exploiting the role of the convective pbl for local land-atmosphere coupling studies joseph a....
TRANSCRIPT
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Exploiting the role of the Convective PBL for Local Land-Atmosphere Coupling StudiesJoseph A. Santanello, Jr.
ESSIC University of Maryland&NASA/GSFC Hydrological Sciences Branch
21 September 2005
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OutlineBackground: The CBL in LoCo
Coupling Diagnostics
Remote sensing of CBL properties
Incorporating CBL observations into LoCo
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LoCo MotivationOverarching goal: Accurately understand, model and predict the role of local land atmosphere coupling in the evolution of land-atmosphere fluxes and state variables, including clouds.
Science Questions:
Are the results of PILPS, GSWP, or data assimilation experiments affected by the lack of land-atmosphere coupling? Can we explain the physical mechanisms leading to the coupling strength differences found in GLACE or other coupled NWP/climate experiments?Are there observable diagnostics that quantify the role of local land-atmosphere coupling?
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NASA Funding for LoCo Development NASA model and observation products for the study of land-atmosphere coupling and its impact on water and energy cycles C. D. Peters-Lidard, W-K. Tao, M. Bosilovich, M. Rodell, and W. Lau (NASA/GSFC), J. Santanello (UMDCP/ESSIC), J. Chern (UMBC/GEST)Objectives (2005-2010):Study factors controlling Land-Atmosphere Coupling (LAC) and the effect of this coupling on efforts to assimilate NASA observations into water and energy cycle prediction systems. Develop a suite of modeling and observational products to study the strength of local LAC, and provide these products to the developing GLASS Local Coupled Action (LoCo) project community and the NEWS science team. Community Deliverables (2007):Boundary and initial conditions for LoCo sites extracted from the Goddard fvGCM/MMF, used to drive a Single Column Model (SCM) coupled to a suite of land surface models.Source code for the coupled Land Information System (LIS), with the combined Weather Research and Forecasting Model (WRF)/Goddard Cumulus Ensemble (GCE) models.Data assimilation modules, which have been under development at NASA by Houser, Zhan, Reichle et al. (soil moisture), Rodell et al. (snow), Bosilovich et al. (skin temperature).
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Exploiting CBL Diagnostics for LoCoPBL Height12 UTC20 UTCMixed Layer Free Atmosphere Residual Layer1714
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CBL Budget Terms h12 UTC201714 EntrainmentSurface sensible heat fluxAdvectionAdvectionRFD
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CBL Diagnostics
Maximum CBL Height (h)responds directly to the flux of heat into the PBL
Atmospheric Stability (g) dq/dz: Initial (morning) change in pot. temperature with height
Soil Water Content (w) [or Evaporative Fraction (EF)]controls partitioning of surface fluxes
Change in 2-meter potential temperature (Dq2m)sensitive to heat input and PBL height g h qi qf w EF
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OutlineBackground: The CBL in LoCo
Coupling diagnosticsObserved (ARM-SGP)Modeled (OSU-1D PBL)Feedbacks (equilibrium vs. extreme conditions)
Remote sensing of CBL properties
Incorporating CBL observations into LoCo
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ARM-SGP Central Facility (Lamont, OK)
Atmospheric dataRadiosondes: 6:30am, 9:30am, 12:30pm, 3:30pm Profiles of temperature, humidity, pressure, and wind
Land surface dataEBBR flow towersSurface meteorological data5 soil moisture probes (0-5 cm) Average of 3 surrounding sites + Lamont (~100 km)
132 days from JJA of 1997, 1999, and 2001
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w (% vol) g (K m-1) Dq2m (K) Dq2m (g kg-1)h(m)h(m)h(m)h(m)StabilitySoil water content2m Pot. temp2m Sp. humidity ARM-SGP CBL DiagnosticsSantanello, J. A., M. A. Friedl, and W. P. Kustas 2005: An Empirical Investigation of Convective Planetary Boundary Layer Evolution and Its Relationship with the Land Surface. J. Applied Meteorol. 44, 917-932.
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ARM-SGP CBL Diagnosticsw (% vol)
g (K m-1)R2 = 0.85Predictions of CBL height from observations of soil moisture and initial stabilitySantanello, J. A., M. A. Friedl, and W. P. Kustas 2005: An Empirical Investigation of Convective Planetary Boundary Layer Evolution and Its Relationship with the Land Surface. J. Applied Meteorol. 44, 917-932.
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Observed and Modeled CBL DiagnosticsARM-SGP (previous slide)OSU SimulationsA coupled SCM (OSU; Mahrt and Pan 1984) can be used to simulate these relationships 100 simulations covering full range of observed soil moisture and stability w (% vol)
Predictions of CBL Height from OSU simulations agree well with observed (R2 = 0.83)
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Simulated CBL Diagnostics vs. LAI g (K m-1) g (K m-1)w (m3 m-3)w (m3 m-3)Leaf Area Index = 0.5Leaf Area Index = 6.0 h (m) h (m)
How does vegetation cover affect the principle controls on CBL height?We can identify similar relationships for soils.
