Kernel: SageMath 7.3
Analysis of leaf chamber experiments
This worksheet produces figures for:
Leaf-scale experiments reveal important omission in the Penman-Monteith equation
Schymanski, S.J. and D. Or
http://www.hydrol-earth-syst-sci-discuss.net/hess-2016-363/
Author: Stan Schymanski ([email protected])
Worksheet setup and importing equations and functions from other worksheets
In [1]:
In [2]:
In [3]:
Functions to compute steady-state leaf energy balance components
In [4]:
In [5]:
E_l 180.542235053942
H_l 150.521099595469
T_l 308.321395271
Model by Ball et al., 1988
In [6]:
kilogram/second^3 == kilogram/second^3
kilogram/second^3 == kilogram/second^3
In [7]:
In [8]:
h_c(Ball): 21.8153792127944
g_vmol(Ball): 0.110506932339455
g_vmol(SS): g_twmol == 0.117381005752392
T_l(Ball): 309.125596874492
T_l(SS): 308.321395271
T_a: 303
According to Fig. 8 in Ball et al., 1988, steady-state leaf temperature should be higher by 10 K than air temperature! Here it is only 6.
Analytical models
In [9]:
Data reading, computing and display functions
Functions to read data
In [10]:
In [11]:
In [12]:
Equations to infer conductances from flux measurements
In [13]:
meter/second == meter/second
In [14]:
meter/second == meter/second
In [15]:
kilogram/(kelvin*second^3) == kilogram/(kelvin*second^3)
Functions to automate computation of derived results and plotting
In [16]:
In [17]:
Experiments in the dark
Black foil, 35.4 holes/mm2, Figures 6b and 7b in http://www.hydrol-earth-syst-sci-discuss.net/hess-2016-363/
In [18]:
lc_time | T_in1 | T_in2 | T_wall_in | T_wall_out | T_outside | T_outside_PT | T_chamber | T_chamber1 | T_leaf1 | T_leaf2 | T_leaf_in | Wind | T_dew | Air_inflow | Air_outflow | nr_time | T_leaf_IR | V_leaf_IR | Rn_above_leaf | Rn_below_leaf | Rn_beside_leaf | RnV_above_leaf | RnV_below_leaf | RnV_beside_leaf | sens_timefirst | sens_timelast | water_flow_avg | water_flow_std | water_flow_n | pow_timefirst | pow_timelast | fan_power_avg | fan_power_std | fan_power_n | Comment................................................... |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
TS | K | K | K | K | K | Deg C | K | K | K | K | K | m/s | degC | SLPM | SLPM | TS | Deg C | mV | W/m^2 | W/m^2 | W/m^2 | mV | mV | mV | ul/min | ul/min | ul/min | TS | TS | W | W | ||||
2014-03-25 12:39:34 | 23.98 | 23.97 | 22.56 | 22.52 | 22.50 | 25.93 | 22.58 | 21.99 | 19.92 | 21.18 | 16.53 | 0.9999 | -19.32 | 9.052 | 4.451 | 2014-03-25 12:39:35 | 19.36 | -0.1045 | 16.74 | -6.927 | -26.00 | -0.02004 | 0.007208 | 0.03366 | 2014-03-25 12:39:21 | 2014-03-25 12:39:28 | -8.233 | 0.1577 | 100 | 2014-03-25 12:38:37 | 2014-03-25 12:39:35 | 0.06427 | 0.00001266 | 54 | Black leaf, silver perforated alu (35.4-1), varying Tdew |
