development of a model to calculate fuel tank flammability
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Development of a Model to Calculate Fuel Tank Flammability. Ivor Thomas Consultant to FAA 1-425 455 1807 [email protected]. Presentation Agenda. Concept Approach Assumptions Results Conclusions. Initial Problem. - PowerPoint PPT PresentationTRANSCRIPT
International Fire and Cabin Safety Conference, Nov 2004
Development of a Model to Calculate Fuel Tank Flammability
Ivor ThomasConsultant to FAA
1-425 455 [email protected]
International Fire and Cabin Safety Conference, Nov 2004
Presentation Agenda
• Concept
• Approach
• Assumptions
• Results
• Conclusions
International Fire and Cabin Safety Conference, Nov 2004
Initial Problem
• Need: To be able to assess flammability in airplane fuel tanks so that safety enhancements could be assessed against each other.
• Problem: Flights all over the world create widely varying conditions and times when a tank may be flammable, but FAA needed to assess the overall safety benefits of any enhancement
International Fire and Cabin Safety Conference, Nov 2004
Concept
• Create a computer model to:– Assess tank flammability for a large number
of flights throughout the world, – Assess the impact of any enhancements on
reducing overall flammability, – look at risks in specific conditions, – (and make it simple enough to run quickly).
International Fire and Cabin Safety Conference, Nov 2004
Approach
• Monte Carlo technique to create several thousand flights in worldwide atmospheric conditions with critical variables such as flash point of the fuel also varying to represent the real world.
• This approach required several sub-models– The airplane performance– The tank thermal response– The atmosphere– The fuel– The system enhancement proposed
International Fire and Cabin Safety Conference, Nov 2004
Monte Carlo Analysis
• Technique to allow a statistical analysis of a problem with a number of independent variables
• Technique uses known distribution probabilities for variables and runs 1000’s of cases with randomly selected values for each variable in each case.
• End result is a large amount of data, but typically the fleet average exposure is used as a reference for the tank in question.
• Specific high risk areas can be examined, such as days above 80 deg F
International Fire and Cabin Safety Conference, Nov 2004
Airplane Performance
• An airplane performance model was developed to allow various airplanes to be studied, which included– Time on the ground– Fuel load– Climb: Time/Speed schedule– Cruise: Alt. And Mn. including step climbs on longer
flights– Descent and Landing: Time/Speed schedule in
Descent– Mission Length Distribution
International Fire and Cabin Safety Conference, Nov 2004
Flammability studies
0
10
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50
0 200 400 600 800 1000
Time- minutes
Alti
tude
100
0's
ft
z
International Fire and Cabin Safety Conference, Nov 2004
Flight Length Distribution
0
50
100
150
200
250
300
Mission Length (nm)
# of
Flig
hts
in 2
00 n
m
Incr
emen
ts
International Fire and Cabin Safety Conference, Nov 2004
Tank Thermal Response
• Tank treated as simple object with thermal response characteristics determined from separate thermal modeling or flight test.– Characteristics defined by:
• Exponential time constant for full and empty conditions both ground and flight
• Equilibrium temperature the tank would reach (given enough time) relative to total air temperature for both ground and flight
International Fire and Cabin Safety Conference, Nov 2004
TankTemperatures vs TimePacks On,
-40
-20
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180
0 100 200 300 400 500 600 700
Time -Minutes
Tem
pe
ratu
re -
De
g F
Outbd Main
Inbd Main
Center Wing Tank
TAT
International Fire and Cabin Safety Conference, Nov 2004
Atmospheric model
• Any flight uses two inputs, – Ground ambient, and – Ambient temperature above the Tropopause.
• For any given flight, the two values are picked randomly to match the known world temperature distribution
International Fire and Cabin Safety Conference, Nov 2004
Probability Distribution
-100
-50
0
50
100
150
200
0 20 40 60 80 100
Cummulative percentage
Tem
pera
ture
(de
g F) Ground Amb.
Cruise amb.
International Fire and Cabin Safety Conference, Nov 2004
Atmospheric model
• The Temperature Profile versus Altitude is the determined, using a standard lapse rate to the tropopause, and constant above, with a temperature inversion effect if the ground ambient is below 00 F.
International Fire and Cabin Safety Conference, Nov 2004
Ambient and TAT Temperatures vs Altitude
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40000
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50000
-60 -40 -20 0 20 40 60 80 100 120 140 160 180 200
Temperature Deg F
Alt
itu
de
1000
's f
t
TAT
AmbientTemp
International Fire and Cabin Safety Conference, Nov 2004
Ambient and TAT Temperatures vs Altitude
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20000
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30000
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40000
45000
50000
-60 -40 -20 0 20 40 60 80 100 120 140 160 180 200
Temperature Deg F
Alt
itu
de
1000
's f
t
TAT
AmbientTemp
International Fire and Cabin Safety Conference, Nov 2004
Fuel Variability and Flammability
• The FAA has surveyed the fuels being used by the fleet and determined the flash point range and distribution,
• Fuel Air Ratio at the Flash Point has been measured for a number of these fuels, and this has been used to correlate Flammability range to Flash Point
International Fire and Cabin Safety Conference, Nov 2004
FAA Jet Fuel Flash Point Survey
80.0
90.0
100.0
110.0
120.0
130.0
140.0
0 0.5 1
Percent of samples
Fla
sh P
oin
t d
eg F
SurveyResults
GaussianMean=120F, 1 sigma= 8F
International Fire and Cabin Safety Conference, Nov 2004
Flammablity Range relative to Flash Point
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10000
20000
30000
40000
50000
60000
-100 -50 0 50 100
Temperature relative to Flash Point
Alt
itu
de
Ft.
