Role of Flux Networks in Biogeosciences

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Presentation transcript:

Role of Flux Networks in Biogeosciences Dennis Baldocchi ESPM/Ecosystem Science Div. University of California, Berkeley AGU Biogeosciences, May 22, 2007

Acknowledgements Co-Authors Data Preparation Networks and Scientists Dario Papale, Markus Reichstein Data Preparation Dario Papale, Markus Reichstein, Tom Boden, Bob Cook, Susan Holliday, Catharine Van Ingen, Deb Agarwal +++ Networks and Scientists AmeriFlux, CarboEurope, AsiaFlux, ChinaFlux, Fluxnet Canada, OzFlux, +++ Agencies NSF/RCN, ILEAPS, DOE/TCP, NASA, Microsoft, ++++

Eddy Covariance Direct and Quasi-Continuous

FLUXNET: From Sea to Shining Sea 400+ Sites, circa 2007

Global distribution of Flux Towers with Respect to Climate

Network Representativeness Sundareshwar et al, 2007 Science

Evolution of FLUXNET Co-Development of Eddy Covariance Theory, Instrumentation and Microcomputers 1980s Measure Annual Cycle and Budget of NEE 1990s Flux Partitioning: NEE into GPP and Reco 2000s Measure NEE over multiple Land-Use and Disturbance Classes 2000+ Measure Inter-annual variations of NEE 2005+

Technical Developments: Evolution of FLUXNET Instrumentation and Computational Issues Fast Response Instrumentation (10 Hz) and Data Storage Micromet issues Detrending Time Series Corrections due to Advection on non-ideal Terrain Corrections due to Spectral Filtering by Sensors DataBase Issues DataSharing, Trust and Collaboration Gap-filling Error Assessment QA/QC and Distribution

LaThuile Fluxnet Workshop, Feb. 2007 New Gap-Filled, Qa/Qc Dataset 180 Sites; 600 Site-years of Data

Recent Results and Advances: Statistical Representation Processes Canopy-Scale Response Functions Emergent Processes Flux Partitioning, NEP=GPP-Reco Acclimation Carbon-Water Coupling Time Daily/Seasonal Dynamics Pulses, Lags, Switches Intra- + Interannual Variability Stand Age/Disturbance Space Climate/Structure/Function Coherence/Gradients Upscaling with Remote Sensing

Annual Time Series of Trace Gas Exchange Xu and Baldocchi, AgForMet, 2004

Can we Integrate C Fluxes, Probabilistically, and Globally, driven with Spatially-Gridded Climate Data? Fluxnet Database

Potential and Real Rates of Gross Carbon Uptake by Vegetation: Most Locations Never Reach Upper Potential GPP at 2% efficiency and 365 day Growing Season tropics GPP at 2% efficiency and 182.5 day Growing Season FLUXNET 2007 Database

Light and Photosynthesis: Emergent Processes at Leaf and Canopy Scales

Emergent Scale Process: CO2 Flux and Diffuse Radiation We are poised to see effects of Cleaner/Dirtier Skies and Next Volcano Niyogi et al., GRL 2004

Optimal NEE: Acclimation with Temperature E. Falge et al 2002 AgForMet; Baldocchi et al 2001 BAMS

GPP has a Cost, in terms of Ecosystem Respiration LaThuile, Fluxnet 2007 Dataset

Environmental Controls on Respiration Xu + Baldocchi, AgForMet 2004

Understory Respiratory Efflux Scales with GPP Misson et al., 2007, AgForMet

Linking Water and Carbon: Potential to assess Gc with Remote Sensing Xu + DDB, 2003 AgForMet

Normalized Evaporation Scales with Surface Resistance Surface Resistance = f(LAI, soil moisture, Ps Capacity, Ps Pathway)

Temporal Dynamics of C Fluxes Hour Day Month Season Year Multiple Years Pulses Lags Switches

Decadal Plus Time Series of NEE: Flux version of the Keeling’s Mauna Loa Graph Data of Wofsy, Munger, Goulden, et al.

Decadal Plus Time Series of GEE and Reco: Data of Wofsy, Munger, Goulden et al.