2014-03-25 13:01:40 | 23.97 | 23.97 | 22.57 | 22.58 | 22.54 | 26.05 | 22.58 | 22.00 | 20.00 | 21.22 | 16.68 | 1.020 | -14.97 | 8.490 | 4.180 | 2014-03-25 13:01:41 | 19.36 | -0.1045 | 16.25 | -6.859 | -25.52 | -0.01945 | 0.007137 | 0.03303 | 2014-03-25 13:01:22 | 2014-03-25 13:01:29 | -7.859 | 0.3323 | 100 | 2014-03-25 13:00:39 | 2014-03-25 13:01:38 | 0.06428 | 0.00002267 | 55 | varying Tdew |
2014-03-25 14:07:31 | 23.91 | 23.91 | 22.58 | 22.59 | 22.59 | 26.10 | 22.57 | 22.04 | 20.10 | 21.26 | 16.88 | 1.021 | -10.08 | 8.556 | 4.293 | 2014-03-25 14:07:31 | 19.53 | -0.09854 | 15.18 | -6.506 | -24.44 | -0.01817 | 0.006771 | 0.03163 | 2014-03-25 14:07:11 | 2014-03-25 14:07:18 | -7.807 | 0.1403 | 100 | 2014-03-25 14:06:32 | 2014-03-25 14:07:31 | 0.06429 | 0.00001291 | 54 | varying Tdew |
2014-03-25 16:30:31 | 24.25 | 24.24 | 22.76 | 22.68 | 22.67 | 26.14 | 22.77 | 22.26 | 20.43 | 21.52 | 17.38 | 1.028 | -5.017 | 7.524 | 3.821 | 2014-03-25 16:30:34 | 19.81 | -0.08857 | 14.46 | -6.187 | -22.65 | -0.01730 | 0.006439 | 0.02931 | 2014-03-25 16:30:18 | 2014-03-25 16:30:25 | -7.440 | 0.07817 | 100 | 2014-03-25 16:29:33 | 2014-03-25 16:30:32 | 0.06417 | 0.00001307 | 54 | varying Tdew |
2014-03-25 16:48:46 | 24.28 | 24.23 | 22.73 | 22.73 | 22.72 | 26.02 | 22.75 | 22.25 | 20.57 | 21.61 | 17.81 | 1.019 | 0.08945 | 6.557 | 3.387 | 2014-03-25 16:48:48 | 19.92 | -0.08459 | 13.34 | -5.753 | -20.79 | -0.01596 | 0.005988 | 0.02690 | 2014-03-25 16:48:26 | 2014-03-25 16:48:33 | -6.759 | 0.2183 | 100 | 2014-03-25 16:47:46 | 2014-03-25 16:48:45 | 0.06423 | 0.00002734 | 55 | varying Tdew |
2014-03-25 17:08:19 | 24.24 | 24.21 | 22.75 | 22.67 | 22.68 | 26.02 | 22.74 | 22.34 | 20.86 | 21.74 | 18.41 | 1.026 | 5.120 | 5.555 | 2.939 | 2014-03-25 17:08:22 | 20.11 | -0.07734 | 11.71 | -5.082 | -18.50 | -0.01401 | 0.005290 | 0.02393 | 2014-03-25 17:08:08 | 2014-03-25 17:08:15 | -5.926 | 0.1492 | 100 | 2014-03-25 17:07:21 | 2014-03-25 17:08:20 | 0.06411 | 0.00001511 | 55 | varying Tdew |
2014-03-25 17:33:07 | 24.16 | 24.14 | 22.79 | 22.74 | 22.69 | 26.06 | 22.80 | 22.46 | 21.25 | 21.97 | 19.27 | 1.016 | 10.21 | 4.554 | 2.509 | 2014-03-25 17:33:08 | 20.48 | -0.06401 | 9.708 | -4.205 | -15.42 | -0.01162 | 0.004379 | 0.01994 | 2014-03-25 17:32:52 | 2014-03-25 17:32:59 | -5.070 | 0.1435 | 100 | 2014-03-25 17:32:06 | 2014-03-25 17:33:05 | 0.06434 | 0.00002586 | 55 | varying Tdew |