LFL
UFL
Too Rich
Too Lean
International Fire and Cabin Safety Conference, Nov 2004
Flammability Assessment
• A Computer model was created to integrate all the factors discussed to predict fuel tank flammability– Model can run one flight to look at specific
risk, or– Model can run several thousand flights to
determine fleet average fuel tank flammability exposure.
– Model can determine flammability for specific ranges of conditions
International Fire and Cabin Safety Conference, Nov 2004
Flammability studies
-40-20
020406080
100120140160180200
0 500 1000
Time- minutes
Tem
pe
ratu
re-
De
g F
0
20
40
60
80
100
LFL
UFL
TFuel
TAT
z
Flammable Time
Flammability %
International Fire and Cabin Safety Conference, Nov 2004
Ambient and TAT Temperatures vs Altitude
0
5000
10000
15000
20000
25000
30000
35000
40000
45000
50000
-60 -40 -20 0 20 40 60 80 100 120 140 160 180 200
Temperature Deg F
Alt
itu
de
1000
's f
t
LFL
UFL
TFuel
TAT
AmbientTemp
International Fire and Cabin Safety Conference, Nov 2004
Distribution of Flammability Exposure for All Flights
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40
60
80
100
0 200 400 600 800 1000
Flight number
Fla
mm
abili
ty E
xpo
sure
, % o
f m
issi
on
ti
me
International Fire and Cabin Safety Conference, Nov 2004
Potential Mitigating Effects
• The model can be used to assess mitigating systems– Reduced heat flow to the tank– Increased heat flow out of the tank– Fuel Tank Inerting
• Ground Only• In-flight• In-Flight with limitations (e.g. High nitrogen flow in
Descent)
– Other Flammability Reduction methods
International Fire and Cabin Safety Conference, Nov 2004
Potential Mitigating Effects (Continued)
• The model must be modified by the user to represent the reduction methodology.– For any system the model computes if the
tank flammable every one minute. The user can add instructions to overlay this and change a “flammable’ count to a “non-flammable” count if the system is effective at that point in the flight.
International Fire and Cabin Safety Conference, Nov 2004
Potential Mitigating Effects (Continued)
• For Example, – A ground based inerting system is effective
once the tank is flooded with N2, and will stay that way until the tank breathes in sufficient air to dilute the N2.
• IF the tank is empty, the tank remaining inert until the end of cruise,
• IF the tank is full, the tank will become un-inert early in cruise
– Algorithms added to the model can compute this and reduce flammability appropriately.
International Fire and Cabin Safety Conference, Nov 2004
Distribution of Flammability Exposure for All Flightswith potential Inerting System
0
20
40
60
80
100
0 200 400 600 800 1000
Flight number
Fla
mm
abili
ty E
xpo
sure
, % o
f m
issi
on
tim
e
International Fire and Cabin Safety Conference, Nov 2004
Current Status
• The Flammability Exposure model has given the FAA and industry a common tool to assess fuel tank flammability and to evaluate potential mitigating actions.
• The 747 proposed Special Condition uses the model to define the current and expected flammability exposure when an NGS or other flammability reduction method is added.
International Fire and Cabin Safety Conference, Nov 2004
Current Status
• FAA is drafting a revised AC25.981-2 with the assistance of AIA to reflect this approach.
International Fire and Cabin Safety Conference, Nov 2004
Model Enhancements
• FAA model is generic and must be made specific for a given airplane.– Thermal models– Fleet mission distribution– Daily flight distribution effects– Mitigation System effects
International Fire and Cabin Safety Conference, Nov 2004
Cautions
• The original model was developed by ARAC I to assess the correlation of flammability to the fleet accident history
• ARAC I concluded that low flammability tanks, (fleet average exposure below 7%) could be considered acceptable but high flammability tanks needed t o be addressed
• As the model is refined and modified the 7% may need to be examined for it’s validity.
International Fire and Cabin Safety Conference, Nov 2004
Conclusions
• FAA has provided a tool to allow the industry to assess flammability in fuel tanks and to evaluate the effectiveness of mitigating actions.
• Enhancements could be incorporated but we must recognize the model is a comparative tool not an absolute predictor of flammability.
• The baseline “Low Flammability” level of 7% needs to be examined carefully if too many enhancements to the model are made.
International Fire and Cabin Safety Conference, Nov 2004
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