Complicating Dynamical Factors Switches/Pulses Rain Phenology/Length of Season Frost/Freezing Emergent Processes Clouds & LUE Acclimation Lags Stand Age/Disturbance Baldocchi and Valentini, 2005. SCOPE

NEE and Length of Growing Season: Coherent response among sites, impact of length of growing season. Does not account for interannual variability at a site, due to snow cover, drought, cloudy vs clear summers etc. Baldocchi et al 2001, BAMS

An Objective Indicator of Phenology?? Soil Temperature: An Objective Indicator of Phenology?? Data of Pilegaard et al.; Baldocchi et al. Int J. Biomet, 2005

An Objective Measure of Phenology, part 2 Soil Temperature: An Objective Measure of Phenology, part 2 Baldocchi et al. Int J. Biomet, 2005

Sources of Interannual Variability

Lag Effects Due to 2003 European Drought/Heat Stress Knohl et al Max Planck, Jena

Respiration Lags Photosynthesis, v1: Hourly Scale Tang et al. 2006, GCB

Continuous Measurements Enable Use of Inverse Fourier Transforms to Quantify Lag Times Tang et al. 2006, GCB

Quantifying the impact of rain pulses on respiration Xu, Baldocchi, Tang, 2004 Global Biogeochem Cycles

Spatial Variations in C Fluxes

Spatialize Phenology with Flux-Based Transformation & Climate Map

Flux Based Phenology Patterns with Match well with data from Phenology Network White, Baldocchi and Schwartz, GRL, submitted

Do Snap-Shot C Fluxes, inferred from Remote Sensing, Relate to Daily C Flux Integrals? Sims et al 2005 AgForMet

MODIS GPP Algorithm Test Heinsch et al. 2006 RSE

Limits to Landscape Classification by Functional Type Stand Age/Disturbance Biodiversity Fire Logging Insects/Pathogens Management/Plantations

Use of Chronosequences to Study Disturbance and Succession SINK SOURCE Goulden et al.

Ecosystem Model Testing and Development Kucharik et al., 2006 Ecol Modeling

Seasonality of Photosynthetic Capacity Wang et al, 2007 GCB

Optimizing Seasonality of Vcmax improves Prediction of Fluxes Wang et al, 2007 GCB

FLUXNET Successes Mountains of data from a spectrum of canopy roughness and stability conditions, functional types and climate spaces have been collected A Model for Data Sharing FLUXNET Web Site, a venue for distributing Primary, Value-added and Meta-Data products Value-Added Products have been produced Development of Gap-Filling Techniques Production of Gap-Filled Daily and Annual Sums Many New Findings on Emergent Processes, Environmental Controls and Seasonality and Annual C fluxes Data for Validating and Improving SVAT models used for weather, climate, biogeochemistry and ecosystem dynamics Collaboration & Synthesis through Workshops and Hosting Visitors Building a Collaborative, Cooperative, Multi-Disciplinary & International Community of Researchers Training New and Next Generation of Scientists, Postdocs, Students

Current and Future Scientific Directions NEE in Urban and Suburban, Africa, India, Latin America and High Arctic Environments Quantifying and Understanding the controls on Interannual Variability of C and energy Fluxes Monitoring the Metabolism of Ecosystems as we undergo Global Change Coupling CO2, Trace Gas Deposition/Emission (O3, voc) and Methane Fluxes Adopting New Technology (TDL, wireless networks) to embellish flux measurements Couple tower data with Real-time Data Assimilation Models. Boundary Layer Budgets using Fluxes and High Precision CO2 measurements Spectral reflectance measurements and Digital Photos across the network for phenology and dynamics of structure and function Spatial-Temporal Network-Scale Analysis Real-time Data Assimilation Matching Footprints of Tower and Pixels Model Lags, Switches and Pulses Using Fluxnet data to assess problems in Ecology, Ecohydrology, Biogeochemistry, Biogeography, Remote Sensing, Global Modeling, Biodiversity Testing Maximum Entropy, Ecosystem Ecology, Biogeography and EcoHydrology Theories