrestrial Carbon Community: The Globcarbon Initiative , 2006 .

[157]  J. Hartmann,et al.  Global CO2-consumption by chemical weathering: What is the contribution of highly active weathering regions? , 2009 .

[158]  Jorge L. Sarmiento,et al.  Optimal sampling of the atmosphere for purpose of inverse modeling: A model study , 2000 .

[159]  E. Dlugokencky,et al.  Airborne measurements indicate large methane emissions from the eastern Amazon basin , 2007 .

[160]  Scott L. Powell,et al.  Forest Disturbance and North American Carbon Flux , 2008 .

[161]  A. Hollingsworth,et al.  Toward a Monitoring and Forecasting System For Atmospheric Composition: The GEMS Project , 2008 .

[162]  S. Seneviratne,et al.  Global intercomparison of 12 land surface heat flux estimates , 2011 .

[163]  Christian Wirth,et al.  Regional carbon dioxide implications of forest bioenergy production , 2011 .

[164]  Alan H. Strahler,et al.  Retrieval of Surface Albedo from Satellite Sensors , 2008 .

[165]  Makoto Saito,et al.  Regional CO2 flux estimates for 2009–2010 based on GOSAT and ground-based CO2 observations , 2012 .

[166]  F. Woodward,et al.  Terrestrial Gross Carbon Dioxide Uptake: Global Distribution and Covariation with Climate , 2010, Science.

[167]  Gareth Roberts,et al.  Fire Detection and Fire Characterization Over Africa Using Meteosat SEVIRI , 2008, IEEE Transactions on Geoscience and Remote Sensing.

[168]  Justus Notholt,et al.  Calibration of TCCON column-averaged CO2: the first aircraft campaign over European TCCON sites , 2011 .

[169]  J. Stolaroff,et al.  Review of methane mitigation technologies with application to rapid release of methane from the Arctic. , 2012, Environmental science & technology.

[170]  S. Doney,et al.  Detecting anthropogenic CO2 changes in the interior Atlantic Ocean between 1989 and 2005 , 2010 .

[171]  Philippe Ciais,et al.  Update on CO2 emissions , 2010 .

[172]  J. Randerson,et al.  Carbon isotope discrimination of arctic and boreal biomes inferred from remote atmospheric measurements and a biosphere‐atmosphere model , 2002 .

[173]  Andreas Richter,et al.  The boundless carbon cycle , 2009 .

[174]  Loïca Avanthey,et al.  Near real time detection of hot spots on Meteosat Second Generation images : from forest fires to volcanic eruptions , 2007, 2007 IEEE International Geoscience and Remote Sensing Symposium.

[175]  Y. Sawa,et al.  Evaluation of atmospheric CO2 measurements from new flask air sampling of JAL airliner observations , 2008 .

[176]  David P. Turner,et al.  Landscape-Scale Simulation of Heterogeneous Fire Effects on Pyrogenic Carbon Emissions, Tree Mortality, and Net Ecosystem Production , 2011, Ecosystems.

[177]  State of the Climate National Overview May 2010 National Oceanic · and Atmospheric Administration National Climatic Data , 2012 .

[178]  S. Watanabe,et al.  Decadal increases of anthropogenic CO2 in the South Pacific subtropical ocean along 32°S , 2007 .

[179]  Carolien Kroeze,et al.  Global Nutrient Export from WaterSheds 2 (NEWS 2): Model development and implementation , 2010, Environ. Model. Softw..

[180]  Richard A. Feely,et al.  A global ocean carbon climatology: Results from Global Data Analysis Project (GLODAP) , 2004 .

[181]  J. Randerson,et al.  Model comparisons for estimating carbon emissions from North American wildland fire , 2011 .

[182]  J. F. Meirink,et al.  Inverse Modeling of Global and Regional CH4 Emissions Using SCIAMACHY Satellite Retrievals , 2009 .

[183]  J. Downing,et al.  Plumbing the Global Carbon Cycle: Integrating Inland Waters into the Terrestrial Carbon Budget , 2007, Ecosystems.

[184]  C. D. Keeling,et al.  Increased activity of northern vegetation inferred from atmospheric CO2 measurements , 1996, Nature.

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

[186]  G. Breed,et al.  An organic carbon budget for the Mississippi River turbidity plume and plume contributions to air-sea CO2 fluxes and bottom water hypoxia , 2006 .

