On comparison of modeled surface flux variations to aircraft observations
Evaluation of models of air–surface exchange is facilitated by an accurate match of areas simulated with those seen by micrometeorological flux measurements. Here, spatial variations in fluxes estimated with the parameterized subgrid-scale surface (PASS) flux model were compared to flux variations s...
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Published in: | Agricultural and forest meteorology Vol. 117; no. 3; pp. 159 - 171 |
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Abstract | Evaluation of models of air–surface exchange is facilitated by an accurate match of areas simulated with those seen by micrometeorological flux measurements. Here, spatial variations in fluxes estimated with the parameterized subgrid-scale surface (PASS) flux model were compared to flux variations seen aboard aircraft above the Walnut River Watershed (WRW) in Kansas. Despite interference by atmospheric eddies, the areas where the modeled sensible and latent heat fluxes were most highly correlated with the aircraft flux estimates were upwind of the flight segments. To assess whether applying a footprint function to the surface values would improve the model evaluation, a two-dimensional correlation distribution was used to identify the locations and relative importance of contributing modeled surface pixels upwind of each segment of the flight path. The agreement between modeled surface fluxes and aircraft measurements was improved when upwind fluxes were weighted with an optimized footprint parameter
φ, which can be estimated from wind profiler data and surface eddy covariance. Variations of the flight-observed flux were consistently greater than those modeled at the surface, perhaps because of the smoothing effect of using 1
km pixels in the model. In addition, limited flight legs prevented sufficient filtering of the effects of atmospheric convection, possibly accounting for some of the more prominent changes in fluxes measured along the flight paths. |
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AbstractList | Evaluation of models of air-surface exchange is facilitated by an accurate match of areas simulated with those seen by micrometeorological flux measurements. Here, spatial variations in fluxes estimated with the parameterized subgrid-scale surface (PASS) flux model were compared to flux variations seen aboard aircraft above the Walnut River Watershed (WRW) in Kansas. Despite interference by atmospheric eddies, the areas where the modeled sensible and latent heat fluxes were most highly correlated with the aircraft flux estimates were upwind of the flight segments. To assess whether applying a footprint function to the surface values would improve the model evaluation, a two-dimensional correlation distribution was used to identify the locations and relative importance of contributing modeled surface pixels upwind of each segment of the flight path. The agreement between modeled surface fluxes and aircraft measurements was improved when upwind fluxes were weighted with an optimized footprint parameter phi , which can be estimated from wind profiler data and surface eddy covariance. Variations of the flight-observed flux were consistently greater than those modeled at the surface, perhaps because of the smoothing effect of using 1 km pixels in the model. In addition, limited flight legs prevented sufficient filtering of the effects of atmospheric convection, possibly accounting for some of the more prominent changes in fluxes measured along the flight paths. Evaluation of models of air-surface exchange is facilitated by an accurate match of areas simulated with those seen by micrometeorological flux measurements. Here, spatial variations in fluxes estimated with the parameterized subgrid-scale surface (PASS) flux model were compared to flux variations seen aboard aircraft above the Walnut River Watershed (WRW) in Kansas. Despite interference by atmospheric eddies, the areas where the modeled sensible and latent heat fluxes were most highly correlated with the aircraft flux estimates were upwind of the flight segments. To assess whether applying a footprint function to the