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Feedbacks: Fluxes vs. Soil MoistureThe main influence of CBL coupling is seen through changes in the atmospheric demand for ET.A) For moist soils, a negative feedback on ET occurs due to CBL coupling.
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OSU
w (% volumetric)
LE (W m-2)
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alldata0315
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ARM-SGP
OSU
Soil Water Content
Snesible Heat Flux
Sheet1
0-3.98124
0-3.69909
0-3.42171
0-3.13992
0-2.87021
0-2.61068
0-2.36254
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01.91627
01.92805
01.94108
01.95704
01.97339
01.99217
02.01235
02.03505
02.05842
02.08178
02.10708
02.13587
02.1725
02.20687
02.25033
02.30215
02.33837
02.36029
02.38042
02.40096
02.41906
02.43787
02.45432
02.47193
02.48824
02.50443
02.50773
02.48454
02.46294
02.42272
02.42438
02.42761
02.42713
02.41493
02.40261
02.39427
02.39386
02.4039
02.41489
02.51236
02.53403
02.55478
02.57996
02.60239
02.62567
02.64698
02.67207
02.6969
02.72266
02.7484
02.77205
02.801
02.82615
02.85058
02.8752
02.89923
02.92231
02.946
02.96993
02.99905
03.03302
03.07151
03.1249
03.17221
03.22093
03.26859
03.31201
03.37626
03.4408
03.51902
03.58606
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
ARM-SGP
OSU
Soil Water Content
2m Specific Humidity Change
Sheet2
02272.79
02225.61
02186.79
02154.41
02125.75
02095.15
02060.66
02021.44
01987.34
01959.36
01936.16
01914.71
01889.57
01861.13
01831.43
01801.5
01775.04
01752.19
01732.55
01715.03
01697.35
01679.24
01660.91
01642.29
01622.19
01586.58
01551.34
01519.63
01490.96
01482.15
01474.17
01466.37
01457.78
01448.94
01439.18
01429.2
01418.97
01409.07
01398.95
01389.52
01379.47
01367.24
01356.34
01344.68
01331.44
01317.92
01306.44
01295.52
01284.24
01273.05
01263
01254.4
01246.42
01239.84
01234.06
01230.17
01228.94
01227.35
01228.19
01223.51
01219.16
01215.28
01211.94
01207.59
01199.21
01188.97
01177.62
01163.79
01138.27
01123.05
01107.05
01092.46
01076.73
01060.93
01045.34
01028.56
01010.9
0989.71
0970.12
0951.79
0935.69
0916.97
0893.21
0869.71
0848.84
0830.31
0812.76
0793.67
0771.45
0750.26
0733.72
0723.14
0710.49
0696.64
0683.96
0671.03
0656.46
0642.68
0629.93
0616.4
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
ARM-SGP
OSU
Soil Water Content
PBL Height
Sheet3
136.250
136.1790
131.8030
127.4310
123.9010
120.3540
117.0420
118.2940
115.1960
112.0830
109.3210
106.8650
104.3690
102.0170
99.890
97.6840
95.6460
93.6920
91.8690
90.1880
88.6720
87.2430
85.9520
84.6890
83.5110
79.8490
78.0710
76.5830
75.3530
74.9930
74.6770
74.3770
74.0460
73.7370
73.4060
73.0770
72.7520
70.2630
69.90
69.5650
69.1980
68.7210
68.3130
67.8720
67.39520
66.93230
66.5690
66.22750
65.88780
65.56980
65.27790
65.03510
64.78980
64.58440
64.4070
64.31730
64.33020
64.32820
64.41920
64.31120
64.20970
64.14380
64.0980
60.73280
60.5830
60.39660
60.17180
59.91110
59.32870
59.0450
58.7260
58.44930
58.14290
57.84550
57.55720
57.25980
56.96430
55.6170
55.28490
54.97840
54.71960
54.45880
53.72340
53.37260
53.05710
52.78510
52.55020
52.42350
52.08070
51.74660
51.47450
51.25930
51.05280
49.57990
49.34340
49.10010
48.82770
48.58130
48.34450
48.12360
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
OSU
ARM-SGP
Soil Water Content
Entrainment Flux
017.1779
033.2437
048.3487
062.5265
075.881
088.8722
0101.4964
0113.394
0124.614
0135.178
0145.134
0154.539
0164.23
0173.308
0181.714
0189.473
0196.846
0203.818
0210.382
0216.566
0222.401
0227.941
0233.174
0238.152
0242.801
0247.95
0252.921
0257.405
0260.618
0260.668
0260.498
0260.312
0260.18
0260.093
0260.009
0259.967
0259.976
0259.988
0260.045
0260.13
0260.201
0260.241
0260.333
0260.667
0261.189
0261.495
0261.545
0261.564
0261.52
0261.411
0261.234
0260.998
0260.664
0260.179
0259.334
0257.437
0254.159
0251.376
0247.209
0245.403
0243.392
0241.03
0238.268
0235.611
0233.34
0231.501
0230.09
0229.021
0232.182