[187]  Pete Smith,et al.  Importance of methane and nitrous oxide for Europe's terrestrial greenhouse-gas balance , 2009 .

[188]  Pierre Friedlingstein,et al.  Three-dimensional transport and concentration of SF6. A model intercomparison study (TransCom 2) , 1999 .

[189]  Gregory J. Frost,et al.  High‐resolution emissions of CO2 from power generation in the USA , 2008 .

[190]  S Pacala,et al.  Stabilization Wedges: Solving the Climate Problem for the Next 50 Years with Current Technologies , 2004, Science.

[191]  Gregg Marland,et al.  A 1° × 1° distribution of carbon dioxide emissions from fossil fuel consumption and cement manufacture, 1950–1990 , 1996 .

[192]  T. A. Black,et al.  Observed increase in local cooling effect of deforestation at higher latitudes , 2011, Nature.

[193]  P. Ciais,et al.  Horizontal displacement of carbon associated with agriculture and its impacts on atmospheric CO2 , 2007 .

[194]  Ruiliang Pu,et al.  Development and analysis of a 12-year daily 1-km forest fire dataset across North America from NOAA/AVHRR data , 2007 .

[195]  Gregg Marland,et al.  How Uncertain Are Estimates of CO2 Emissions? , 2009 .

[196]  A. Watson,et al.  Estimating the monthly pCO2 distribution in the North Atlantic using a self-organizing neural network , 2009 .

[197]  François-Marie Bréon,et al.  Remote sensing of phytoplankton groups in case 1 waters from global SeaWiFS imagery , 2005 .

[198]  P. Ciais,et al.  A European summertime CO2 biogenic flux inversion at mesoscale from continuous in situ mixing ratio measurements , 2011 .

[199]  Howard E. Epstein,et al.  High stocks of soil organic carbon in the North American Arctic region , 2008 .

[200]  C. Sabine,et al.  Estimation of anthropogenic CO2 inventories in the ocean. , 2010, Annual review of marine science.

[201]  James B. Abshire,et al.  Calibration of the Total Carbon Column Observing Network using aircraft profile data , 2010 .

[202]  Andrew J. Watson,et al.  Tracking the Variable North Atlantic Sink for Atmospheric CO2 , 2009, Science.

[203]  Michael Buchwitz,et al.  A remote sensing technique for global monitoring of power plant CO 2 emissions from space and related applications , 2010 .

[204]  Gregory J. Frost,et al.  High-resolution emissions of CO{sub 2} from power generation in the USA - article no. G04008 , 2008 .

[205]  Gustavo Goni,et al.  Integrating the ocean observing system: mobile platforms , 2010 .

[206]  Atul K. Jain,et al.  The global carbon budget 1959-2011 , 2012 .

[207]  Michael Buchwitz,et al.  Quantification of methane emission rates from coal mine ventilation shafts using airborne remote sensing data , 2012 .

[208]  R. Giering,et al.  Two decades of terrestrial carbon fluxes from a carbon cycle data assimilation system (CCDAS) , 2005 .

[209]  Ilse Aben,et al.  Evidence of systematic errors in SCIAMACHY-observed CO 2 due to aerosols , 2005 .

[210]  Peter Bergamaschi,et al.  Satellite chartography of atmospheric methane from SCIAMACHY on board ENVISAT: Analysis of the years 2003 and 2004 , 2006 .

[211]  E. Dlugokencky,et al.  The role of carbon dioxide in climate forcing from 1979 to 2004: introduction of the Annual Greenhouse Gas Index , 2006 .

[212]  J. V. Soares,et al.  Distribution of aboveground live biomass in the Amazon basin , 2007 .

[213]  S. Alvaina,et al.  Remote sensing of phytoplankton groups in case 1 waters from global SeaWiFS imagery , 2005 .

[214]  S. Wofsy,et al.  Assessment of ground-based atmospheric observations for verification of greenhouse gas emissions from an urban region , 2012, Proceedings of the National Academy of Sciences.

[215]  D. Etheridge,et al.  Natural and anthropogenic changes in atmospheric CO2 over the last 1000 years from air in Antarctic ice and firn , 1996 .

