Corrections and data quality control

This chapter describes corrections that must be applied to measurements because practical instrumentation cannot fully meet the requirements of the underlying micrometeorological theory. Typically, measurements are made in a finite sampling volume rather than at a single point, and the maximum frequency response of the sensors is less than the highest frequencies of the turbulent eddies responsible for the heat and mass transport. Both of these cause a loss of the high-frequency component of the covariances used to calculate fluxes. Errors also arise in calculating fluxes of trace gas quantities using open-path analyzers because of spurious density fluctuations arising from the fluxes of heat and water vapor. This chapter gives the reader an overview of how these sources of error can be eliminated or reduced using some model assumptions and additional measurements. Corrections needed for some specific instruments are presented (Sect. 4.1), followed by a discussion of the generally observed lack of closure of the energy balance using the sum of latent and sensible heat fluxes (Sect. 4.2). The chapter closes with a discussion of measures needed to determine the quality of the final calculated fluxes (Sect. 4.3)

[1]  K. E. Moore,et al.  Importance of Low-Frequency Contributions to Eddy Fluxes Observed over Rough Surfaces , 2001 .

[2]  Yadvinder Malhi,et al.  A Re-Evaluation of Long-Term Flux Measurement Techniques Part I: Averaging and Coordinate Rotation , 2003 .

[3]  T. W. Horst,et al.  A SIMPLE FORMULA FOR ATTENUATION OF EDDY FLUXES MEASURED WITH FIRST-ORDER-RESPONSE SCALAR SENSORS , 1997 .

[4]  Thomas Foken,et al.  Workshop on Instrumental and Methodical Problems of Land Surface Flux Measurements , 1995 .

[5]  Surface Turbulent Fluxes , 2004 .

[6]  T. Foken 50 Years of the Monin–Obukhov Similarity Theory , 2006 .

[7]  J. Wyngaard,et al.  How Close is Close Enough When Measuring Scalar Fluxes with Displaced Sensors , 1997 .

[8]  G. Heinemann,et al.  Evaporation over a heterogeneous land surface - The EVA-GRIPS project , 2006 .

[9]  A. Donateo,et al.  Analysis of short-term closure of the surface energy balance above short vegetation , 2008 .

[10]  Carl A. Friehe,et al.  Flux Corrections Revisited , 2002 .

[11]  Ray Leuning,et al.  The correct form of the Webb, Pearman and Leuning equation for eddy fluxes of trace gases in steady and non-steady state, horizontally homogeneous flows , 2007 .

[12]  Arnaud Carrara,et al.  Biogeosciences Quality control of CarboEurope flux data – Part 1 : Coupling footprint analyses with flux data quality assessment to evaluate sites in forest ecosystems , 2008 .

[13]  J. Wyngaard,et al.  The Effects of Probe-Induced Flow Distortion on Atmospheric Turbulence Measurements , 1981 .

[14]  Ü. Rannik,et al.  Estimates of the annual net carbon and water exchange of forests: the EUROFLUX methodology , 2000 .

[15]  Ray Leuning,et al.  The relative merits of open‐ and closed‐path analysers for measurement of eddy fluxes , 1996 .

[16]  M. Aubinet,et al.  Long term carbon dioxide exchange above a mixed forest in the Belgian Ardennes , 2001 .

[17]  Roger A. Pielke,et al.  Vegetation, water, humans and the climate; a new perspective on an interactive system , 2004 .

[18]  Larry Mahrt,et al.  Eddy Asymmetry in the Sheared Heated Boundary Layer , 1991 .

[19]  J. Monteith,et al.  Principles of Environmental Physics , 2014 .

[20]  T. Foken,et al.  Scalar Similarity for Relaxed Eddy Accumulation Methods , 2006 .

[21]  H. D. Bruin,et al.  Oxygen Sensitivity of Krypton and Lyman-α Hygrometers , 2003 .

[22]  E. K. Webb On the correction of flux measurements for effects of heat and water vapour transfer , 1982 .

[23]  James G. Brasseur,et al.  Critical Test of the Validity of Monin–Obukhov Similarity during Convective Conditions , 2001 .

[24]  T. W. Horst,et al.  Attenuation of Scalar Fluxes Measured with Spatially-displaced Sensors , 2009 .

[25]  W. Klaassen,et al.  Increased heat fluxes near a forest edge , 2002 .

[26]  F. Beyrich,et al.  Scintillometer-Based Turbulent Fluxes of Sensible and Latent Heat Over a Heterogeneous Land Surface – A Contribution to Litfass-2003 , 2006 .