2014-03-25 18:20:04 | 23.97 | 23.93 | 22.78 | 22.77 | 22.75 | 26.06 | 22.79 | 22.53 | 21.71 | 22.21 | 20.36 | 1.040 | 15.16 | 3.047 | 1.719 | 2014-03-25 18:20:06 | 20.90 | -0.04869 | 6.990 | -2.973 | -10.52 | -0.008364 | 0.003099 | 0.01360 | 2014-03-25 18:19:53 | 2014-03-25 18:20:00 | -3.535 | 0.2791 | 100 | 2014-03-25 18:19:05 | 2014-03-25 18:20:04 | 0.06408 | 0.00002733 | 55 | varying Tdew |
In [19]:
R_s = (0.0, 0.0) joule/(R_s*meter^2*second)
P_wa = (218.598991722, 1694.78883295) pascal/P_wa
T_a = (295.72, 295.95) kelvin/T_a
v_w = (0.9999, 1.04) meter/(second*v_w)
g_sw = (0.035, 0.035) meter/(g_sw*second)
In [20]:
35.4 holes/mm2, varying wind speed, Figures 6a and 7a in http://www.hydrol-earth-syst-sci-discuss.net/hess-2016-363/
In [21]:
lc_time | T_in1 | T_in2 | T_wall_in | T_wall_out | T_outside | T_outside_PT | T_chamber | T_chamber1 | T_leaf1 | T_leaf2 | T_leaf_in | Wind | T_dew | Air_inflow | Air_outflow | nr_time | T_leaf_IR | V_leaf_IR | Rn_above_leaf | Rn_below_leaf | Rn_beside_leaf | RnV_above_leaf | RnV_below_leaf | RnV_beside_leaf | sens_timefirst | sens_timelast | water_flow_avg | water_flow_std | water_flow_n | pow_timefirst | pow_timelast | fan_power_avg | fan_power_std | fan_power_n | Comment................................................... |
---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
TS | K | K | K | K | K | Deg C | K | K | K | K | K | m/s | degC | SLPM | SLPM | TS | Deg C | mV | W/m^2 | W/m^2 | W/m^2 | mV | mV | mV | ul/min | ul/min | ul/min | TS | TS | W | W | ||||
2014-03-27 11:22:28 | 15.30 | 15.41 | 21.98 | 21.97 | 21.88 | 25.24 | 22.00 | 21.67 | 20.29 | 21.07 | 18.41 | 0.8333 | 10.21 | 6.827 | 3.491 | 2014-03-27 11:22:29 | 20.30 | -0.07058 | 9.835 | -3.912 | -13.66 | -0.01177 | 0.004074 | 0.01766 | 2014-03-27 11:22:19 | 2014-03-27 11:22:26 | -4.825 | 0.1412 | 100 | 2014-03-27 11:21:28 | 2014-03-27 11:22:27 | 1.195 | 0.0003885 | 54 | Black leaf, silver perforated alu (35.4-1), varying wind speed |
2014-03-27 13:01:58 | 15.54 | 15.65 | 22.22 | 22.26 | 22.22 | 25.53 | 22.22 | 21.95 | 20.72 | 21.46 | 18.72 | 1.313 | 10.21 | 6.427 | 3.324 | 2014-03-27 13:02:01 | 20.41 | -0.06664 | 10.02 | -3.833 | -16.85 | -0.01199 | 0.003993 | 0.02180 | 2014-03-27 13:01:48 | 2014-03-27 13:01:55 | -5.543 | 0.1600 | 100 | 2014-03-27 13:00:59 | 2014-03-27 13:01:58 | 1.181 | 0.0004875 | 54 | varying wind speed |