surface values would improve the model evaluation, a two-dimensional correlation distribution was used to identify the locations and relative importance of contributing modeled surface pixels upwind of each segment of the flight path. The agreement between modeled surface fluxes and aircraft measurements was improved when upwind fluxes were weighted with an optimized footprint parameter {var_phi}, which can be estimated from wind profiler data and surface eddy covariance. Variations of the flight-observed flux were consistently greater than those modeled at the surface, perhaps because of the smoothing effect of using 1 km pixels in the model. In addition, limited flight legs prevented sufficient filtering of the effects of atmospheric convection, possibly accounting for some of the more prominent changes in fluxes measured along the flight paths. Evaluation of models of air–surface exchange is facilitated by an accurate match of areas simulated with those seen by micrometeorological flux measurements. Here, spatial variations in fluxes estimated with the parameterized subgrid-scale surface (PASS) flux model were compared to flux variations seen aboard aircraft above the Walnut River Watershed (WRW) in Kansas. Despite interference by atmospheric eddies, the areas where the modeled sensible and latent heat fluxes were most highly correlated with the aircraft flux estimates were upwind of the flight segments. To assess whether applying a footprint function to the surface values would improve the model evaluation, a two-dimensional correlation distribution was used to identify the locations and relative importance of contributing modeled surface pixels upwind of each segment of the flight path. The agreement between modeled surface fluxes and aircraft measurements was improved when upwind fluxes were weighted with an optimized footprint parameter φ, which can be estimated from wind profiler data and surface eddy covariance. Variations of the flight-observed flux were consistently greater than those modeled at the surface, perhaps because of the smoothing effect of using 1 km pixels in the model. In addition, limited flight legs prevented sufficient filtering of the effects of atmospheric convection, possibly accounting for some of the more prominent changes in fluxes measured along the flight paths. |
Author | Wesely, M.L Song, Jie |
Author_xml | – sequence: 1 givenname: Jie surname: Song fullname: Song, Jie email: jsong@geog.niu.edu organization: Department of Geography, Northern Illinois University, DeKalb, IL 60115, USA – sequence: 2 givenname: M.L surname: Wesely fullname: Wesely, M.L organization: Environmental Research Division, Argonne National Laboratory, Argonne, IL 60439, USA |
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Cites_doi | 10.1029/1999JD900786 10.1023/A:1013166610414 10.1175/1525-7541(2000)001<0462:EWEWPP>2.0.CO;2 10.1175/1520-0477(2000)081<0757:LIRERA>2.3.CO;2 10.1007/BF00118567 10.1029/92JD01908 10.1175/1525-7541(2000)001<0447:EWEWPP>2.0.CO;2 10.1023/A:1015569104180 10.1029/92JD00884 10.1023/A:1014556300021 10.1175/1525-7541(2003)4<179:CTAIFC>2.0.CO;2 10.1175/1525-7541(2003)4<196:LSHITC>2.0.CO;2 10.1029/92JD01089 10.1016/S0309-1708(01)00045-8 |
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Keywords | Footprint Eddy covariance Sensible heat flux Aircraft Latent heat flux Land surface model Latent heat Sensible heat Heat flow Exchange surface Experimental study Remote sensing Estimated worth Aircraft observation Eddy correlation method Agrometeorology Measured value |
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References | Song, Wesely, Coulter, Brandes (BIB12) 2000; 1 Wesely, Song, McMillen, Meyers (BIB14) 2001; 1 Mahrt, Vickers, Sun (BIB9) 2001; 24 Kljun, Rotach, Schmid (BIB5) 2002; 103 Gash (BIB3) 1986; 35 Grossman (BIB4) 1992; 97 Schuepp, MacPherson, Desjardins (BIB11) 1992; 97 LeMone, Grossman, Coulter, Wesely, Klazura, Poulos, Blumen, Lundquist, Cuenca, Kelly, Brandes, Oncley, McMillen, Hicks (BIB6) 2000; 81 LeMone, M.A., Grossman, R.L., Chen, F., Ikeda, K., Yates, D., 2003. Choosing the averaging interval for comparison of observed and modeled fluxes along aircraft transects over a heterogeneous surface. J. Hydrometeorol. 