0231.23
0230.397
0229.628
0228.989
0228.423
0227.922
0227.477
0227.074
0226.717
0226.4
0226.134
0225.896
0225.674
0225.466
0225.285
0225.13
0224.984
0224.846
0224.737
0224.904
0225.268
0225.611
0225.948
0226.268
0226.558
0226.839
0227.237
0227.998
0228.727
0229.408
0230.044
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
ARM-SGP
OSU
Soil Water Content
Latent Heat Flux
SHFSWC
150.5670.0580418
167.4110.0580646
242.9040.0615587
224.2230.0624673
254.3530.0626599
185.0870.0640021
213.3550.065083
231.0690.0664275
232.1170.0666278
230.020.067692
231.0590.0688192
212.0920.0692756
233.4910.0697977
239.0010.0709663
239.60.0710925
261.0660.0722032
218.3870.0725623
230.3280.0739337
171.940.0756501
199.0270.0827706
134.0130.0842397
173.8880.0886585
138.4390.0906884
129.7480.0919788
108.6960.0949391
127.0720.0958197
152.1080.0963258
124.60.0967912
480.0969573
51.80.0970105
110.0280.0980917
117.6440.0998599
119.6630.101224
99.09990.10221
84.77450.102447
40.7090.105903
107.6980.106187
113.3820.106256
122.50.107056
152.8540.107727
72.84780.108359
59.40.108857
88.920.110134
66.360.111521
216.1360.112
64.65780.112076
45.3130.114669
88.22120.116424
87.30320.1186
96.00250.119286
65.36510.121923
121.0040.122212
95.79090.123138
152.7050.124017
123.0340.126022
81.11480.127669
79.52250.129895
132.0610.132528
112.9220.134656
90.51260.136473
51.3230.138866
45.73940.143576
118.3470.149681
76.36580.152443
117.1460.152685
52.13730.154813
119.0220.156337
95.72940.160875
56.74720.163478
97.40560.168278
49.44180.175431
136.9910.176291
89.94130.18217
78.76140.183815
75.08640.185913
72.73890.188822
116.6870.189429
39.36170.198209
1380.199137
79.01610.202206
49.78940.216398
113.9680.216602
146.5830.217268
116.0030.21728
122.7560.217883
148.1460.217992
66.17250.230625
99.85380.231074
53.39210.244768
98.63570.245242
26.09130.251214
117.90.260676
89.91440.261301
88.67470.262314
36.22910.268021
18.33660.270471
52.89620.271909
39.87820.274854
116.2880.276087
78.52280.278002
89.0240.278633
86.10620.286745
56.58750.287825
130.8650.295259
46.21670.299753
64.56910.30039
103.7540.301778
74.61150.307639
30.88020.309931
66.9110.312874
101.7140.314505
71.25560.316605
36.46940.318555
92.58510.318811
64.49540.319142
86.4510.33185
137.5420.335531
50.54820.340623
66.84440.343469
42.26290.3447
52.70430.345405
105.4550.348449
59.99190.348598
104.6580.348983
36.77820.352338
80.37360.354535
92.91030.358846
20.97330.366012
42.63640.380808
54.47370.386603
77.45570.387686
71.29590.389197
0
0
0
0
0
0
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0
0
0
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0
0
0
0
0
0
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0
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0
0
0
0
0
0
0
0
0
0
0
0
SHF
45.313
66.36
59.4
122.5
124.6
51.8
48
152.108
116.288
113.968
50.5482
30.8802
18.3366
49.7894
76.3658
96.0025
40.709
88.2212
84.7745
52.7043
71.2556
64.5691
20.9733
46.2167
39.8782
98.6357
116.003
75.0864
119.022
90.5126
152.705
123.034
39.3617
146.583
138
136.991
89.9413
118.347
112.922
95.7909
72.8478
107.698
92.9103
137.542
42.6364
105.455
86.451
74.6115
64.4954
54.4737
36.7782
42.2629
71.2959
52.8962
53.3921
56.5875
36.2291
103.754
78.7614
92.5851
66.911
86.1062
117.9
59.9919
80.3736
89.9144
77.4557
104.658
88.6747
66.1725
79.0161
49.4418
66.8444
36.4694
78.5228
26.0913
148.146
72.7389
56.7472
45.7394
79.5225
65.3651
64.6578
119.663
110.028
108.696
129.748
173.888
95.7294
132.061
199.027
261.066
239.001
212.092
232.117
254.353
242.904
167.411
150.567
101.714
130.865
89.024
99.8538
52.1373
51.323
81.1148
88.92
116.687
97.4056
117.146
121.004
152.854
99.0999
87.3032
113.382
117.644
127.072
138.439
134.013
171.94
230.328
218.387
239.6
233.491
231.059
230.02
231.069
213.355
185.087
224.223
122.756
216.136
Chart1
45.313380.85
66.36364.733
59.4351.987
122.5325.193
124.6302.575
51.8280.407
48260.1
152.108241.936
116.288225.649
113.968209.844
50.5482196.016
30.8802183.806