2014-03-27 14:04:25 | 15.68 | 15.80 | 22.41 | 22.40 | 22.37 | 25.69 | 22.43 | 22.17 | 21.05 | 21.76 | 18.95 | 1.796 | 10.21 | 6.251 | 3.274 | 2014-03-27 14:04:23 | 20.36 | -0.06849 | 10.02 | -3.781 | -17.83 | -0.01198 | 0.003939 | 0.02307 | 2014-03-27 14:04:10 | 2014-03-27 14:04:17 | -6.124 | 0.1336 | 100 | 2014-03-27 14:03:24 | 2014-03-27 14:04:23 | 1.185 | 0.0003885 | 54 | varying wind speed |
2014-03-27 15:55:10 | 15.74 | 15.85 | 22.40 | 22.42 | 22.36 | 25.61 | 22.42 | 22.18 | 21.22 | 21.85 | 19.06 | 2.299 | 10.21 | 6.140 | 3.202 | 2014-03-27 15:55:11 | 19.58 | -0.09654 | 9.917 | -3.843 | -17.14 | -0.01187 | 0.004003 | 0.02218 | 2014-03-27 15:55:01 | 2014-03-27 15:55:08 | -6.583 | 0.1710 | 100 | 2014-03-27 15:54:09 | 2014-03-27 15:55:08 | 1.169 | 0.0004755 | 55 | varying wind speed |
2014-03-27 17:01:01 | 15.90 | 16.02 | 22.43 | 22.48 | 22.40 | 25.81 | 22.45 | 22.22 | 21.42 | 21.96 | 19.24 | 2.995 | 10.21 | 5.851 | 3.136 | 2014-03-27 17:01:03 | 20.03 | -0.08036 | 8.408 | -3.625 | -16.34 | -0.01006 | 0.003776 | 0.02114 | 2014-03-27 17:00:38 | 2014-03-27 17:00:48 | -7.255 | 0.1174 | 100 | 2014-03-27 17:00:04 | 2014-03-27 17:01:03 | 1.144 | 0.0000 | 54 | varying wind speed |
2014-03-27 19:00:22 | 15.88 | 15.99 | 22.40 | 22.38 | 22.21 | 25.57 | 22.46 | 22.24 | 21.53 | 22.03 | 19.38 | 3.831 | 10.20 | 5.750 | 3.057 | 2014-03-27 19:00:26 | 19.20 | -0.1106 | 8.123 | -3.345 | -14.00 | -0.009719 | 0.003485 | 0.01811 | 2014-03-27 19:00:07 | 2014-03-27 19:00:17 | -8.006 | 0.1148 | 100 | 2014-03-27 18:59:24 | 2014-03-27 19:00:23 | 1.155 | 0.0004130 | 55 | varying wind speed |
2014-03-28 10:08:04 | 15.46 | 15.57 | 21.81 | 21.91 | 21.85 | 25.20 | 21.85 | 21.67 | 20.98 | 21.44 | 18.93 | 3.804 | 10.20 | 6.147 | 3.245 | 2014-03-28 10:08:10 | 19.58 | -0.09655 | 8.239 | -2.960 | -12.37 | -0.009857 | 0.003085 | 0.01600 | 2014-03-28 10:07:52 | 2014-03-28 10:08:02 | -7.736 | 0.1666 | 100 | 2014-03-28 10:07:07 | 2014-03-28 10:08:06 | 1.159 | 0.0001872 | 55 | New day |
2014-03-28 11:29:49 | 15.71 | 15.83 | 22.23 | 22.21 | 22.15 | 25.57 | 22.24 | 22.08 | 21.38 | 21.84 | 19.29 | 4.335 | 10.20 | 5.858 | 3.204 | 2014-03-28 11:29:51 | 19.47 | -0.1005 | 8.058 | -3.227 | -12.36 | -0.009641 | 0.003363 | 0.01599 | 2014-03-28 11:29:27 | 2014-03-28 11:29:37 | -7.984 | 0.08737 | 100 | 2014-03-28 11:28:49 | 2014-03-28 11:29:48 | 1.174 | 0.0004692 | 55 | New day |
2014-03-28 13:47:28 | 15.80 | 15.90 | 22.35 | 22.28 | 22.21 | 25.57 | 22.31 | 22.16 | 21.54 | 21.99 | 19.46 | 5.102 | 10.20 | 5.858 | 3.131 | 2014-03-28 13:47:29 | 19.50 | -0.09967 | 6.985 | -3.328 | -12.71 | -0.008357 | 0.003468 | 0.01643 | 2014-03-28 13:47:18 | 2014-03-28 13:47:27 | -8.505 | 0.1932 | 100 | 2014-03-28 13:46:29 | 2014-03-28 13:47:28 | 1.186 | 0.0004914 | 54 | Reduced head difference (transpiration seemed low) |