4, 179–195. McMillen, Gunter, Luke, Watson (BIB10) 2000; 105 Chen, F., Yates, D., Nagai, H., LeMone, M.A., Ikeda, K., Grossman, R.L., 2003. Land-surface heterogeneity in the Cooperative Atmosphere Surface Exchange Study (CASES-97). Part I. Comparing modeled surface flux maps with surface-flux tower and aircraft measurements. J. Hydrometeorol. 4, 196–218. Song, Wesely, LeMone, Grossman (BIB13) 2000; 1 LeMone, Grossman, McMillen, Liou, Ou, McKeen, Angevine, Ikeda, Chen (BIB7) 2002; 104 Desjardins, Schuepp, McPherson, Buckley (BIB2) 1992; 97 10.1016/S0168-1923(03)00042-X_BIB8 Grossman (10.1016/S0168-1923(03)00042-X_BIB4) 1992; 97 Song (10.1016/S0168-1923(03)00042-X_BIB13) 2000; 1 LeMone (10.1016/S0168-1923(03)00042-X_BIB7) 2002; 104 10.1016/S0168-1923(03)00042-X_BIB1 McMillen (10.1016/S0168-1923(03)00042-X_BIB10) 2000; 105 Mahrt (10.1016/S0168-1923(03)00042-X_BIB9) 2001; 24 Song (10.1016/S0168-1923(03)00042-X_BIB12) 2000; 1 Kljun (10.1016/S0168-1923(03)00042-X_BIB5) 2002; 103 Desjardins (10.1016/S0168-1923(03)00042-X_BIB2) 1992; 97 Wesely (10.1016/S0168-1923(03)00042-X_BIB14) 2001; 1 Schuepp (10.1016/S0168-1923(03)00042-X_BIB11) 1992; 97 LeMone (10.1016/S0168-1923(03)00042-X_BIB6) 2000; 81 Gash (10.1016/S0168-1923(03)00042-X_BIB3) 1986; 35 |
References_xml | – volume: 103 start-page: 205 year: 2002 end-page: 226 ident: BIB5 article-title: A three-dimensional backward Lagrangian footprint model for a wide range of boundary-layer stratifications publication-title: Boundary Layer Meteorol. contributor: fullname: Schmid – volume: 24 start-page: 1133 year: 2001 end-page: 1141 ident: BIB9 article-title: Spatial variations of surface moisture flux from aircraft data publication-title: Adv. Water Resour. contributor: fullname: Sun – volume: 1 start-page: 462 year: 2000 end-page: 473 ident: BIB13 article-title: Estimating watershed evapotranspiration with PASS. Part II. Moisture budget during drydown periods publication-title: J. Hydrometeorol. contributor: fullname: Grossman – volume: 97 start-page: 18455 year: 1992 end-page: 18466 ident: BIB11 article-title: Adjustment of footprint correction for airborne flux mapping over the FIFE site publication-title: J. Geophys. 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Res. doi: 10.1029/92JD00884 contributor: fullname: Schuepp – volume: 103 start-page: 205 year: 2002 ident: 10.1016/S0168-1923(03)00042-X_BIB5 article-title: A three-dimensional backward Lagrangian footprint model for a wide range of boundary-layer stratifications publication-title: Boundary Layer Meteorol. doi: 10.1023/A:1014556300021 contributor: fullname: Kljun – ident: 10.1016/S0168-1923(03)00042-X_BIB8 doi: 10.1175/1525-7541(2003)4<179:CTAIFC>2.0.CO;2 – ident: 10.1016/S0168-1923(03)00042-X_BIB1 doi: 10.1175/1525-7541(2003)4<196:LSHITC>2.0.CO;2 – volume: 97 start-page: 18467 year: 1992 ident: 10.1016/S0168-1923(03)00042-X_BIB2 article-title: Spatial and temporal variations of the fluxes of carbon dioxide and sensible and latent heat over the FIFE site publication-title: J. Geophys. Res. doi: 10.1029/92JD01089 contributor: fullname: Desjardins – volume: 24 start-page: 1133 year: 2001 ident: 10.1016/S0168-1923(03)00042-X_BIB9 article-title: Spatial variations of surface moisture flux from aircraft data publication-title: Adv. Water Resour. doi: 10.1016/S0309-1708(01)00045-8 contributor: fullname: Mahrt |
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SubjectTerms | ACCOUNTING AERIAL MONITORING Agricultural and forest climatology and meteorology. Irrigation. Drainage Agricultural and forest meteorology Agronomy. Soil science and plant productions AIRCRAFT Biological and medical sciences COMPARATIVE EVALUATIONS CONVECTION CORRELATIONS Crop climate. Energy and radiation balances DATA DISTRIBUTION EARTH ATMOSPHERE Eddy covariance ENVIRONMENTAL SCIENCES EVALUATION Footprint FUNCTIONS Fundamental and applied biological sciences. Psychology General agronomy. Plant production HEAT HEAT FLUX INTERFERENCE KANSAS Land surface model Latent heat flux RIVERS Sensible heat flux SURFACES VARIATIONS WATERSHEDS WIND |
Title | On comparison of modeled surface flux variations to aircraft observations |
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