18.3366172.799
49.7894162.857
76.3658153.853
96.0025145.687
40.709137.671
88.2212130.013
84.7745123.249
52.7043117.579
71.2556112.742
64.5691108.371
39.8782107.298
98.6357107.145
116.003106.953
75.0864106.403
119.022105.628
90.5126104.8368
152.705104.042
123.034103.251
39.3617102.4537
146.583101.6624
138100.8842
136.991100.1038
89.941399.0992
118.34797.854
112.92296.6114
95.790995.4385
107.69894.2558
92.910393.0891
137.54291.9668
42.636490.8341
105.45589.4846
86.45188.2991
74.611587.242
64.495486.2778
54.473785.4626
36.778284.7556
42.262984.0841
71.295983.449
52.896282.8498
53.392182.2749
103.75481.7536
78.761481.2992
66.91180.9892
86.106281.0414
117.980.8806
59.991981.228
89.914481.2574
77.455781.326
104.65881.5402
88.674781.4696
66.172581.2617
79.016181.0784
49.441880.7886
66.844480.4292
36.469479.9947
78.522879.4731
26.091378.2438
148.14677.7446
72.738977.2269
56.747276.6879
45.739476.129
79.522575.5654
65.365175.0005
64.657874.4282
119.66373.8486
110.02873.2564
173.88872.6024
95.729471.8781
132.06171.1672
199.02770.458
261.06669.7232
239.00168.9851
212.09268.2471
254.35367.2495
242.90466.2893
167.41165.2688
150.56764.2874
130.86563.3533
89.02462.4739
52.137361.6438
51.32360.861
81.114860.1064
88.9259.3994
97.405658.7295
121.00458.0983
152.85457.5009
99.099956.9262
87.303256.3995
113.382
117.644
127.072
138.439
171.94
218.387
239.6
233.491
231.059
230.02
231.069
213.355
185.087
224.223
216.136
ARM-SGP
OSU
w (% volumetric)
Hs (W m-2)
Sheet1
SHF139.0762949.36348.5440.2142312.379SW1SHF364.8050. 3309.60 505.560 42.2755 314.95
236.849147.4492929.6338.24440.0759312.2620.033380.853.3364.7330. 3308.58 505.085 42.2699 314.90362.1522362.1522319.5223319.5223
229.292155.7332910.57328.53239.9433312.150.037364.7333.7351.98713.62923279.13488.66342.0761313.93345.6858345.6858307.1747307.1747
221.673164.1942887.88318.57939.8031312.0360.04351.9874325.19342.70083199.44458.54241.6673313.589333.336333.336297.914297.914
213.94172.1842862.69309.18939.6658311.9260.044325.1934.4302.57568.60913141.59428.40541.3082313.28316.8696316.8696285.5664285.5664
206.639179.652836.79300.47939.5371311.8230.048302.5754.8280.40792.65933086.04399.80740.9459312.979300.4032300.4032273.2188273.2188
199.827186.5842809.77292.21839.4143311.7260.051280.4075.1260.1114.953018.27378.07540.6114312.703288.0534288.0534263.9581263.9581
193.538193.212785.29284.44439.2974311.6340.055260.15.5241.936134.972961.95354.28640.3002312.449271.587271.587251.6105251.6105
187.523199.5132763.69276.9639.1804311.5430.058241.9365.8225.649152.9512921.05333.21640.0171312.211259.2372259.2372242.3498242.3498
181.816205.5072744.72269.82439.0675311.4550.062225.6496.2209.844170.5112874.59312.92939.7307311.977242.7708242.7708230.0022230.0022
176.384211.1852728.3263.0938.9595311.3690.065209.8446.5196.016185.9322821.38295.22139.4665311.767230.421230.421220.7415220.7415
171.22216.5792712.7256.69838.8542311.2840.069196.0166.9183.806199.6212771.66279.16439.2248311.577213.9546213.9546208.3939208.3939
166.305221.7122697.06250.67638.7527311.2040.072183.8067.2172.799211.9522733.73264.76638.9953311.398201.6048201.6048199.1332199.1332
161.611226.6142680.85244.92638.6516311.1260.076172.7997.6162.857223.0212702.03251.90538.7827311.227185.1384185.1384186.7856186.7856
157.118231.1282661.67238.5538.5415311.040.08162.8578153.853233.0292669.48240.36838.5802311.071168.672168.672174.438174.438
152.133235.3762640.72232.19338.4308310.9540.083153.8538.3145.687242.1052635.97229.96238.3938310.927156.3222156.3222165.1773165.1773
147.138239.7342617.16225.80638.3133310.8610.087145.6878.7137.671251.0912589.86217.63738.2024310.775139.8558139.8558152.8297152.8297
142.113244.5722580.94216.74538.1917310.7610.09137.6719130.013259.7072540.41207.51638.0179310.629127.506127.506143.569143.569
136.745249.0632550.25210.16338.0785310.670.094130.0139.4123.249267.312494.72198.69837.8548310.502111.0396111.0396131.2214131.2214
