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STOP HIDING BEHIND
A SHIELD
DR. DOUG COBOS
HOUSEKEEPING
ITEMS
20 minutes of presentation
10 minutes for questions
Use chat pane for Q&A
Recording/slides will be sent out following presentation
SPEAKER
INTRODUCTION
Stop Hiding Behind a Shield
Dr. Doug Cobos, Director of Environmental Science
METER Group, Inc. USA
CAN A SENSOR EXPOSED TO
SOLAR RADIATION MEASURE
AIR TEMPERATURE
ACCURATELY?
AIR TEMPERATURE
Ø Most commonly reported environmental
measurement
Ø Main driver of human comfort level
(operative temperature)
Ø Affects nearly all biophysical processes
Ø Key component of biological
development stages (thermal time)
Ø Accurate measurement is far more
difficult than most people realize
ERRORS IN AIR TEMPERATURE
MEASUREMENT
Ø Air temperature is just that – the
temperature of the atmospheric gas (air)
Ø All measurements of air temperature are
really the measurement of the temperature
of the sensor
Ø When Tsensor ≠ Tair, major errors occur
ENVIRONMENTAL EFFECTS ON
TAIR MEASUREMENT
§ αs= absorptivity of temperature sensor to solar
radiation (unitless ratio)
§ St = total incoming shortwave radiation (W m-2)
§ cp = specific heat of air (J mol-1 C-1)
§ k = constant describing boundary layer heat
conductance
§ u = wind speed (m s-1)
§ d = characteristic dimension of temperature
sensor (m)
Tair = Tmeasured −
αs St
cp k
u
d
⎛
⎝
⎜
⎜
⎜
⎜
⎞
⎠
⎟
⎟
⎟
⎟
Error term
HOW DO WE MAKE A GOOD AIR
TEMPERATURE
MEASUREMENT?
Ø Shade the thermometer
Ø Maximize air flow
Ø Aspirated is best, but power-hungry
Ø Louvered passive radiation shield is more common
Ø Minimize size of temperature sensor
Tair = Tmeasured −
αs St
cp k
u
d
⎛
⎝
⎜
⎜
⎜
⎜
⎞
⎠
⎟
⎟
⎟
⎟
Error term
AIR TEMPERATURE
MEASUREMENT OPTIONS
ASPIRATED SHIELDS
Apogee aspirated shield Davis aspirated shield
AIR TEMPERATURE
MEASUREMENT OPTIONS
PASSIVE SHIELDS
AIR TEMPERATURE
MEASUREMENT OPTIONS
ATMOS 41
Ø Multi-parameter, compact weather station
Ø Rain
Ø Solar radiation
Ø Wind speed and direction
Ø Air temperature
Ø Vapor pressure/RH
Ø Atmospheric pressure
Ø Lightning strikes and distance
AIR TEMPERATURE
MEASUREMENT OPTIONS
ATMOS 41
Ø Temperature sensor is exposed to some solar
radiation !
Ø ATMOS 41 measures solar radiation and wind
speed
EXPERIMENT
Ø Question: Can we use wind speed and solar radiation to correct the Tair
measurement on ATMOS 41?
14
Ø Apogee TS-100 aspirated shield chosen as Tair reference
Ø Reference Tair compared to ATMOS 41 and passive shield
Ø Air temperature data collected over a variety of
environmental conditions
Ø Optimized energy balance parameters to fit
experimental data
Ø Validated model with multiple units
Methods
RESULTS
MODEL OPTIMIZATION
15
(All	units	∘C) ATMOS	41	uncorrected Non-aspirated ATMOS	41	corrected
Average	error	(bias)		 0.20 0.07 -0.06
95%	conf	interval	 0.60 0.66 0.42
RESULTS
MODEL VALIDATION
16
10
15
20
25
30
35
7/12 7/13 7/14 7/15 7/16 7/17
Air	temperature	error	(C)
Time
Air	temperature	comparison	July,	2017
ATMOS	41	#1 ATMOS	41	#2 ATMOS	41	#3 ATMOS	41	#4 ATMOS	41	#5 ATMOS	41	#6 ATMOS	41	#7 Reference
RESULTS
MODEL VALIDATION
17
(All units ∘C) ATMOS 41 #1 ATMOS 41 #2 ATMOS 41 #3 ATMOS 41 #4 ATMOS 41 #5 ATMOS 41 #6 ATMOS 41 #7
Bias -> 0.13 0.17 0.00 -0.03 -0.05 0.13 0.08
95% confidence interval -> 0.52 0.61 0.46 0.62 0.60 0.49 0.57
-3
-2
-1
0
1
2
3
7/12 7/13 7/14 7/15 7/16 7/17
Air	temperature	error	(C)
Time
ATMOS	41	Air	Temperature	Error	July,	2017
ATMOS	41	#1 ATMOS	41	#2 ATMOS	41	#3 ATMOS	41	#4 ATMOS	41	#5 ATMOS	41	#6 ATMOS	41	#7
CONCLUSIONS
Ø First principles energy balance air temperature correction
is effective
Ø Low bias
Ø Tight accuracy specification
Ø Correction results in air temperature measurements at
least as accurate as passive radiation shields
18

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ATMOS 41 Air Temperature Correction: Stop Hiding Behind a Shield

  • 1.