[27]  Thomas Foken,et al.  New Equations For Sonic Temperature Variance And Buoyancy Heat Flux With An Omnidirectional Sonic Anemometer , 2001 .

[28]  Ray Leuning,et al.  Measurements of Trace Gas Fluxes in the Atmosphere Using Eddy Covariance: WPL Corrections Revisited , 2004 .

[29]  A. Verhoef,et al.  A system to measure surface fluxes of momentum, sensible heat, water vapour and carbon dioxide , 1997 .

[30]  T. Foken,et al.  On the effect of clearcuts on turbulence structure above a forest canopy , 2007 .

[31]  H. Flyvbjerg,et al.  Strong low-pass filtering effects on water vapour flux measurements with closed-path eddy correlation systems , 2007 .

[32]  J. Wilczak,et al.  Sonic Anemometer Tilt Correction Algorithms , 2001 .

[33]  Thomas Foken,et al.  Processing and quality control of flux data during LITFASS-2003 , 2006 .

[34]  Thomas Foken,et al.  On the Significance of the Webb Correction to Fluxes , 2003 .

[35]  C. B. Tanner,et al.  ANEMOCLINOMETER MEASUREMENTS OF REYNOLDS STRESS AND HEAT TRANSPORT IN THE ATMOSPHERIC SURFACE LAYER , 1969 .

[36]  Comparison of Eddy Heat Fluxes Between Inside and Above a Coniferous Forest , 1994 .

[37]  Arthur T. DeGaetano,et al.  A Quality-Control Routine for Hourly Wind Observations , 1997 .

[38]  H. Schmid,et al.  A Simple Parameterisation for Flux Footprint Predictions , 2004 .

[39]  T. Foken The energy balance closure problem: an overview. , 2008, Ecological applications : a publication of the Ecological Society of America.

[40]  Inhomogeneity of the Land Surface and Problems in theParameterization of Surface Fluxes in Natural Conditions , 1998 .

[41]  John C. Wyngaard,et al.  Local Free Convection, Similarity, and the Budgets of Shear Stress and Heat Flux , 1971 .

[42]  Thomas Foken,et al.  Post-Field Data Quality Control , 2004 .

[43]  W. Massman A simple method for estimating frequency response corrections for eddy covariance systems , 2000 .

[44]  Siegfried Raasch,et al.  LES Study of the Energy Imbalance Problem with Eddy Covariance Fluxes , 2004 .

[45]  M. Molen,et al.  Correction of sonic anemometer angle of attack errors , 2006 .

[46]  T. W. Horst On Frequency Response Corrections for Eddy Covariance Flux Measurements , 2000 .

[47]  O. O. Jegede,et al.  Surface energy balance measurements at a tropical site in West Africa during the transition from dry to wet season , 2007 .

[48]  J. Kaimal,et al.  Spectral Characteristics of Surface-Layer Turbulence , 1972 .

[49]  Jerry L. Hatfield,et al.  Micrometeorology in Agricultural Systems , 2005 .

[50]  T. Meyers,et al.  An assessment of storage terms in the surface energy balance of maize and soybean , 2004 .

[51]  M. Aubinet,et al.  New Transfer Functions for Correcting Turbulent Water Vapour Fluxes , 2010 .

[52]  Thomas Foken,et al.  Quality control of CarboEurope flux data – Part 2: Inter-comparison of eddy-covariance software , 2007 .

[53]  A. Grelle,et al.  Addressing the influence of instrument surface heat exchange on the measurements of CO2 flux from open‐path gas analyzers , 2008 .

[54]  B. Amiro,et al.  Comparison of turbulence statistics within three boreal forest canopies , 1990 .

[55]  E. K. Webb,et al.  Correction of flux measurements for density effects due to heat and water vapour transfer , 1980 .

[56]  H. Schmid,et al.  Spectral Characteristics and Correction of Long-Term Eddy-Covariance Measurements Over Two Mixed Hardwood Forests in Non-Flat Terrain , 2004 .

[57]  R. Stull An Introduction to Boundary Layer Meteorology , 1988 .

[58]  Thomas Foken,et al.  The energy balance experiment EBEX-2000 , 2002 .

[59]  J. Kaimal,et al.  Another look at sonic thermometry , 1991 .

[60]  William J. Massman,et al.  Consequences of Incomplete Surface Energy Balance Closure for CO2 Fluxes from Open-Path CO2/H2O Infrared Gas Analysers , 2006 .

[61]  W. Massman,et al.  A Perspective on Thirty Years of the Webb, Pearman and Leuning Density Corrections , 2011 .