131.725253.0392521.59204.29737.9738310.5870.098123.2499.8117.579273.7032450.42191.26137.7104310.38794.573294.5732118.8738118.8738
127.203256.5832492.64198.95937.8765310.510.101117.57910.1112.742279.1672406.62183.01237.5804310.284108.270395.45333
123.11259.6192463.81194.1637.785310.4360.104953112.74210.4953108.371284.0852363.64177.02837.4532310.186107.559945995.05933449
119.478260.112450.32192.15737.746310.4040.10858108.37110.858107.298285.1722353.44175.56937.417310.16106.90817494.6978314
117.953260.0242441.07190.75937.7222310.3830.11221107.29811.221107.145285.1412351.87175.35437.4126310.157106.25586394.3360293
116.872259.9652431.22189.37437.6976310.3610.115842107.14511.5842106.953285.0832349.88175.09137.4072310.152105.603192693.97402786
115.814259.9772420.86187.93637.6715310.3390.119476106.95311.9476106.403284.8032344.16174.3337.3928310.14104.950162893.61182708
114.714259.9832410.94184.35537.6451310.3160.123104106.40312.3104105.628284.5222336.44173.27137.372310.123104.298211293.25022432
113.619260.032400.87182.88737.6182310.2940.126735105.62812.6735104.8368284.2472329.44172.20537.3524310.106103.645720592.88832255
112.499260.122391.4181.41437.5916310.2720.130367104.836813.0367104.042283.962322.46171.15337.3327310.089102.993050192.52632111
111.363260.1852381.38179.90337.5632310.2490.134012104.04213.4012103.251283.682315.18170.137.313310.072102.338043692.16302396
110.224260.2342369.36177.98637.5267310.2180.137695103.25113.7695102.4537283.4222307.86169.04937.2939310.055101.676208591.79593935
108.773260.312358.39176.25737.4928310.1910.141379102.453714.1379101.6624283.1632300.27167.99237.2748310.038101.014193791.42875507
107.453260.5572347.26174.47937.4583310.1620.145059101.662414.5059100.8842282.9042292.46166.96937.2552310.021100.352897791.06196947
106.095261.0942333.63172.48637.4184310.130.148733100.884214.8733100.1038282.6572284.15165.91137.235310.00399.692679990.69578189
104.5924261.4822320.21170.65137.3822310.0990.152402100.103815.240299.0992282.7172273.64164.57737.2096309.98199.033360690.33009266
103.2235261.5382308.6169.17237.3527310.0740.15606499.099215.606497.854282.9982261.21162.94937.1787309.95498.375299289.96510112
102.1202261.5642297.65167.75537.3255310.0520.15971897.85415.971896.6114283.2862248.8161.34537.1467309.92697.718675489.60090694
101.0453261.5332286.42166.37937.298310.0290.16336596.611416.336595.4385283.5312238.39159.84937.1159309.997.063309589.23741045
100.0112261.4382275.06165.05937.2698310.0060.16700795.438516.700794.2558283.7972229.72158.37137.0854309.87596.408842188.87441231
99.0285261.2722264.79163.8337.2433309.9850.17063994.255817.063993.0891284.0912220.98156.91937.052309.84895.756171788.51241087
98.0902261.0472255.81162.66837.2179309.9640.17427293.089117.427291.9668284.3452212.14155.52837.0188309.82195.103321688.15030976
97.1806260.7372247.85161.55137.1943309.9450.17789991.966817.789990.8341284.6232195.6150.80536.9858309.79494.451549787.78880667
96.3046260.2882240.95160.51537.1704309.9260.18150990.834118.150989.4846284.8442170.99148.9336.948309.76293.802832787.42899797
95.4907259.5372235.12159.6437.1499309.910.18511989.484618.511988.2991285.052146.38147.22736.9115309.73393.154115787.06918927
94.7883258.0032230.54159.04537.1357309.90.1887488.299118.87487.242285.1632126.18145.74336.8779309.70792.50342286.7082842
94.3205254.5392229.57159.24237.1392309.9030.1923787.24219.23786.2778285.1912108.35144.38836.8456309.68191.85111186.3464821
94.4858251.9542227.58159.21237.1368309.9020.19603586.277819.603585.46262852094.37143.26836.8198309.66191.192510585.98119155
94.4764247.6882228.7159.84737.1506309.9130.19975785.462619.975784.7556284.622081.94142.29836.7957309.64390.523667185.61021981
95.0058245.7572224.36159.35437.1397309.9050.20347984.755620.347984.0841284.2042070.12141.38436.7722309.62589.854823785.23924807
94.6085243.8012219.92158.82137.126309.8950.20719984.084120.719983.449283.7382058.65140.51236.7493309.60889.186339784.86847567
94.1809241.5162216158.38337.1149309.8870.21091883.44921.091882.8498283.2112047.43139.69536.7268309.59188.518035484.49780294
