19.ijaest vol no 5 issue no 2 numerical simulation of warehouses fire suppression 212 228
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Numerical Simulation of Warehouses
Fire Suppression
Essam Eldine MouguibM.Sc, Mech. Power Dept.
Faculty of Engineering, Cairo UniversityGiza, Egypt
Mahmoud Ahmed FouadProfessor, Mech. Power Dept.
Faculty of Engineering, Cairo UniversityGiza, Egypt
AbstractA CFD simulation has been conducted to study
the rack storage fires and suppression means in a pharmaceuticalwarehouse. Simulations have been carried out for different firelocationsand rack storage geometries, to predict fire growth rateand spread. Also, the activation time periods of in-rack andESFR sprinklers, fire growth control and fire suppression have
been simulated. The use of the foam-water sprinkler system hasbeen also considered. Simulations results showed that, the in-rack sprinkler would actuate faster than the ESFR ceilingmounted sprinklers. The successive operation of the adjacentnearby in-rack sprinklers has a great effect on the control on thefire growth. Also, the in-rack sprinklers have extinguished thefire faster than ESFR sprinklers, due to the fast control of fire
growth. The foam-water sprinkler system has controlled the firegrowth in such time slightly more than the in-rack sprinklers and
considerably more than the ESFR sprinklers. The foam-watersprinkler system has the fastest suppression, compared to othercases, due to the great effect of the foam solution on the firespread. Also, the foam-water sprinkler system does not destroy
product, due to the lower water content. They have limited smokedamage, and because of the detergent properties of the foamingagent, they provide a self-cleaning effect. When studying theeffect of the rack storage geometry, it is found that the narrow
vertical and horizontal flues have a great effect on the firegrowth, as they do not allow the fire spread to adjacent surfaces,
which facilitate the sprinklers job to control the fire. Also, thenarrow vertical and horizontal flues have a great effect on thefire suppression. The storage height has a strong impact on thesprinkler activation. Upon the obtained results, the best sprinkleractivation was dedicated to the in-rack sprinklers. The best
suppression period was dedicated to the foam-water sprinkler
system. To get a better suppression performance for high baywarehouses fires, in-rack sprinklers can be used along with foam-water sprinkler system. But this configuration has a remarkableimpact on the economic-wise criteria. So, in order to have a
reasonable optimal configuration, in-rack sprinklers can beinstalled along with ESFR ceiling sprinklers.
Keywords-component; in-rack sprinklers; ESFR sprinklers;foam-water sprinkler system; activation time; fire growthcontrol; fire suppression.
I. INTRODUCTION
Among the most challenging occupancies from a property
loss control viewpoint are warehouses, distribution centers andlarge retail businesses referred to as big box establishments.
Warehouses represent a unique fire challenge to both fixed firesuppression systems and the manual firefighting forces that
are called upon to deal with a fire. Modern warehouses andstorage occupancies are especially subject to rapidlydeveloping fires of great intensity, because complexconfiguration of storage and building layout are usually
conducive to fire spread, presenting numerous obstacles tomanual fire suppression efforts. The only proven method of
controlling a warehouse fire is within properly designed andmaintained automatic sprinkler systems. If sprinkler protectionis not provided, the likelihood of controlling a fire in awarehouse is minimal. Some critical elements must be
considered when developing a comprehensive risk mitigationstrategy to protect various facilities. These elements includecommodity classification, common storage configurations,
various protection schemes, hazards associated with some ofthe common types of warehouses and loss preventionguidelines for minimizing the frequency and severity of a loss.Warehouses can range from several hundred to more than a
million square feet and can include among other occupanciesstorage garages, refrigerated storage facilities, isolated storage buildings, underground storage locations, and air-supported
structures. A variety of commodities is displayed and storedwithin these facilities, including soft goods, clothes,furnishings of all types, bedding materials, paints, home repairand building materials, chemicals, and plastics. Moreover, big
box retail spaces often have ceiling or roof heights in excess of16 feet and, in many cases, as high as 35 to 40 feet. Using rackstorage configurations, these types of retail stores willtypically display products at lower elevations and use thehigher elevations for product storage.