2014-03-28 15:04:55 | 15.76 | 15.86 | 22.38 | 22.34 | 22.20 | 25.53 | 22.37 | 22.21 | 21.55 | 22.01 | 19.44 | 4.611 | 10.20 | 5.855 | 3.163 | 2014-03-28 15:04:56 | 19.39 | -0.1037 | 7.228 | -3.377 | -12.89 | -0.008648 | 0.003519 | 0.01667 | 2014-03-28 15:04:45 | 2014-03-28 15:04:55 | -8.219 | 0.1147 | 100 | 2014-03-28 15:03:56 | 2014-03-28 15:04:55 | 1.182 | 0.0003857 | 55 | Reduced head difference (transpiration seemed low) |
2014-03-28 15:38:46 | 15.77 | 15.86 | 22.30 | 22.37 | 22.30 | 25.57 | 22.33 | 22.08 | 21.44 | 21.94 | 19.34 | 4.168 | 10.21 | 5.948 | 3.144 | 2014-03-28 15:38:49 | 19.42 | -0.1023 | 7.755 | -3.358 | -12.98 | -0.009278 | 0.003499 | 0.01679 | 2014-03-28 15:38:37 | 2014-03-28 15:38:47 | -7.979 | 0.1037 | 100 | 2014-03-28 15:37:49 | 2014-03-28 15:38:47 | 1.168 | 0.001412 | 54 | Varying Tdew |
2014-03-31 12:42:52 | 16.15 | 16.28 | 23.06 | 23.06 | 22.93 | 26.30 | 23.10 | 22.89 | 22.13 | 22.64 | 19.90 | 3.325 | 10.20 | 5.259 | 2.863 | 2014-03-31 12:42:54 | 19.57 | -0.09719 | 8.972 | -3.413 | -14.55 | -0.01074 | 0.003556 | 0.01882 | 2014-03-31 13:42:34 | 2014-03-31 13:42:41 | -7.484 | 0.09733 | 100 | 2014-03-31 13:41:52 | 2014-03-31 13:42:51 | 1.147 | 0.0001906 | 53 | New daz |
2014-03-31 14:49:10 | 16.20 | 16.33 | 23.25 | 23.34 | 23.21 | 26.63 | 23.28 | 23.04 | 22.17 | 22.75 | 19.91 | 2.637 | 10.18 | 5.346 | 2.915 | 2014-03-31 14:49:14 | 19.81 | -0.08855 | 9.860 | -3.661 | -16.83 | -0.01180 | 0.003814 | 0.02177 | 2014-03-31 15:48:56 | 2014-03-31 15:49:03 | -7.032 | 0.1764 | 100 | 2014-03-31 15:48:12 | 2014-03-31 15:49:11 | 1.147 | 0.0000 | 53 | Varying wind |
2014-03-31 16:28:13 | 16.03 | 16.16 | 23.37 | 23.41 | 23.29 | 26.63 | 23.38 | 23.08 | 21.63 | 22.51 | 19.59 | 1.042 | 10.19 | 5.857 | 3.016 | 2014-03-31 16:28:15 | 19.31 | -0.1065 | 10.95 | -4.276 | -14.55 | -0.01310 | 0.004454 | 0.01881 | 2014-03-31 17:28:06 | 2014-03-31 17:28:13 | -5.120 | 0.1585 | 100 | 2014-03-31 17:27:14 | 2014-03-31 17:28:13 | 1.147 | 0.0000 | 53 | Varying wind |
In [22]:
0.0420000000000000
R_s = (0.0, 0.0) joule/(R_s*meter^2*second)
P_wa = (1187.38813505, 1278.34796382) pascal/P_wa
T_a = (295.0, 296.53) kelvin/T_a
v_w = (0.8333, 5.102) meter/(second*v_w)
g_sw = (0.042, 0.042) meter/(g_sw*second)
In [23]:
Leaf 7_1, Figures 6c and 7c
(in http://www.hydrol-earth-syst-sci-discuss.net/hess-2016-363/)
In [24]:
18