[216]  Markus Reichstein,et al.  On the assignment of prior errors in Bayesian inversions of CO2 surface fluxes , 2006 .

[217]  Shu Tao,et al.  Multiannual changes of CO 2 emissions in China: indirect estimates derived from satellite measurements of tropospheric NO 2 columns , 2013 .

[218]  Nadine Gobron,et al.  Monitoring biosphere vegetation 1998–2009 , 2010 .

[219]  W. Salas,et al.  Benchmark map of forest carbon stocks in tropical regions across three continents , 2011, Proceedings of the National Academy of Sciences.

[220]  Richard A. Birdsey,et al.  Age structure and disturbance legacy of North American forests , 2010 .

[221]  R. Giering,et al.  Retrieving surface parameters for climate models from Moderate Resolution Imaging Spectroradiometer (MODIS)-Multiangle Imaging Spectroradiometer (MISR) Albedo Products , 2007 .

[222]  Damian Barrett,et al.  Estimating regional terrestrial carbon fluxes for the Australian continent using a multiple‐constraint approach , 2003 .

[223]  Philippe Ciais,et al.  High-resolution mapping of combustion processes and implications for CO 2 emissions , 2012 .

[224]  R. Lark,et al.  Carbon losses from all soils across England and Wales 1978–2003 , 2005, Nature.

[225]  M. Buchwitz,et al.  MAMAP – a new spectrometer system for column-averaged methane and carbon dioxide observations from aircraft: retrieval algorithm and first inversions for point source emission rates , 2011 .

[226]  Michael Buchwitz,et al.  Towards space based verification of CO 2 emissions from strong localized sources: fossil fuel power plant emissions as seen by a CarbonSat constellation , 2011 .

[227]  P. Jöckel,et al.  Small Interannual Variability of Global Atmospheric Hydroxyl , 2011, Science.

[228]  Y. Knyazikhin,et al.  Validation and intercomparison of global Leaf Area Index products derived from remote sensing data , 2008 .

[229]  Corinne Le Quéré,et al.  An International Carbon Office to assist policy-based science , 2010 .

[230]  S. Doney,et al.  Riverine coupling of biogeochemical cycles between land, oceans, and atmosphere , 2011 .

[231]  C. Frankenberg,et al.  New global observations of the terrestrial carbon cycle from GOSAT: Patterns of plant fluorescence with gross primary productivity , 2011, Geophysical Research Letters.

[232]  Hidekazu Matsueda,et al.  First year of upper tropospheric integrated content of CO 2 from IASI hyperspectral infrared observations , 2009 .

[233]  Dusanka Zupanski,et al.  Applications of information theory in ensemble data assimilation , 2007 .

[234]  Thomas Kaminski,et al.  Observing the continental-scale carbon balance: assessment of sampling complementarity and redundancy in a terrestrial assimilation system by means of quantitative network design , 2012 .

[235]  Philippe Ciais,et al.  Anthropogenic perturbation of the carbon fluxes from land to ocean , 2013 .

[236]  Shaun Quegan,et al.  Model–data synthesis in terrestrial carbon observation: methods, data requirements and data uncertainty specifications , 2005 .

[237]  Alan H. Strahler,et al.  Global land cover mapping from MODIS: algorithms and early results , 2002 .

[238]  M. Suter,et al.  Radiocarbon in Atmospheric Carbon Dioxide and Methane: Global Distribution and Trends , 1992 .

[239]  Ranga B. Myneni,et al.  Stochastic transport theory for investigating the three-dimensional canopy structure from space measurements , 2008 .

[240]  C. Tucker,et al.  Increased plant growth in the northern high latitudes from 1981 to 1991 , 1997, Nature.

[241]  Toste Tanhua,et al.  The CARINA data synthesis project: introduction and overview , 2009 .

[242]  S. Running,et al.  Global products of vegetation leaf area and fraction absorbed PAR from year one of MODIS data , 2002 .

[243]  Richard A. Birdsey,et al.  Toward error analysis of large-scale forest carbon budgets , 2000 .

[244]  Tapio Schneider,et al.  The imprint of surface fluxes and transport on variations in total column carbon dioxide , 2011 .

[245]  John J. Walsh,et al.  Importance of continental margins in the marine biogeochemical cycling of carbon and nitrogen , 1991, Nature.