93.8165238.782212.59158.09437.1066309.8810.21463582.849821.463582.2749282.6042037.03138.91836.7064309.57687.850090584.12732955
93.5781236.0962208.9154.53537.0991309.8750.2183582.274921.83581.7536281.8662026.48138.236.6855309.56287.18250583.7570555
93.3672233.7292200.98154.10637.089309.8670.22206381.753622.206381.2992280.8912016.73137.56936.6666309.54886.515278983.38698079
93.0788231.8162191.09153.53537.0755309.8570.22577481.299222.577480.9892279.2422009.65137.14536.6528309.5485.848412283.01710542
92.6924230.3282179.09152.83237.0589309.8440.22948380.989222.948381.0414276.2162006.85136.25736.6524309.5485.181904982.64742939
92.2121229.1952166.58152.00437.0411309.830.23319481.041423.319480.8806274.1191999.13135.98336.6441309.53584.515038282.27755402
91.6312232.3722141.19149.9836.9907309.7940.23690980.880623.690981.228270.3682002.4136.43736.6552309.54583.847452781.90727997
90.1833231.4022125.86149.06836.9677309.7770.24061681.22824.061681.2574268.0381995.64136.38536.6534309.54383.181304881.53780328
89.5617230.5492109.95148.09336.9425309.7580.24432781.257424.432781.326265.511991.23136.4236.6539309.54382.514438181.16792791
88.8976229.7642095.15147.1436.9172309.740.24801881.32624.801881.5402262.6071989.04136.65336.6598309.54781.851165480.80004594
88.2308229.0982079.79146.13736.8902309.720.25170481.540225.170481.4696260.031982.43136.5136.6553309.54381.188791280.43266232
87.5238228.5252063.83145.10236.8617309.6980.25538681.469625.538681.2617257.6111973.83136.19736.6458309.53680.527135880.06567738
86.7936228.0152048.42144.07136.8338309.6770.25906281.261725.906281.0784255.3171965.91135.90936.637309.5379.866558679.69929046
86.048227.562031.83143.03736.8041309.6540.2627381.078426.27380.7886253.4181956.19135.4836.6246309.5279.20741979.3337009
85.3075227.1482014.17141.99236.7744309.6310.26638780.788626.638780.4292251.8641946.16134.97236.6095309.50978.550256178.96920771
84.5676226.7821993.74139.92336.7448309.6090.27003280.429227.003279.9947250.6161935.19134.36836.5911309.49577.895249678.60591056
83.8286226.4561973.66138.84136.7145309.5860.27366579.994727.366579.4731249.6561924.07133.67136.5714309.4877.242399578.24380945
83.0863226.1791955.14137.7836.6837309.5630.27728579.473127.728578.2438252.4121898.1131.65836.5208309.44276.591885577.88300405
82.336225.9381938.89136.76236.6537309.540.28086978.243828.086977.7446251.5691879.93130.88336.4992309.42675.947840777.52578677
81.582225.7111920.61135.76236.6216309.5160.2844677.744628.44677.2269250.8081863.35130.10236.4766309.40875.30253877.1678718
80.8484225.5091898.01134.33436.5886309.490.28803777.226928.803776.6879250.1351846.75129.31336.4518309.38974.659751176.81135221
80.1266225.3211873.82133.25936.5554309.4650.29159776.687929.159776.129249.5331831.15128.52436.4261309.36974.020019176.45652701
79.4142225.1581852.65132.23536.5222309.4410.2951476.12929.51475.5654248.9811816.51127.75636.3994309.34973.38334276.1033962
78.7073225.0131833.78131.25136.4894309.4160.29866375.565429.866375.0005248.4741802.33127.23136.372309.32972.750258975.75225879
78.0046224.8721816.05130.3336.4565309.3910.30216575.000530.216574.4282248.0051786.32126.3836.3441309.30872.120949575.40321445
77.327224.751797.6129.55636.4236309.3650.30564374.428230.564373.8486247.5791768.21125.50636.3151309.28671.495952975.05656219
76.6593224.8311775.83128.48536.3867309.3380.30909773.848630.909773.2564247.21751.07124.6436.2856309.26370.875269174.71230201
75.9218225.2011754.1127.30836.3447309.3050.31252373.256431.252372.6024246.9911734.64123.73336.253309.23970.259616974.37083259
75.0937225.5511736.05126.22236.3054309.2770.31591872.602431.591871.8781246.9861718122.7636.2159309.21169.649535474.03245294
74.2904225.8941724.15125.19636.2736309.2510.31927971.878131.927971.1672247.0031702.66120.66336.1778309.18369.045563773.69746207
73.4887226.1981713.07124.22436.2442309.2270.32260571.167232.260570.458247.0421686.34119.65636.1396309.15468.447881573.36595965