NOMENCLATURE
A area of the plume at a given heightb width of the storage boxes.
Cb non-dimensional constant and it can be taken as 3.4 according to
Heskestad [12]
CD drag coefficient of the droplets
Cp specific heat
CT non-dimensional constant and it can be taken as 0.12 according to
Heskestad [12]
Cu non-dimensional constant and it can be taken as 9.1 according to
Heskestad [12]
d plume diameter
Ds drag of the spray
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Fig. 2 Model Description
2.4Fire ModelingThe ignition in a warehouse initially occurs at certain
location and then grows up at a rate depending on severalfactors such as the type of fuel, oxygen access, type ofcommodity and the configuration of storage. Subsequently, thedeveloped fire transitions to the flashover period, which is arapid transition from the growth period to a fully developedfire period, leading the total surface of the combustible
materials to be involved in the fire. At the fully developed firestage, the heat release rate (HRR) and average temperaturereach their peaks while the fire is rapidly spreading to otherlocations through various paths. If the initial fire in the initial
location is not discovered and suppressed in the first place, itwill eventually spread to the whole warehouse. It is assumedthat all buildings have approximately the same fire-
development process which consists of five stages: ignition,flashover, full-development, collapse and extinguishment.
Fig.3, illustrates the fire growth behavior and thedevelopment of air temperature and heat release rate, where t1
is the time from ignition to flashover, t2, time from flashoverto full-development, t3, time from full-development to collapseand t4, time from collapse to extinguishment. Fires can be
t ime
HRR
t 4t 3t 2t 1
Q=( t ) Q=( t - t 4)
Q=Qma x
Fig. 3 Develop Curve of HRR of a Building Fire
characterized by their rate of heat release, measured in termsof the number of kW (Btu/sec) of heat liberated. Previousresearches have shown that most fires grow exponentially and
can be expressed by what is termed the power law of firegrowth model, which follows:
ptQ (1)
where: p equals 2.In fire protection, fuel packages are often described as
having a growth time (tg). It is the time necessary after theignition with a stable flame for the fuel package to attain aheat release rate of 1055 kW (1000 Btu/sec). The followingequations describe the growth of design fires:
2
2
1055t
tQ
g
for SI units (2)
Equation (3.2) can be generally expressed as:2tQ (3)
2.4.1 Fire Plume GenerationFour ignition sources were mounted at several locations,as shown in fig.2. Each ignition source consisted of a square
burner nozzle (25cm x 25cm) located at the floor area, wherethe gas fuel is injected. The fire plume is created when the fuel(methane) injected from the burner burns in the presence of
oxygen, high temperature and minimum concentration of thereactants. A single-step irreversible chemical reaction isassumed:
CH4 + 2O2CO2 + 2H2O (4)
The combustion reaction and airflow can be described by
the conservation equations of mass, momentum, energy andspecies along with the sub-models describing the turbulence
and combustion. The standard K-model is used to estimatethe turbulence characteristics of the gas phase flow, by solvingthe equations of turbulence kinetic energy and the dissipationrate, so as to calculate the turbulent effective diffusioncoefficient.
2.5 Governing EquationsThe theoretical model is used to calculate the fire
parameters in a two-dimensional rack storage configuration.The model predicts the air temperature and velocity and theflame diameter in the flues. Gas temperature and velocity are
F # Fire hazard probability
A # Air outlet window
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represented by a mean value across the cross-section of theflue. The input parameters used in the model are:
The longitudinal length of the rack (l).
The height (s) and the width (b) of the boxes.
The width of the vertical flue (w)
The height of the horizontal flue (h).
The convective heat energy released from the burner (Qc)
2.5.1 Continuity Equation
By using the continuity equation, we can find that:
0,01 2mm
.
iii mmm ,01 2 (5)
nnnn mmm ,1 2
where i = 1, , n (n = 6)
2.5.2 Conservation of EnergyWhen the mass flow rate in the vertical flue of each tier is
known, while the mass flow rate is constant between the baseand the top of each box, the temperature at the corresponding
height can be calculated using the following expressions:
)( ,, TTcmQ aipiaci
)( ,, TTcmQ aipiaci (6)
Accordingly, the temperatures at the correspondinglocations can be calculated as shown in the following section.Also, by using the relationship for the mass flow rate:
uwlm (7)
and the ideal gas law :
TT (8)
where the influences of pressure changes and gas composition
are neglected, the velocity at the top and the base of each tiercan be calculated as shown in the following section.