[62]  R. Kormann,et al.  An Analytical Footprint Model For Non-Neutral Stratification , 2001 .

[63]  S. P. S. Arya,et al.  Introduction to micrometeorology , 1988 .

[64]  Thomas Foken,et al.  Re-evaluation of integral turbulence characteristics and their parameterisations , 2002 .

[65]  J. Finnigan,et al.  Atmospheric Boundary Layer Flows: Their Structure and Measurement , 1994 .

[66]  J. R. Garratt,et al.  The internal boundary layer — A review , 1990 .

[67]  Bert G. Heusinkveld,et al.  Surface energy balance closure in an arid region: role of soil heat flux , 2004 .

[68]  C. Bernhofer,et al.  The Energy Balance Experiment EBEX-2000. Part I: overview and energy balance , 2007 .

[69]  J. I. MacPherson,et al.  An evaluation of aircraft flux measurements of CO2, water vapor and sensible heat , 1989 .

[70]  J. Højstrup A statistical data screening procedure , 1993 .

[71]  T. Foken,et al.  Tools for quality assessment of surface-based flux measurements , 1996 .

[72]  Thomas Foken,et al.  Impact of post-field data processing on eddy covariance flux estimates and energy balance closure , 2006 .

[73]  Thomas Foken,et al.  On the Significance of the Webb Correction to Fluxes, Corrigendum , 2004 .

[74]  Üllar Rannik,et al.  Relative Humidity Effect on the High-Frequency Attenuation of Water Vapor Flux Measured by a Closed-Path Eddy Covariance System , 2009 .

[75]  T. A. Black,et al.  Relating eddy correlation sensible heat flux to horizontal sensor separation in the unstable atmospheric surface layer , 1994 .

[76]  Dean Vickers,et al.  Quality Control and Flux Sampling Problems for Tower and Aircraft Data , 1997 .

[77]  H. Mengelkamp,et al.  Evaporation over a Heterogeneous Land Surface: EVA_GRIPS and the LITFASS-2003 Experiment—An Overview , 2006 .

[78]  W. Oechel,et al.  Energy balance closure at FLUXNET sites , 2002 .

[79]  D. A. Haugen,et al.  Deriving Power Spectra from a Three-Component Sonic Anemometer , 1968 .

[80]  E. Swiatek,et al.  Density Fluctuations and Use of the Krypton Hygrometer in Surface Flux Measurements , 1993 .

[81]  T. Foken,et al.  On the determination of dry deposition and emission of gaseous compounds at the biosphere-atmosphere interface;Bestimmung der trockenen Deposition von Gasbeimengungen an der Grenzfläche Biosphäre-Atmosphäre , 1995 .

[82]  J. Wyngaard,et al.  The Budgets of Turbulent Kinetic Energy and Temperature Variance in the Atmospheric Surface Layer , 1971 .

[83]  S. Larsen,et al.  On the use of the Webb–Pearman–Leuning theory for closed-path eddy correlation measurements , 2007 .

[84]  N. Mölders,et al.  On the Influence of Surface Heterogeneity on the Bowen-Ratio: A Theoretical Case Study , 2000 .

[85]  Arnold F. Moene,et al.  The principles of surface flux physics: theory, practice and description of the ECPACK library , 2004 .

[86]  K. M. King,et al.  Comparison of eddy-covariance measurements of CO2 fluxes by open- and closed-path CO2 analysers , 1992 .

[87]  Jørgen Højstrup,et al.  A simple model for the adjustment of velocity spectra in unstable conditions downstream of an abrupt change in roughness and heat flux , 1981 .

[88]  A. J. Dyer,et al.  Flow distortion by supporting structures , 1981 .

[89]  Heping Liu An Alternative Approach for CO2 Flux Correction Caused by Heat and Water Vapour Transfer , 2005 .

[90]  M. Molen,et al.  Sonic anemometer (co)sine response and flux measurement: II. The effect of introducing an angle of attack dependent calibration , 2004 .

[91]  W. Eugster,et al.  Eddy-Covariance Flux Measurements in the Complex Terrain of an Alpine Valley in Switzerland , 2008 .

[92]  C. J. Moore Frequency response corrections for eddy correlation systems , 1986 .

[93]  Leif Kristensen,et al.  The Effect of Line Averaging on Scalar Flux Measurements with a Sonic Anemometer near the Surface , 1984 .

[94]  Larry Mahrt,et al.  Flux Sampling Errors for Aircraft and Towers , 1998 .

[95]  E. Ohtaki On the similarity in atmospheric fluctuations of carbon dioxide, water vapor and temperature over vegetated fields , 1985 .

[96]  Richard G. Allen,et al.  Management of irrigation and drainage systems : integrated perspectives , 1993 .

[97]  Dennis D. Baldocchi,et al.  Turbulence spectra of CO2, water vapor, temperature and velocity over a deciduous forest , 1986 .

[98]  George Burba,et al.  A brief practical guide to eddy covariance flux measurements: Principles and workflow examples for s , 2010 .

[99]  A. Smedman,et al.  Accuracy of Sonic Anemometers: Laminar Wind-Tunnel Calibrations Compared to Atmospheric In Situ Calibrations Against a Reference Instrument , 2004 .

[100]  Thomas Foken,et al.  Documentation and Instruction Manual of the Eddy-Covariance Software Package TK3 (update) , 2011 .

[101]  Walter Senn,et al.  A cospectral correction model for measurement of turbulent NO2 flux , 1995 .

[102]  Henry W. Loescher,et al.  Comparison of temperature and wind statistics in contrasting environments among different sonic anemometer–thermometers , 2005 .

[103]  Frans T. M. Nieuwstadt,et al.  Temperature measurement with a sonic anemometer and its application to heat and moisture fluxes , 1983 .

[104]  Hans Peter Schmid,et al.  The influence of surface texture on the effective roughness length , 1995 .

[105]  George Burba,et al.  Fine-wire thermometer to correct CO2 fluxes by open-path analyzers for artificial density fluctuations , 2007 .

[106]  Oskar M. Essenwanger,et al.  Analytical Procedures for the Quality Control of Meteorological Data , 1970 .

[107]  R. R. Brook The influence of water vapor fluctuations on turbulent fluxes , 1978 .

[108]  William J. Massman,et al.  Handbook of micrometeorology : a guide for surface flux measurement and analysis , 2004 .

[109]  F. Wimmer,et al.  Some aspects of the energy balance closure problem , 2006 .

[110]  F. Beyrich,et al.  Energy balance closure for the LITFASS-2003 experiment , 2010 .

[111]  Siegfried Raasch,et al.  Impact of surface heterogeneity on energy imbalance : A study using LES , 2006 .

[112]  K. Davis,et al.  A multi-site analysis of random error in tower-based measurements of carbon and energy fluxes , 2006 .

[113]  J. Norman,et al.  Correcting eddy-covariance flux underestimates over a grassland , 2000 .

[114]  V. Wulfmeyer,et al.  Comparison of Noah simulations with eddy covariance and soil water measurements at a winter wheat stand , 2011 .

[115]  R. Desjardins Carbon dioxide budget of maize , 1985 .

[116]  Donald H. Lenschow,et al.  The attenuation of fluctuations in scalar concentrations through sampling tubes , 1991 .

[117]  Thomas Foken,et al.  Flux contribution of coherent structures and its implications for the exchange of energy and matter in a tall spruce canopy , 2007 .

[118]  G. Steinfeld,et al.  Spatial representativeness of single tower measurements and the imbalance problem with eddy-covariance fluxes: results of a large-eddy simulation study , 2007 .

[119]  A. Ibrom,et al.  Attenuation of concentration fluctuations of water vapor and other trace gases in turbulent tube flow , 2008 .

[120]  R. Leuning,et al.  Comments on ‘the influence of water vapor fluctuations on turbulent fluxes’, by Brook , 1982 .

[121]  H. Panofsky,et al.  Atmospheric Turbulence: Models and Methods for Engineering Applications , 1984 .

[122]  John Moncrieff,et al.  Eddy-covariance CO2 flux measurements using open- and closed-path CO2 analysers: Corrections for analyser water vapour sensitivity and damping of fluctuations in air sampling tubes , 1990 .

[123]  F. Beyrich,et al.  The LITFASS project of DWD and the LITFASS-98 experiment: The project strategy and the experimental setup , 2002 .

[124]  On the determination of the ground heat flux in micrometeorology and its influence on the energy balance closure , 2005 .

[125]  P. L. Finkelstein,et al.  Sampling error in eddy correlation flux measurements , 2001 .

[126]  Thomas Foken,et al.  The energy balance experiment EBEX-2000. Part II: Intercomparison of eddy-covariance sensors and post-field data processing methods , 2007 .

[127]  A. Grelle,et al.  Improved trace gas flux estimation through IRGA sampling optimization , 2009 .

[128]  Monique Y. Leclerc,et al.  Footprint prediction of scalar fluxes from analytical solutions of the diffusion equation , 1990 .

[129]  T. Foken,et al.  The energy balance closure problem , 2004 .