Estimating regional terrestrial carbon fluxes for the Australian continent using a multiple‐constraint approach

We have developed a modelling framework that synthesizes various types of field measurements at different spatial and temporal scales. We used this modelling framework to estimate monthly means and their standard deviations of gross photosynthesis, total ecosystem production, net primary production (NPP) and net ecosystem production (NEP) for eight regions of the Australian continent between 1990 and 1998. Annual mean NPP of the Australian continent varied between 800 and 1100 Mt C yr−1 between 1990 and 1998, with a coefficient of variation that is defined as the ratio of standard deviation and mean between 0.24 and 0.34. The seasonal variation of NPP for the whole continent varied between 50 and 110 Mt C month−1 with two maxima, one in the autumn and another in the spring. NEP was most negative in the winter (a carbon sink) and was most positive (a carbon source) in the summer. However, the coefficient of variation of monthly mean NEP was very large (> 4), and consequently confidence in the predicted net carbon fluxes for any month in the period 1990–1998 for the whole continent was very low. A companion paper will apply atmospheric inverse technique to measurements of CO2 concentration to further constrain the continental carbon cycle and reduce uncertainty in estimated mean monthly carbon fluxes.

[1]  Pieter P. Tans,et al.  A feasible Global Carbon Cycle Observing System: a plan to decipher today's carbon cycle based on observations , 1996 .

[2]  Michael R. Raupach,et al.  Influences of local feedbacks on land–air exchanges of energy and carbon , 1998 .

[3]  E. Kowalczyk,et al.  Implementation of a soil-canopy scheme into the CSIRO GCM -- regional aspects of the model response , 1994 .

[4]  J. Randerson,et al.  Global net primary production: Combining ecology and remote sensing , 1995 .

[5]  J. McGregor,et al.  Modeling trace gas concentrations at Cape Grim using the CSIRO Division of Atmospheric Research Limited Area Model (DARLAM) , 2000 .

[6]  D. Eamus,et al.  A cost-benefit analysis of leaves of four Australian savanna species. , 1998, Tree physiology.

[7]  C. Justice,et al.  The generation of global fields of terrestrial biophysical parameters from the NDVI , 1994 .

[8]  A. Scott Denning,et al.  Simulations of terrestrial carbon metabolism and atmospheric CO2 in a general circulation model: Part 1: Surface carbon fluxes , 1996 .

[9]  Stan D. Wullschleger,et al.  Biochemical Limitations to Carbon Assimilation in C3 Plants—A Retrospective Analysis of the A/Ci Curves from 109 Species , 1993 .

[10]  H. Nix,et al.  The effect of changing climate on Australian biomass production — a preliminary study , 1986 .

[11]  Arthur Gelb,et al.  Applied Optimal Estimation , 1974 .

[12]  Suan Chin Wong,et al.  A simple calibrated model of Amazon rainforest productivity based on leaf biochemical properties , 1995 .

[13]  Ian G. Enting,et al.  Inverse problems in atmospheric constituent transport , 2002 .

[14]  Stan D. Wullschleger,et al.  Productivity and compensatory responses of yellow-poplar trees in elevated C02 , 1992, Nature.

[15]  I. Terashima,et al.  Effects of leaf age on internal CO2 transfer conductance and photosynthesis in tree species having different types of shoot phenology , 2001 .

[16]  J. McGregor,et al.  Climate change simulations of Tasmanian precipitation using multiple nesting , 1994 .

[17]  Ü. Rannik,et al.  Gap filling strategies for defensible annual sums of net ecosystem exchange , 2001 .

[18]  I. Fung,et al.  Observational Contrains on the Global Atmospheric Co2 Budget , 1990, Science.

[19]  K. Hibbard,et al.  A Global Terrestrial Monitoring Network Integrating Tower Fluxes, Flask Sampling, Ecosystem Modeling and EOS Satellite Data , 1999 .

[20]  J. Houghton,et al.  Climate change 1995: the science of climate change. , 1996 .

[21]  Michael G. Ryan,et al.  Evidence that decomposition rates of organic carbon in mineral soil do not vary with temperature , 2000, Nature.

[22]  R. Wanninkhof Relationship between wind speed and gas exchange over the ocean , 1992 .

[23]  R. Leuning,et al.  A two-leaf model for canopy conductance, photosynthesis and partitioning of available energy I:: Model description and comparison with a multi-layered model , 1998 .

[24]  Ian G. Enting,et al.  Kalman filter analysis of ice core data 1. Method development and testing the statistics , 2002 .

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

[26]  Dennis Baldocchi,et al.  On Measuring Net Ecosystem Carbon Exchange Over Tall Vegetation on Complex Terrain , 2000, Boundary-Layer Meteorology.

[27]  K. Nadelhoffer,et al.  Fine Root Production Estimates and Belowground Carbon Allocation in Forest Ecosystems , 1992 .

[28]  J. Canadell,et al.  Recent patterns and mechanisms of carbon exchange by terrestrial ecosystems , 2001, Nature.

[29]  Ü. Rannik,et al.  Respiration as the main determinant of carbon balance in European forests , 2000, Nature.

[30]  Damian J. Barrett,et al.  Estimating regional terrestrial carbon fluxes for the Australian continent using a multiple-constraint approach I. Using remotely sensed data and ecological observations of net primary production , 2003 .

[31]  P. Tans,et al.  Atmospheric carbon dioxide at Mauna Loa Observatory: 2. Analysis of the NOAA GMCC data, 1974–1985 , 1989 .