  • 2. STOP HIDING BEHIND A SHIELD DR. DOUG COBOS
  • 3. HOUSEKEEPING ITEMS 20 minutes of presentation 10 minutes for questions Use chat pane for Q&A Recording/slides will be sent out following presentation
  • 4. SPEAKER INTRODUCTION Stop Hiding Behind a Shield Dr. Doug Cobos, Director of Environmental Science METER Group, Inc. USA
  • 5. CAN A SENSOR EXPOSED TO SOLAR RADIATION MEASURE AIR TEMPERATURE ACCURATELY?
  • 6. AIR TEMPERATURE Ø Most commonly reported environmental measurement Ø Main driver of human comfort level (operative temperature) Ø Affects nearly all biophysical processes Ø Key component of biological development stages (thermal time) Ø Accurate measurement is far more difficult than most people realize
  • 7. ERRORS IN AIR TEMPERATURE MEASUREMENT Ø Air temperature is just that – the temperature of the atmospheric gas (air) Ø All measurements of air temperature are really the measurement of the temperature of the sensor Ø When Tsensor ≠ Tair, major errors occur
  • 8. ENVIRONMENTAL EFFECTS ON TAIR MEASUREMENT § αs= absorptivity of temperature sensor to solar radiation (unitless ratio) § St = total incoming shortwave radiation (W m-2) § cp = specific heat of air (J mol-1 C-1) § k = constant describing boundary layer heat conductance § u = wind speed (m s-1) § d = characteristic dimension of temperature sensor (m) Tair = Tmeasured − αs St cp k u d ⎛ ⎝ ⎜ ⎜ ⎜ ⎜ ⎞ ⎠ ⎟ ⎟ ⎟ ⎟ Error term
  • 9. HOW DO WE MAKE A GOOD AIR TEMPERATURE MEASUREMENT? Ø Shade the thermometer Ø Maximize air flow Ø Aspirated is best, but power-hungry Ø Louvered passive radiation shield is more common Ø Minimize size of temperature sensor Tair = Tmeasured − αs St cp k u d ⎛ ⎝ ⎜ ⎜ ⎜ ⎜ ⎞ ⎠ ⎟ ⎟ ⎟ ⎟ Error term
  • 10. AIR TEMPERATURE MEASUREMENT OPTIONS ASPIRATED SHIELDS Apogee aspirated shield Davis aspirated shield
  • 12. AIR TEMPERATURE MEASUREMENT OPTIONS ATMOS 41 Ø Multi-parameter, compact weather station Ø Rain Ø Solar radiation Ø Wind speed and direction Ø Air temperature Ø Vapor pressure/RH Ø Atmospheric pressure Ø Lightning strikes and distance
  • 13. AIR TEMPERATURE MEASUREMENT OPTIONS ATMOS 41 Ø Temperature sensor is exposed to some solar radiation ! Ø ATMOS 41 measures solar radiation and wind speed
  • 14. EXPERIMENT Ø Question: Can we use wind speed and solar radiation to correct the Tair measurement on ATMOS 41? 14 Ø Apogee TS-100 aspirated shield chosen as Tair reference Ø Reference Tair compared to ATMOS 41 and passive shield Ø Air temperature data collected over a variety of environmental conditions Ø Optimized energy balance parameters to fit experimental data Ø Validated model with multiple units Methods
  • 15. RESULTS MODEL OPTIMIZATION 15 (All units ∘C) ATMOS 41 uncorrected Non-aspirated ATMOS 41 corrected Average error (bias) 0.20 0.07 -0.06 95% conf interval 0.60 0.66 0.42
  • 16. RESULTS MODEL VALIDATION 16 10 15 20 25 30 35 7/12 7/13 7/14 7/15 7/16 7/17 Air temperature error (C) Time Air temperature comparison July, 2017 ATMOS 41 #1 ATMOS 41 #2 ATMOS 41 #3 ATMOS 41 #4 ATMOS 41 #5 ATMOS 41 #6 ATMOS 41 #7 Reference
  • 17. RESULTS MODEL VALIDATION 17 (All units ∘C) ATMOS 41 #1 ATMOS 41 #2 ATMOS 41 #3 ATMOS 41 #4 ATMOS 41 #5 ATMOS 41 #6 ATMOS 41 #7 Bias -> 0.13 0.17 0.00 -0.03 -0.05 0.13 0.08 95% confidence interval -> 0.52 0.61 0.46 0.62 0.60 0.49 0.57 -3 -2 -1 0 1 2 3 7/12 7/13 7/14 7/15 7/16 7/17 Air temperature error (C) Time ATMOS 41 Air Temperature Error July, 2017 ATMOS 41 #1 ATMOS 41 #2 ATMOS 41 #3 ATMOS 41 #4 ATMOS 41 #5 ATMOS 41 #6 ATMOS 41 #7
  • 18. CONCLUSIONS Ø First principles energy balance air temperature correction is effective Ø Low bias Ø Tight accuracy specification Ø Correction results in air temperature measurements at least as accurate as passive radiation shields 18