['Date', 'Time', 'Inflow rate', 'Tdew humidifier', 'Incoming2 Temp_C(5)', 'Incoming3 Temp_C(6)', 'wall inside Temp_C(3) ', 'wall outside Temp_C(4)', 'chamber air Temp_C(1) ', 'Tl1', 'Tl2', 'TlIR', 'Tlin', 'Fan power', 'FlowMeter out', 'Wind speed', 'Sensirion', 'Comment']
['', '', 'l/min', 'oC', 'oC', 'oC', 'oC', 'oC', 'oC', 'oC', 'oC', 'oC', 'oC', 'W', 'l/min', 'm/s', 'ul/min', '']
Date | Time | Inflow rate | Tdew humidifier | Incoming2 Temp_C(5) | Incoming3 Temp_C(6) | wall inside Temp_C(3) | wall outside Temp_C(4) | chamber air Temp_C(1) | Tl1 | Tl2 | TlIR | Tlin | Fan power | FlowMeter out | Wind speed | Sensirion | Comment |
l/min | oC | oC | oC | oC | oC | oC | oC | oC | oC | oC | W | l/min | m/s | ul/min | |||
18.02.2014 | 17:24 | New tunnel with chamber, perforated leaf (7_1) in chamber | |||||||||||||||
18.02.2014 | 18:09 | NaN | |||||||||||||||
19.02.2014 | 18:08 | lid of TC multiplexer not on! | |||||||||||||||
20.02.2014 | 11:09 | NaN | |||||||||||||||
20.02.2014 | 13:20 | NaN | |||||||||||||||
20.02.2014 | 13:46 | NaN | |||||||||||||||
20.02.2014 | 14:07 | NaN | |||||||||||||||
20.02.2014 | 14:38 | NaN | |||||||||||||||
20.02.2014 | 14:56 | NaN | |||||||||||||||
20.02.2014 | 16:11 | NaN | |||||||||||||||
20.02.2014 | 16:36 | NaN | |||||||||||||||
20.02.2014 | 17:39 | NaN |
In [25]:
dtype([('Date', 'S100'), ('Time', 'S100'), ('Inflow rate', '<f8'), ('Tdew humidifier', '<f8'), ('Incoming2 Temp_C(5)', '<f8'), ('Incoming3 Temp_C(6)', '<f8'), ('wall inside Temp_C(3) ', '<f8'), ('wall outside Temp_C(4)', '<f8'), ('chamber air Temp_C(1) ', '<f8'), ('Tl1', '<f8'), ('Tl2', '<f8'), ('TlIR', '<f8'), ('Tlin', '<f8'), ('Fan power', '<f8'), ('FlowMeter out', '<f8'), ('Wind speed', '<f8'), ('Sensirion', '<f8'), ('Comment', 'S100')])
In [26]:
In [27]:
R_s = (0.0, 0.0) joule/(R_s*meter^2*second)
P_wa = (168.502255462, 1143.55502295) pascal/P_wa
T_a = (296.05, 296.71) kelvin/T_a
v_w = (0.7, 0.7) meter/(second*v_w)
g_sw = (0.0065, 0.0065) meter/(g_sw*second)
In [28]:
Comparison of 35 and 7 pores/mm2
In [29]:
Simulations for varying radiation and air temperature (Fig. 8)
(in http://www.hydrol-earth-syst-sci-discuss.net/hess-2016-363/)
In [30]:
R_s = (0.0, 700.0) joule/(R_s*meter^2*second)
P_wa = (1300.96492908905, 1300.96492908905) pascal/P_wa
T_a = (295, 295) kelvin/T_a
v_w = (1.0, 1.0) meter/(second*v_w)
g_sw = (0.045, 0.045) meter/(g_sw*second)
In [31]:
R_s = (350.0, 350.0) joule/(R_s*meter^2*second)
P_wa = (567.937364287074, 567.937364287074) pascal/P_wa
T_a = (282.0, 298.0) kelvin/T_a
v_w = (1.0, 1.0) meter/(second*v_w)
g_sw = (0.045, 0.045) meter/(g_sw*second)
In [ ]: