ht2009 88113
DESCRIPTION
Heat Transfer Congress 2009: Paper HT2009 88113TRANSCRIPT
Absortivity correlation for CO2 at
elevated pressures by employing tree
regression analysis and logistic dose
functions
Realized by:
Yesenia León
Freddy Malpica
Andrés Tremante
1. Introduction
2. Problem Scope
3. Previous work
4. Methodology
5. Results
6. Conclusions
7. References
Index
Introduction
Thermal Efficiencyincrease
Inlet TemperatureIncrease
Materials And Cooling
OpticalProperties
Turbines
Current applications are
above 1700K, as a
result radiative transfer
phenomena is
important
Temperaturesdistributions
productionenergyndissipatioViscous
sourceEnergyq
tcoefficienpansionexThermal
donde
qqTkDx
DpT
Dt
DTCp
d
dr
'''
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:
Transparents
Combustion Products CO2, H2O, CO, N2 y O2
Radiative
term focus
Introduction
Problem Scope
•This study develops an absortivity correlation for CO2 at low
resolution spectra, available from literature (D. K. Edwards
1960), for high pressure by employing a tree regression
analysis and logistic dose function approach.
•For a rank of temperature from 294K to 1390K, for pressure 1
atm to 10 atm, and for infrared spectra between 2.35 μm and
12.7 μm .
Fundaments
Gases shows great
variation in the
optical properties
with wave length
and with
Pressure, Temperat
ure and molar
composition.
These variations
are linked to
spectroscopic
transitionsLine intensity by 15 μm band for CO2 at 1390K and 1 atm (HITRAN)
Optical Properties
Fundaments
Optical Properties
This study is focused on carbon dioxide (CO2), a
triatomic, lineal and symmetric molecule, which have 4
degrees of freedom.
Normal vibracional frequencies for carbon dioxide (CO2) are
as follows:
Vibracional Mode [cm-1] [μm]
ν1 1351 7.4
ν2 667 14.9
ν3 2396 4.2
Absorption strong bands
667
2396
Methodology
1. Multivariable analysis
Banda
100
350
600
850
1100
1350
02468
10
0
100
200
300
400
500
0.02.55.07.510.012.515.0
10035060085011001350
Temp
w
0 500010000150002000025000
0 2 4 6 8 10
P
x
0.0 0.2 0.4 0.6 0.8 1.0
0.02.55.07.510.012.515.0
0 100200300400500
0
5000
10000
15000
20000
25000
0.0
0.2
0.4
0.6
0.8
1.0
A
Methodology
2. Regression tree Variable
Evaluation
Methodology
3. Branch CorrelationVariable
Evaluation
Hierarchy
Tree
F X Y Z( )
Methodology
Tree structured Branch correlation vs.
Hottel emissivitiesVariable
Evaluation
Hierarchy
Tree
4
,
T
AIl
llb
1
2
1
2,
2
0
25
0
1
5
0
10,
TC
TCb
e
C
e
CTI
k
CC
CC
02
2
01
Methodology
4. Single correlation generation by logistic
functionsVariable
Evaluation
Hierarchy
Tree
Branch
Correlation
A1 A2
F1
A3
F2 F7
F8
nm
c
D
x
x
fff
f
fffxfy
1
)( 121
121
Results
1. Branch Correlation
Branch Correlation
• Total absorption by branch
• Emissivity by branch
3
1 2 4 5
6 7 8 9
10 11 12 13Single
Correlation
• Total absorption
• Total emissivity
• 15μm band adjustment
Results and Discussion
Total absorption branch 4 @ 1atm
Branch Correlation
• Total absorption by branch
• Emissivity by branch
Single Correlation
• Total absorption
• Total emissivity
• 15μm band adjustment
200 350 500 650 800 950 1.1 103
1.25 103
1.4 103
10
100
1 103
Single correlation Branch 4 Band=2.7 P=1atm
Edwards Data Band=2.7 P=1atm
Single correlation Branch 4 Band=4.3 P=1atm
Edwards Data Band=4.3 P=1atm
Edwards correlation Band=2.7 P=1atm
Edwards correlation Band=4.3 P=1atm
HITRAN Band=2.7 P=1atm
HITRAN Band=4.3 P=1atm
T [K]
A [
cm-1
]
Results and Discussion
Branch Correlation
• Total absorption by branch
• Emissivity by branch
Single Correlation
• Total absorption
• Total emissivity
• 15μm band adjustment
0 300 600 900 1.2 103
1.5 103
1.8 103
2.1 103
2.4 103
2.7 103
3 103
1.4131 105
0.0478
0.0955
0.1433
0.191
0.2388
0.2865
0.3343
0.382
0.4298
0.4775
Hottel Emiss ivity PL=1atm.ft
Hottel Emiss ivity PL=2atm.ft
Hottel Emiss ivity PL=3atm.ft
Hottel Emiss ivity PL=5atm.ft
Edwards Emissivity PL=4.23atm.ft
Branch 4 Correlation Emissivity PL=4.23atm.ft(bands 2.7 y 4.3)
Edwards Emissivity Band 2.7 PL=4.23atm.ft
Edwards Emissivity Band 4.3 PL=4.23atm.ft
Edwards Emissivity Band 15 PL=4.23atm.ft
Branch 12 Correlation Emissivity PL=4.23atm.ft(band 15)
T [K]
Em
issi
vit
y
Results and Discussion
Branch Correlation
• Total absorption by branch
• Emissivity by branch
Single Correlation
• Total absorption
• Total emissivity
• 15μm band adjustment
2. Single Correlation – Total absorption
@1atm
200 350 500 650 800 950 1.1 103
1.25 103
1.4 103
10
100
1 103
Single correlation Band=15 P=1atm
Edwards Data Band=15 P=1atm
Single correlation Band=4.3 P=1atm
Edwards Data Band=4.3 P=1atm
Single correlation Band=2.7 P=1atm
Edwards Data Band=2.7 P=1atm
HITRAN Band=15
HITRAN Band=4.3
HITRAN Band=2.7
T [K]
A [
cm-1
]
Results and Discussion
Branch Correlation
• Total absorption by branch
• Emissivity by branch
Single Correlation
• Total absorption
• Total emissivity
• 15μm band adjustment
2. Single Correlation – Total absorption @5atm
vs Band
0 2 4 6 8 10 12 14 161
10
100
1 103
Single Correlation T=294K
Edwards's data T=294K
Single Correlation T=555K
Edwards's data T=555K
Single Correlation T=1110K
Edwards's data T=1110K
B [micron]
A [
cm
-1]
Results and Discussion
Branch Correlation
• Total absorption by branch
• Emissivity by branch
Single Correlation
• Total absorption
• Total emissivity
• 15μm band adjustment
0 300 600 900 1.2 103
1.5 103
1.8 103
2.1 103
2.4 103
2.7 103
3 103
1.4131 105
0.0381
0.0761
0.1142
0.1522
0.1903
0.2283
0.2664
0.3045
0.3425
0.3806
Hottel Emissivity PL=1atm.ft
Hottel Emissivity PL=2atm.ft
Hottel Emissivity PL=3atm.ft
Hottel Emissivity PL=5atm.ft
Edwards Emissivity PL=4.23atm.ft
Single Correlation Emissivity PL=4.23atm.ft
2.7 Band Edwards Emissivity PL=4.23atm.ft
4.3 Band Edwards Emissivity PL=4.23atm.ft
15 Band Edwards Emissivity PL=4.23atm.ft
HITRAN Emissivity
T [K]
Em
issi
vit
y
Results and Discussion
Branch Correlation
• Total absorption by branch
• Emissivity by branch
Single Correlation
• Total absorption
• Total emissivity
• 15μm band adjustment
3. Single Correlation – 15 μm band adjustment
wBAcf
FFFF
D
,155
1181112
002.052.05.0152.12,15 BwBwBAc
F8 F11
F12
Results and Discussion
Branch Correlation
• Total absorption by branch
• Emissivity by branch
Single Correlation
• Total absorption
• Total emissivity
• 15μm band adjustment
0 300 600 900 1.2 103
1.5 103
1.8 103
2.1 103
2.4 103
2.7 103
3 103
1.4131 105
0.023
0.0459
0.0689
0.0919
0.1148
0.1378
0.1607
0.1837
0.2067
0.2296
Hottel Emissivity PL=1atm.ft
Hottel Emissivity PL=2atm.ft
Hottel Emissivity PL=3atm.ft
Hottel Emissivity PL=5atm.ft
Edwards Emissivity PL=4.23atm.ft
Single Correlation Emissivity Adjusted by Band=15 PL=4.23atm.ft
2.7 Band Edwards Emissivity PL=4.23atm.ft
4.3 Band Edwards Emissivity PL=4.23atm.ft
15 Band Edwards Emissivity PL=4.23atm.ft
HITRAN Emissivity
T [K]
Em
issi
vit
y
Conclusions
A single correlation for total absorption of the band for CO2
has been generated from low resolution spectral data by
means of tree structures regression analysis and logistic
dose functions.
The single correlation has shown a standard deviation with
correlation generated by Edwards and his experimental data
of error of 4.43*10-1 for pressures from 5 atm to 9.9 atm.
An additional term was added to the single correlation in
order to adjust 15 μm band overestimation of the emissivity ,
reducing the deviation to 3%.
Recommendations
The adjusted single correlation is recommended for thermal
radiation estimation in gas turbines and thermal applications
until 10 atm for CO2.
This methodology can be extended to obtain total
absorption of the band for other gases of engineering
interest.
Generation of high resolution spectral data for high
pressures and temperatures in order to improve adjustment
of the correlation.
Thanks!!!