2.6In-Rack Temperature and VelocityTurbulent buoyant axi-symmetric fire plumes with a large
density defect or temperature rise relative to the surroundingare known as strong plumes, while plumes with a smalldensity defect or temperature rise are known as weak plumes.Above axi-symmetric buoyant turbulent diffusion flames, thecenterline values of excess temperature and velocity and the
plume radius obey the following relationships:
3/50
3/23/1
222
0 1
zz
Q
TgcC
T
T c
p
T
(9)
3/10
3/13/1
0zz
Q
Tc
gCu c
p
u
(10)
0
2/1
0 zzT
TCb bT
(11)
2.7Plume Width and Flame HeightAs a plume rises, it entrains air and widens. Generally the
total plume diameter and height can be estimated as:
zkd d (12)5/2343.073.3 QwLf (13)
2.8 Modeling of Water SprayingTo a better understanding of the fire suppression, it is
useful to consider the reaction of the flame and fire plume tothe droplet spray and to consider this situation as a
competition between the downward momentum of the sprayand the upward momentum of the fire plume. If the downwardspray is strong enough to balance or overpower the upwardmomentum of the fire plume, the structure of the fire plumechanges. The momentum of the fire plume, Mp, is used tocharacterize the fire size. However, to characterize the
strength of the spray, the drag of the spray, Ds, is used sincethis is the physical mechanism of the interaction between thedroplets and the gas of the plume. Thus, a spray that has a verylarge effect on a fire plume does so by creating a large drag on
the fire plume. The ratio of the drag of the spray to themomentum of the plume, Ds/Mp, is a non-dimensional parameter that characterizes the effect of the spray on thedynamics of the fire. To calculate this parameter, the drag of
the spray,Ds, can be expressed as:
dddDps vvvvACnD )(2
1 (14)
The drag coefficient for the droplet, CD, depends primarily on
the Reynolds number based on the droplet slip velocity:
dVURe (15)
The plume momentum can be calculated from the plumevelocity profile and width as
A
p dArv )(2 (16)
2.8.1 Calculation of the Sprinkler Actuation TimeThe heat flow into a sprinkler heat sensing element occurs
over a period of time. The thermal response coefficient isneeded to accurately predict the heat sensing element
response. A measure of the speed with which heat transferoccurs is currently called the detector time constant (0). Thetime constant is a measure of the sensitivity of the sprinkler
sensing element. Upon calculating the air temperature andvelocity at the sprinkler location, the sprinkler actuation time
(0), can be obtained using the following equation:
c
r
o tTT
TT
u
RTI
ln (17)
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2.9 Matrix of ExperimentsThe conducted CFD calculations have been classified
according to the following criteria:1. The consideration of four probabilities of fire
hazards, as shown in fig.2.2. The operation of the following systems to suppress
each of these fire hazards:
In-rack and standard ceiling sprinklers. Early-Suppression-Fast-Response (ESFR)
sprinklers.
Foam-Water Sprinkler system.3. The effect of rack storage geometrical configuration
on fire suppression
TABLE 1.MATRIX OF EXPERIMENTS
CaseStudyName
Rack Storage
Geometrical
Configuration
NameofFire
Probability Suppression System Used
VerticalFlueS
pace
HorizontalFlue
Space
Without
Suppression
In-Rackand
Standard
Ceiling
Sprinklers
ESFR
Sprinklers
Foam-Water
Sprinkler
System
Sub-Case Study Name
A
v
(cm)
h
(cm)fire 1 A1-1 A1-2 A1-3 A1-4
fire 2 A2-1 A2-2 A2-3
20 32fire 3 A3-1 A3-2 A3-3
fire 4 A4-1 A4-3
B
v
(cm)
h
(cm)fire 1 B1-1 B1-2
fire 2 B2-1 B2-2
30 32 fire 3 B3-1 B3-2
C
v
(cm)
h
(cm)
fire 1 C1-1 C1-2
fire 2 C2-1 C2-2
40 32 fire 3 C3-1 C3-2
D
v
(cm)
h
(cm)fire 1 D1-1 D1-2
fire 2 D2-1 D2-2
20 48fire 3 D3-1 D3-2
fire 4 D4-1 D4-2
E
v
(cm)
h
(cm)fire 1 E1-1 E1-2
fire 2 E2-1 E2-2
20 64fire 3 E3-1 E3-2
fire 4 E4-1 E4-2
III. CFDSIMULATION
The CFD simulations and case studies performed topredict the activation times of in-rack sprinklers with ceilingsprinklers and the ESFR sprinkler system as well as the Foam-
Water sprinkler system and the suppression efficiencies ofsuch systems are presented herein after. The activation timeswill be simulated by using a deterministic fire-waterinteraction model. The model illustrates the behavior of four
cases of fire hazard probabilities in the warehousecompartment. Each case is subjected to different suppressionsystems including the use of the different suppression systems
illustrated above.
3.1Fire SimulationAt the beginning, the fire is growing exponentially with
time and the heat release rate (HRR) takes a "t squared" shapeprofile. The phenomena of air temperature growing with time
have been developed by using user-defined functions writtenin C++ code. When exporting these user-defined functionsinto the model, we can get a prediction of the behavior of the
unsteady temperature rise with time. Figures 4.a, 4.b, 4.c and4.d show the simulation results for the contours of the totaltemperature, obtained after several times, along the
symmetrical axis of the flame (fire hazard vertical center line)for the four fire hazard probabilities studied for case study A.The fire reaches the fully-developed stage, where the heat
release rate and air temperature reach its maximum values.Fig.4.e shows the contours of total temperature of the fully-developed fire obtained along the symmetrical axis of theflame.
3.1.2 Effect of Rack Storage Geometrical Configuration on
Fire Growth
Cases B1-1, B2-1 and B3-1 represent the three fire hazard probabilities studied for case study B with the vertical flue
width equals to 30 cm. Fig.5 represents the simulation results of total temperature for case study B3-1.
Cases C1-1, C2-1 and C3-1 represent the three fire hazard probabilities studied for case study C with the vertical flue
width equals to 40 cm. Fig.6 represents the simulation resultsof total temperature for case study C3-1.Cases D1-1, D2-1 and D3-1 represent the three fire hazard
probabilities studied for case study D with the horizontal fluewidth equals to 48 cm.
60 sec 360 sec 480 sec
Fig. 4.a Simulation Results of Total Temperature for Case A1-1
60 sec 360 sec 540 sec
Fig. 4.b Simulation Results of Total Temperature for Case A2-1
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60 sec 90 sec 510 sec
Fig. 4.c Simulation Results of Total Temperature for Case A3-1
60 sec 180 sec 360 sec
Fig. 4.d Simulation Results of Total Temperature for Case A4-1
Fig.7 represents the simulation results of total temperature forcase study D3-1.
Cases E1-1, E2-1 and E3-1 represent the three fire hazard
Case A1-1 Case A2-1
13.5 min 16 min
Case A3-1 Case A4-1
13.5 min 10.5 min
Fig. 4.e Simulation Results of Total Temperature for Fully-Developed Fire
60 sec 90 sec
360 sec 660 sec
Fig. 5 Simulation Results of Total Temperature for Case B3-1
probabilities studied for case study E with the horizontal fluewidth equals to 64 cm. Fig.8 represents the simulation resultsof total temperature for case study E3-1.
Cases A4-1, D4-1 and E4-1, represent the three firehazard probabilities to study the effect of rack storage heightof 10.8m, 11.60m and 12.4m respectively
60 sec 180 sec
600 sec 780 sec
Fig.6 Simulation Results of Total Temperature for Case C3-1
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60 sec 180 sec
360 sec 540 sec
Fig.7 Simulation Results of Total Temperature for Case D3-1
60 sec 180 sec
360 sec 570 sec
Fig.8 Simulation Results of Total Temperature for Case E3-1
Fig.10a shows the contours of total temperature of the fully-developed fire obtained along the symmetrical axis of theflame.
3.2. Fire Suppression by Water Sprinkler Systems
3.2.1 In-Rack Sprinklers with Standard Ceiling Sprinklers
For case A3-2, as shown in fig.11, the first in-rack
60 sec 180 sec
240 sec 320 sec
Fig.9 Simulation Results of Total Temperature for Case D4-1
60 sec 180 sec
240 sec 290 sec
Fig.10 Simulation Results of Total Temperature for Case E4-1
sprinkler (IRS-14) will actuate at t = 59 sec. The second in-rack sprinkler (IRS-13) will actuate at t = 62 sec. The third in-rack sprinkler (IRS-15) will actuate at t = 64 sec. The
sprinklers totally control the fire after 170 sec. The totalsuppression of the fire will occur after approximately 4.75min.
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Case B3-1 Case C3-1 Case D3-1
18 min 23 min 14 minCase E3-1 Case D4-1 Case E4-1
16 min 10 min 8.5 min
Fig. 10.a Simulation Results of Total Temperature for Fully-Developed Fire
3.2.2 Early-Suppression-Fast-Response (ESFR) Sprinklers
For case A3-3, as shown in fig.12, the first ESFR
sprinkler will actuate at t = 140 sec. The second ESFRsprinkler will actuate at t = 142 sec. The sprinklers totallycontrol the fire after 305 sec. The total suppression of the fire
will occur after approximately 7.4 min.
3.3 Foam/Water Sprinkler Systems
For case A1-4, as shown in fig.13, the first sprinkler willactuate at t = 135 sec. The second sprinkler will actuate at
t = 140 sec. The sprinklers totally control the fire after 255sec. The total suppression of the fire will occur afterapproximately 5 min.
3.4. Effect of Rack Storage Geometrical Configuration on FireSuppression
For case B3-2, as shown in fig. 14, the first sprinkler
(IRS-14) will actuate at t = 68 sec. The second sprinkler
(IRS-15) will actuate at t = 72 sec. The third sprinkler (IRS-13)will actuate at t = 78 sec. The sprinklers totally control the fireafter 170 sec. The total suppression of the fire will occur after
approximately 4.5 minFor case C3-2, as shown in fig.15, the first sprinkler
(IRS-14) will actuate at t = 72 sec. The second sprinkler(IRS-13) will actuate at t = 79 sec. The third sprinkler (IRS-15)will actuate at t = 83 sec. The sprinklers totally control the fireafter 170 sec. The total suppression of the fire will occur after
59 sec 62 sec 64 sec
170 sec 4.75 min
Fig.11 Total Temperature Contours for Case A3-2
140 sec 142 sec 305 sec
360 sec 7.4 min
Fig.12 Total Temperature Contours for Case A3-3
approximately 5 min. For case D3-2, as shown in fig.16, thefirst sprinkler (IRS-14) will actuate at t = 68 sec. The secondsprinkler (IRS-13) will actuate at t = 74 sec. The thirdsprinkler (IRS-15) will actuate at t = 82 sec. The sprinklerswill totally control the fire after 180 sec The total suppression
of the fire will occur after approximately 6.5 min
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135 sec 140 sec 255 sec
270 sec 300 sec
Fig.13 Total Temperature Contours for Case A1-4
68 sec 72 sec 78 sec
170 sec 270 sec
Fig.14 Total Temperature Contours for Case B3-2
For case E3-2, as shown in fig.17, the first sprinkler
(IRS-14) will actuate at t = 69 sec. The second sprinkler(IRS-13) will actuate at t = 76 sec. The third sprinkler (IRS-15)will actuate at t = 85 sec. The sprinklers totally control the fireafter 190 sec. The total suppression of the fire will occur afterapproximately 7.5 min.
72 sec 79 sec 83 sec
170 sec 300 sec
Fig.15 Total Temperature Contours for Case C3-2
68 sec 74 sec 82 sec
180 sec 390 secFig.16 Total Temperature Contours for Case D3-2
C.1 Effect of Rack Storage Height on Fire Suppression
For case A4-3, as shown in fig.18, the first ESFR sprinkler(CS-1) will actuate at t = 30 sec. The sprinkler totally controlsthe fire after 90 sec. The total suppression of the fire willoccur after approximately 2.5 min.
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69 sec 76 sec 85 sec
190 sec 450 sec
Fig.17 Total Temperature Contours for Case E3-2
30 sec 60 sec 90 sec
120 sec 150 sec
Fig.18 Total Temperature Contours for Case A4-3
For case D4-2, as shown in fig.19, the first sprinkler
(CS-1) will actuate at t = 26 sec. The sprinkler totally controlsthe fire after 85 sec. The total suppression of the fire willoccur after approximately 3.5 min.
26 sec 75 sec 85 sec
180 sec 210 sec
Fig.19 Total Temperature Contours for Case D4-2
22 sec 30 sec 75 sec
81 sec 180 sec
Fig.20 Total Temperature Contours for Case E4-2
For case E4-2, as shown in fig.20, the first sprinkler(CS-1) will actuate at t = 22 sec. The sprinkler totally controlsthe fire after 81 sec. The total suppression of the fire willoccur after approximately 3 min.
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IV. RESULTSANDDISCUSSIONS
4.1. Results for Fire Simulation
At the beginning of ignition, the fire simulation showed anexponentially fire growing with time and the Heat ReleaseRate (HRR) takes a "t squared" shape profile. For sub-caseA1-1, as shown in fig.4, the intensity and speed at which thevertical spread accelerates in the vertical flue space, allows the
flames to reach the top of storage within 68 sec from ignition.The fire will continue to grow in intensity, involving newburning surfaces of the rack storage and releasing higher heatrates, until reaching the flashover at approximately 8 min fromignition. Results of the simulations are shown in fig.21, 22 and
23, where the excess in air temperature, flame vertical velocityand heat release rate (HRR) are plotted against time. As shownin fig.21, the excess in air temperature increases with time, for
all cases. Based on the temperature profiles presented insection 4, the width of the thermal plume can be determined.The results are plotted in fig.24, where the thermal plume
width, bT, is plotted against time. If no suppression happens,the fire will spread to the nearby stock and additional stock is
consumed and the fire is getting out of control and the rackstorage collapses, spreading the fire over large areas of thewarehouse. The fire will be on his way to develop toencompass the whole warehouse building. At this stage, the
temperature and HRR of the building reach their peaks, Tmaxand HRRmax, at approximately 13.5 min from ignition and thefire has a strongest ability to spread outside the warehouse
building. Then the fire exhibits an approximately fully-developed behavior, as shown in fig.21 and fig.22. Once thefire duration reaches the fire proof limit of the structuralmaterials, the building is able to collapse. After collapse, therack storage is totally consumed and with the decline of fireintensity, the ability of fire out-spreading gradually declines.
0
200
400
600
800
1,000
1,200
1,400
1,600
0 200 400 600 800 1000
t (sec)
T (oK)
Fig. 21 Variation of Gas Temperature with Time for Case Study A1-1
0
2
4
6
8
10
12
14
0 200 400 600 800 1000
t (sec)
Flame
vertical
velocity (m/s)
Fig. 22 Variation of flame vertical velocity with Time for Case Study A1-1
0
500
1,000
1,500
2,000
2,500
3,000
0 200 400 600 800 1000
t (sec)
Q (KW)
Fig. 23 Variation of Heat Release Rate (HRR) with Time for Case Study A1-1
4.1.2 Effect of Rack Storage Geometry
Fig.25 shows the temperature distributions along thevertical axis of the flame for sub-cases A1-1, A2-1, A3-1,
B1-1, B2-1, B3-1, C1-1, C2-1 and C3-1 respectively. As thevertical flue width varies, the air entrainment into the rack
behaves differently and consequently, the flame pattern isgreatly influenced.As the vertical flue width increases, the air entrainment insidethe flame increases, leading to more rapid fire development.
On the other hand, as the vertical flue width decreases, therewill be less entrained air inside the flame, leading to higherflame heights.