[246]  A. Arneth,et al.  Global patterns of land-atmosphere fluxes of carbon dioxide, latent heat, and sensible heat derived from eddy covariance, satellite, and meteorological observations , 2011 .

[247]  Alan Grainger,et al.  Achieving forest carbon information with higher certainty: A five-part plan , 2010 .

[248]  Justus Notholt,et al.  Calibration of column-averaged CH4 over European TCCON FTS sites with airborne in-situ measurements , 2012 .

[249]  N. Oh,et al.  Anthropogenically enhanced fluxes of water and carbon from the Mississippi River , 2008, Nature.

[250]  Dariusz Stramski,et al.  Phytoplankton class‐specific primary production in the world's oceans: Seasonal and interannual variability from satellite observations , 2010 .

[251]  Ian G. Enting,et al.  Optimizing the CO2 observing network for constraining sources and sinks , 1996 .

[252]  Edwin W. Pak,et al.  An extended AVHRR 8‐km NDVI dataset compatible with MODIS and SPOT vegetation NDVI data , 2005 .

[253]  M. Lefsky A global forest canopy height map from the Moderate Resolution Imaging Spectroradiometer and the Geoscience Laser Altimeter System , 2010 .

[254]  F. S. Chapin,et al.  Permafrost carbon: Stock and decomposability of a globally significant carbon pool , 2006 .

[255]  A. Arneth,et al.  Separation of net ecosystem exchange into assimilation and respiration using a light response curve approach: critical issues and global evaluation , 2010 .

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

[257]  J. Randerson,et al.  Carbon emissions from fires in tropical and subtropical ecosystems , 2003 .

[258]  J. White,et al.  Can bottom-up ocean CO 2 fluxes be reconciled with atmospheric 13 C observations? , 2010 .

[259]  M. Lefsky,et al.  Mapping tropical forest biomass with radar and spaceborne LiDAR in Lopé National Park, Gabon: Overcoming problems of high biomass and persistent cloud , 2012 .

[260]  Yoram J. Kaufman,et al.  An Enhanced Contextual Fire Detection Algorithm for MODIS , 2003 .

[261]  H. Joosten The Global Peatland CO2 Picture: peatland status and drainage related emissions in all countries of the world. , 2009 .

[262]  Markus Reichstein,et al.  Cross-site evaluation of eddy covariance GPP and RE decomposition techniques , 2008 .

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

[264]  T. Vesala,et al.  Flux measurements of CH4 and N2O exchanges , 2010 .

[265]  Larry P. Atkinson,et al.  Carbon and nutrient fluxes in continental margins : a global synthesis , 2010 .

[266]  Casey M. Ryan,et al.  Above‐ and Belowground Carbon Stocks in a Miombo Woodland Landscape of Mozambique , 2011 .

[267]  Pieter P. Tans,et al.  Vertical profiles of CO2 above eastern Amazonia suggest a net carbon flux to the atmosphere and balanced biosphere between 2000 and 2009 , 2010 .

[268]  B. Law,et al.  Sensitivity of a subregional scale atmospheric inverse CO2 modeling framework to boundary conditions , 2010 .

[269]  Sean C. Thomas,et al.  Increasing carbon storage in intact African tropical forests , 2009, Nature.

[270]  P. Ciais,et al.  Global CO2fluxes inferred from surface air‐sample measurements and from TCCON retrievals of the CO2 total column , 2011 .

[271]  C. Sweeney,et al.  Regional US carbon sinks from three-dimensional atmospheric CO2 sampling , 2010, Proceedings of the National Academy of Sciences.

[272]  P. Ciais,et al.  A synthesis of carbon dioxide emissions from fossil-fuel combustion , 2012 .

[273]  G. Laruelle,et al.  Evaluation of sinks and sources of CO2 in the global coastal ocean using a spatially‐explicit typology of estuaries and continental shelves , 2010 .

[274]  B. Bhaduri,et al.  The human carbon budget: an estimate of the spatial distribution of metabolic carbon consumption and release in the United States , 2009 .

[275]  F. Rocca,et al.  The BIOMASS mission: Mapping global forest biomass to better understand the terrestrial carbon cycle , 2011 .

[276]  R. Betts,et al.  Acceleration of global warming due to carbon-cycle feedbacks in a coupled climate model , 2000, Nature.