72.7209226.5031699.19122.01736.2138309.2030.32589170.45832.589169.7232247.1331668.49118.6136.101309.12467.857387373.03844403
71.984226.781686.21121.07336.184309.180.32913369.723232.913368.9851247.2511652.27117.58836.065309.09567.274799972.71531389
71.2757227.0881673.78120.13636.1543309.1570.3323368.985133.23368.2471247.3691640.87116.62836.0336309.0766.70029972.3966689
70.5718227.8541659.23118.99136.1164309.1270.33547668.247133.547667.2495248.0671626.87115.35435.9896309.03666.134962872.08310708
69.7228.5821645.21117.91436.0796309.0990.33856867.249533.856866.2893248.721610.76114.12935.9459309.00165.579330471.77492744
68.8759229.291632.53116.81536.0423309.0690.34160166.289334.160165.2688249.3411591.37110.22635.8978308.96465.034300371.47262833
68.0156229.9271618.93115.78736.0042309.040.34457165.268834.457164.2874249.9251574.99108.93635.8525308.92864.500591371.17660843
67.2124230.0461616.4115.59835.997309.0340.34747364.287434.747363.3533250.4741557.55107.69235.8059308.89263.979101970.88736609
67.0657230.0461616.4115.59835.997309.0340.35030163.353335.030162.4739250.9681541.45106.53135.7587308.85663.470910370.60549933
67.0657230.0461616.4115.59835.997309.0340.35305462.473935.305461.6438251.4181526.48105.45635.7107308.82362.976196270.33110782
67.0657230.0461616.4115.59835.997309.0340.35572461.643835.572460.861251.8291512.41104.451935.6631308.78862.496397270.06498892
67.0657230.0461616.4115.59835.997309.0340.35830960.86135.830960.1064252.1951500.26101.53635.6177308.75562.031872769.80734197
67.0657230.0461616.4115.59835.997309.0340.36080460.106436.080459.3994252.5351486.3100.58535.5698308.7261.583521269.55866532
67.0657230.0461616.4115.59835.997309.0340.36320359.399436.320358.7295252.8331473.1799.683535.5222308.68661.152420969.31955699
67.0657230.0461616.4115.59835.997309.0340.36550258.729536.550258.0983253.0941461.2798.839735.4757308.65260.739290669.09041566
67.0657230.0461616.4115.59835.997309.0340.36769658.098336.769657.5009253.3371449.7298.040835.4298308.61960.345028868.87173968
67.0657230.0461616.4115.59835.997309.0340.36978357.500936.978356.9262253.5531441.3297.294835.3876308.58759.969994968.66372839
67.0657230.0461616.4115.59835.997309.0340.37175756.926237.175756.3995253.7481430.7296.603335.3436308.55759.615267168.46697981
67.06570.3736256.399537.36259.28048668.2812946
67.065767.0657
67.066367.0663
Sheet1
045.3130
066.360
059.40
0122.50
0124.60
051.80
0480
0152.1080
0116.2880
0113.9680
050.54820
030.88020
018.33660
049.78940
076.36580
096.00250
040.7090
088.22120
084.77450
052.70430
071.25560
064.56910
039.87820
098.63570
0116.0030
075.08640
0119.0220
090.51260
0152.7050
0123.0340
039.36170
0146.5830
01380
0136.9910
089.94130
0118.3470
0112.9220
095.79090
0107.6980
092.91030
0137.5420
042.63640
0105.4550
086.4510
074.61150
064.49540
054.47370
036.77820
042.26290
071.29590
052.89620
053.39210
0103.7540
078.76140
066.9110
086.10620
0117.90
059.99190
089.91440
077.45570
0104.6580
088.67470
066.17250
079.01610
049.44180
066.84440
036.46940
078.52280
026.09130
0148.1460
072.73890
056.74720
045.73940
079.52250
065.36510
064.65780
0119.6630
0110.0280
0173.8880
095.72940
0132.0610
0199.0270
0261.0660
0239.0010
0212.0920
0254.3530
0242.9040
0167.4110
0150.5670
0130.8650
089.0240
052.13730
051.3230
081.11480
088.920
097.40560
0121.0040
0152.8540
099.09990
087.30320
0113.382
117.644
127.072
138.439
171.94
218.387
239.6
233.491
231.059
230.02
231.069
213.355
185.087
224.223
216.136
Regression
ARM-SGP
OSU
Soil Water Content (m3/m3)
Sensible Heat Flux (Wm-2)
Sheet2
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
Sheet3
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
0
-
Atmosphere-Limited Feedbackw qml
b
Hs
Hi
h
Qmlqml
b
Saturated Soil Begins EvaporatingPBL growth maintains evaporative rate..
-
Feedbacks: Fluxes vs. Soil MoistureB) For dry soils, a positive feedback on ET and drought occursAre offline LSMs and data assimilation affected?