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0.00
0.05
0.10
0.15
0.20
0.25
0.30
0.35
0.40
0.45
0.50
0 200 400 600 800 1000
t (sec)
bT (m)
Fig.24 Variation of Thermal Plume Width with Time for Case Study A3-1
Figure 26, also, shows the temperature distributions along
the vertical axis of the flame for sub-cases A1-1, A2-1, A3-1,D1-1, D2-1, D3-1, E1-1, E2-1 and E3-1 respectively. As thehorizontal flue width increases, more air is entraining inside
the flame increases, leading to more unsymmetrical flame andrapid fire development in the horizontal direction andconsequently, incorporating of horizontal flues can have a
reverse effect on the stability and the symmetry of the flames.As the vertical and horizontal flue become larger and
larger, the flame height will become more similar to open fireplumes, which can lead to even more rapid fire growth.Thisbeing the most common known cause of fire outbreak for thestorage of bulk materials.
0
200
400
600
800
1,000
1,200
1,400
0 5 10 15
Vertical Position (m)
Temperature(oC)
A1-1
A2-1
A3-1
B1-1
B2-1
B3-1
C1-1
C2-1
C3-1
Fig. 25 Comparison of the Gas Temperature along the vertical
Centerline of flame for different vertical Flue width
4.2Results for Fire Suppression Simulation4.2.1 In-rack Sprinklers vs. ESFR Sprinklers
The results obtained from the CFD simulations indicated
that, for case A1-2, two sprinklers have been actuated, the firstsprinkler (IRS-11) actuated at 55 sec, and the second sprinkler
(IRS-12) actuated at 60 sec. For case A2-2, three sprinklershave been actuated, the first sprinkler (IRS-12) actuated at 75sec, the second sprinkler (IRS-13) actuated at 80 sec and thethird in-rack sprinkler (IRS-14) actuated at 83 sec. For case
A3-2, three sprinklers have been actuated, the first sprinkler(IRS-14) actuated at 59 sec, the second sprinkler (IRS-13)actuated at 62 sec and the third sprinkler (IRS-15) actuated at64 sec.
The results obtained from the CFD simulations indicatedthat, for case A1-3, the ESFR sprinkler (CS-1) actuated at 130sec. For case A2-3, the first ESFR sprinkler (CS-1) will
actuate at 150 sec. The second ESFR sprinkler (CS-2) actuatedat 156 sec. For case A3-3, the first ESFR sprinkler (CS-1) will
actuate at 140 sec. The second ESFR sprinkler (CS-2) actuatedat 142 sec. For case A4-3, the ESFR sprinkler (CS-1) actuatedat 30 sec. The sprinkler totally controls the fire after 90 sec.The total suppression of the fire will occur after approximately2.5 min.
When comparing the simulation results of the ESFRsprinklers to those obtained for the in-rack sprinklers, it can benoticed that, the activation time for the in-rack sprinklers is
much less than for the ESFR sprinklers. The in-rack sprinklersare somehow near to the flame tips and consequently are beingfaster thermally influenced.
0.00
0.20
0.40
0.60
0.80
1.00
1.20
0 30 60 90 120 150 180
Activation Time (sec)
SprinklerLocation Index
(Case A1-2, In-Rack Sprinkler, v = 20 cm, h = 32 cm
Case A2-2, In-Rack Sprinkler, v = 20 cm, h = 32 cm
Case A3-2, In-Rack Sprinkler, v = 20 cm, h = 32 cm
Case A1-3, ESFR Sprinkler, v = 20 cm, h = 32 cm
Case A2-3, ESFR Sprinkler, v = 20 cm, h = 32 cm
Case A3-3, ESFR Sprinkler, v = 20 cm, h = 32 cm
Foam Sprinkler, v = 20 cm, h = 32 cm
IRS-11
IRS-12
IRS-14
IRS-13
IRS-12
IRS-15
IRS-13
IRS-14
CS-1 CS-1
CS-2
CS-1
CS-2
CS-1
CS-2
IRS In-Rack Sprinkler
CS . Ceiling Sprinkler
Fig.26 Activation Time for In-Rack and ESFR Sprinklers for Case studies A
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0.00
0.20
0.40
0.60
0 100 200 300 400 500
Time (sec)
Sprinkler
Location Index
(Cases A, In-Rack Sprinkler, v = 20 cm, h = 32 cm Cases A, In-Rack Sprinkler, v = 20 cm, h = 32 cm
Cases A, In-Rack Sprinkler, v = 20 cm, h = 32 cm Case A, ESFR Sprinkler, v = 20 cm, h = 32 cm
Case A, ESFR Spr inkler , v = 20 cm, h = 32 cm Case A, ESFR Sprink le r, v = 20 cm, h = 32 cm
Case A1-4, Foam Sprinkler, v = 20 cm, h = 32 cm
Fig.27 Fire Control Growth For In-Rack And ESFR
Regarding the control of the fire growth and the fireextinguishment, the in-rack sprinklers control the fire growthin someway faster than the ESFR sprinklers. This can be dueto the successive operation of the adjacent nearby in-rack
sprinklers which has a remarkable effect on the fire growthcontrol.