[32]  D. Barrett,et al.  NPP Multi-Biome: VAST Calibration Data, 1965-1998, R1 , 2001 .

[33]  J. Randerson,et al.  Primary production of the biosphere: integrating terrestrial and oceanic components , 1998, Science.

[34]  Dennis D. Baldocchi,et al.  Measuring and modelling seasonal variation of carbon dioxide and water vapour exchange of a Pinus ponderosa forest subject to soil water deficit , 2000 .

[35]  R F Weiss,et al.  Global air-sea flux of CO2: an estimate based on measurements of sea-air pCO2 difference. , 1997, Proceedings of the National Academy of Sciences of the United States of America.

[36]  Ian G. Enting,et al.  Data and modelling requirements for CO2 inversions using high-frequency data , 2003 .

[37]  J. Keith Ord,et al.  Spatial Processes Models and Applications , 1981 .

[38]  Graham D. Farquhar,et al.  Modelling of Photosynthetic Response to Environmental Conditions , 1982 .

[39]  D. Schimel,et al.  Terrestrial ecosystems and the carbon cycle , 1995 .

[40]  J. Randerson,et al.  Comparing global models of terrestrial net primary productivity (NPP): analysis of the seasonal atmospheric CO2 signal , 1999 .

[41]  E. Schulze,et al.  Leaf nitrogen, photosynthesis, conductance and transpiration : scaling from leaves to canopies , 1995 .

[42]  D. Barrett,et al.  Quantifying uncertainty in estimates of C emissions from above‐ground biomass due to historic land‐use change to cropping in Australia , 2001 .

[43]  Atlas of Australian resources , 1962 .

[44]  Ray Leuning,et al.  A two-leaf model for canopy conductance, photosynthesis and partitioning of available energy. II. Comparison with measurements , 1998 .

[45]  G. Gutman,et al.  The derivation of the green vegetation fraction from NOAA/AVHRR data for use in numerical weather prediction models , 1998 .

[46]  M. Kirschbaum,et al.  CenW, a forest growth model with linked carbon, energy, nutrient and water cycles , 1999 .

[47]  Stephen Sitch,et al.  Evaluation of terrestrial carbon cycle models through simulations of the seasonal cycle of atmospheric CO2: First results of a model intercomparison study , 1998 .

[48]  Nutrient Cycling in a New South Wales Subtropical Rainforest: Organic Matter and Phosphorus , 1989 .

[49]  P. Jarvis,et al.  Carbon balance of young birch trees grown in ambient and elevated atmospheric CO2 concentrations , 1998 .

[50]  P. Attiwill Nutrient Cycling in a Eucalyptus obliqua (L'hérit.) Forest. III. Growth, Biomass, and Net Primary Production , 1979 .

[51]  J. McGregor,et al.  Economical Determination of Departure Points for Semi-Lagrangian Models , 1993 .

[52]  J. E. Hunt,et al.  Commentary: Carbon Metabolism of the Terrestrial Biosphere: A Multitechnique Approach for Improved Understanding , 2000, Ecosystems.

[53]  Philippe Ciais,et al.  European greenhouse gas emissions estimated from continuous atmospheric measurements and radon 222 at Mace Head, Ireland , 2000 .

[54]  E. Dlugokencky,et al.  NOAA/CSIRO Flask Air Intercomparison Experiment: A strategy for directly assessing consistency among atmospheric measurements made by independent laboratories , 2001 .

[55]  N. Buchmann,et al.  Large-scale forest girdling shows that current photosynthesis drives soil respiration , 2001, Nature.

[56]  M. Ramonet,et al.  Longitudinal and vertical CO2 gradients over the subtropical/subantarctic oceanic sink , 1996 .

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

[58]  Inez Y. Fung,et al.  Variations in modeled atmospheric transport of carbon dioxide and the consequences for CO2 inversions , 1996 .

[59]  Thomas Kaminski,et al.  Assimilating atmospheric data into a terrestrial biosphere model: A case study of the seasonal cycle , 2002 .

[60]  Ying‐ping Wang,et al.  Development of a spatially explicit inventory of methane emissions from Australia and its verification using atmospheric concentration data , 2002 .

[61]  R. DeFries,et al.  Derivation and Evaluation of Global 1-km Fractional Vegetation Cover Data for Land Modeling , 2000 .

[62]  A. Bondeau,et al.  Comparing global models of terrestrial net primary productivity (NPP): overview and key results , 1999 .

[63]  P. G. Jarvis,et al.  Photosynthetic capacity in a central Amazonian rain forest. , 2000, Tree physiology.

[64]  Taro Takahashi,et al.  Towards robust regional estimates of CO2 sources and sinks using atmospheric transport models , 2002, Nature.

[65]  Peter A. Coppin,et al.  Parameter estimation in surface exchange models using nonlinear inversion: how many parameters can we estimate and which measurements are most useful? , 2001 .

[66]  J. Townshend,et al.  Continuous fields of vegetation characteristics at the global scale at 1‐km resolution , 1999 .

[67]  G. Pearman,et al.  Atmospheric carbon dioxide measurements in the Australian region: data from surface observatories , 1987 .

[68]  I. G. Enting,et al.  On the use of smoothing splines to filter CO2 data , 1987 .

[69]  Ray Leuning,et al.  Modelling Stomatal Behaviour and and Photosynthesis of Eucalyptus grandis , 1990 .

[70]  R. Leuning Scaling to a common temperature improves the correlation between the photosynthesis parameters Jmax and Vcmax , 1997 .

[71]  I. Enting,et al.  Using high temporal frequency data for CO2 inversions , 2002 .