Chart5
165.117.1779
143.633.2437
108.648.3487
262.362.5265
263.575.881
102.188.8722
122101.4964
254.743113.394
267.367124.614
303.242135.178
164.26145.134
326.661154.539
331.206164.23
359.908173.308
300.008181.714
253.192189.473
225.75196.846
313.067203.818
259.682210.382
304.145216.566
293.2222.401
241.386227.941
298.418233.174
361.865238.152
367.763242.801
237.585247.95
285.796252.921
296.788257.405
264.953260.618
290.164260.668
171.415260.498
134.034260.312
177.819260.18
233.536260.093
251.897260.009
232.53259.967
289.817259.976
268.52259.988
270.009260.045
281.562260.13
278.503260.201
256.749260.241
182.402260.333
154.805260.667
145.199261.189
240.448261.495
215.654261.545
313.235261.564
190.925261.52
170.551261.411
160.607261.234
206.476260.998
149.361260.664
296.96260.179
298.152259.334
348.586257.437
376.823254.159
346.248251.376
305.399247.209
178.008245.403
315.087243.392
276.655241.03
243.43238.268
175.598235.611
235.366233.34
290.672231.501
234.068230.09
296.629229.021
327.489232.182
320.835231.23
310.088230.397
377.981229.628
221.582228.989
215.565228.423
396.935227.922
367.991227.477
309.382227.074
342.747226.717
356.496226.4
419.111226.134
371.53225.896
341.009225.674
327.682225.466
299.74225.285
288.062225.13
253.081224.984
249.087224.846
240.745224.737
217.036224.904
220.925225.268
196.629225.611
130.446225.948
113.14226.268
166.68226.558
158.965226.839
119.747227.237
99.9215227.998
63.529228.727
146.37229.408
266.5922303124230.044
267.8481883175
148.7029582241
243.7402513712
343.1349707787
372.1835862999
328.9953884155
311.6129439223
291.1134396128
322.2907133333
314.6125956761
298.5769945394
282.8633871287
314.1779688421
256.7741176471
298.6896664366
281.3487251969
293.7659803681
271.9443849679
273.782551937
161.2779169129
179.0916654355
173.4372642296
208.4602133324
177.2590967409
180.7959249145
169.8542334333
158.3054725823
164.4481270233
168.2609090909
132.0154728401
223.4112641093
181.5856906416
ARM-SGP
OSU
w (% volumetric)
LE (W m-2)
Sheet4
SWCSWCSHF
11.46711.466945.313
11.15211.152166.36
10.70610.885759.4
9.6799.67912124.6
9.6339.63258152.108
27.60927.6087116.288
34.06234.062350.5482
30.99330.993130.8802
27.04727.047118.3366
15.24415.244376.3658
11.92911.928696.0025
11.64211.642488.2212
10.24510.244784.7745
34.54134.540552.7043
31.66131.660571.2556
29.97529.975346.2167
24.52424.524298.6357
18.59118.591375.0864
15.63415.6337119.022
13.64713.647390.5126
12.40212.4017152.705
12.60212.6022123.034
19.82119.820939.3617
21.72721.7268146.583
17.62917.6291136.991
18.21718.21789.9413
14.96814.9681118.347
13.46613.4656112.922
12.31412.313895.7909
35.88535.884692.9103
33.55333.5531137.542
38.08138.080842.6364
34.84534.8449105.455
33.18533.18586.451
30.76430.763974.6115
31.91431.914264.4954
38.6638.660354.4737
35.23435.233836.7782
26.80226.802136.2291
18.38218.381578.7614
31.28731.287466.911
28.67528.674586.1062
26.06826.0676117.9
38.76938.768677.4557
34.89834.8983104.658
26.23126.231488.6747
23.06323.062566.1725
20.22120.220679.0161
17.54317.543149.4418
34.34734.346966.8444
31.85631.855536.4694
27.827.800278.5228
25.12125.121426.0913
18.88221.7992148.146
16.34816.347856.7472
14.35814.357645.7394
12.9912.989579.5225
12.19212.192365.3651
11.20811.207664.6578
10.12210.1224119.663
9.8099.49391108.696
9.4949.19788129.748
9.1988.86585173.888
8.86616.087595.7294
16.08813.2528132.061
13.2538.27706199.027
8.2777.22032261.066
7.227.09663239.001
7.0976.92756212.092
6.9286.66278232.117
6.6636.26599254.353
6.2666.15587242.904
6.1565.80646167.411
5.8065.80418150.567
5.80429.5259130.865
29.52627.863389.024
23.10723.107499.8538
13.88713.886651.323
16.82816.827897.4056
12.22112.2212121.004
10.22110.7727152.854
11.8611.8687.3032
10.62610.6256113.382
9.9869.98599117.644
9.5829.58197127.072
9.0699.06884138.439
8.4248.42397134.013
7.5657.56501171.94
7.2567.39337230.328
7.1097.25623218.387
6.986.97977233.491
6.8826.88192231.059
6.7696.7692230.02
6.6436.64275231.069
6.5086.5083213.355
6.46.40021185.087
6.2476.24673224.223
alldata0315
HTSTABDELTDELQDELTQSHFSHFmergeBOWENLHFSTORRFDADVENTARSWCSWCWMLWFAFRICTIONSHEARQMLTMLRLTHE
12100.004713.360.195713.164345.31352.90793333330.2744579043165.112519.536.461234567923.72576543210.523597321611.46690.1146694.46.80.26037039650.00044656496.53001220316.4532032091
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