0.00
0.20
0.40
0.60
0 5 10 15
Time (min)
Sprinkler
Location Index
(
Cases A, In-Rack Sprinkler, v = 20 cm, h = 32 cm Cases A, In-Rack Sprinkler, v = 20 cm, h = 32 cm
Cases A, In-Rack Sprinkler, v = 20 cm, h = 32 cm Case A, ESFR Sprinkler, v = 20 cm, h = 32 cm
Case A, ESFR Sprink le r, v = 20 cm, h = 32 cm Case A, ESFR Sprink le r, v = 20 cm, h = 32 cm
Case A1-4, Foam Sprinkler, v = 20 cm, h = 32 cm
Fig.28 Fire Suppression for In-Rack and ESFR Sprinklers for Case studies A
4.2.2 Effect of Vertical Flue Space
The results obtained from the CFD simulations indicatedthat, for case B1-2, two sprinklers have been actuated, the firstin-rack sprinkler (IRS-1) actuated at 71 sec. The second in-rack
sprinkler (IRS-2) actuated at 76 sec. The two operatingsprinklers fight the fire growth and succeed to control the firegrowth after 165 sec. The total suppression of the fire will
occur after approximately 6 min For case B2-2, three sprinklershave been actuated, the first in-rack sprinkler (IRS-12) actuatedat 78 sec. The second in-rack sprinkler (IRS-13) actuated at 84sec. The third in-rack sprinkler (IRS-14) actuated at 89 sec. The
sprinklers totally control the fire after 170 sec. Totalsuppression of the fire will occur after approximately 4.5 min.For case B3-2, three sprinklers have been actuated, the first
sprinkler (IRS-14) actuated at 68 sec. The second sprinkler(IRS-15) actuated at 72 sec. The third sprinkler (IRS-13)actuated at 78 sec. The sprinklers totally control the fire after170 sec. The total suppression of the fire will occur afterapproximately 4.5 min.
For case C1-2, two sprinklers have been actuated, the first
in-rack sprinkler (IRS-1) actuated at 75 sec. The second in-rack sprinkler (IRS-2) actuated at 81 sec. The sprinklerstotally control the fire after 165 sec. Total suppression of thefire will occur after approximately 6.5 min. For case C2-2,
three sprinklers have been actuated, the first in-rack sprinkler(IRS-12) actuate at 75 sec. The second in-rack sprinkler(IRS-13) actuated at 80 sec. The third in-rack sprinkler
(IRS-14) actuated at 86 sec. The sprinklers totally control thefire after 155 sec. Total suppression of the fire will occur afterapproximately 6 min.
For case C3-2, three sprinklers have been actuated, the
first sprinkler (IRS-14) actuate at 72 sec.
0.00
0.20
0.40
0.60
0 40 80 120 160 200 240
Time (sec)
Sprinkler
Location Index
(Cases A, In-Rack Sprinkler, v = 20 cm, h = 32 cm
Case A, ESFR Sprinkler, v = 20 cm, h = 32 cm
Case A1-4, Foam Sprinkler, v = 20 cm, h = 32 cm
Cases B, In-Rack Sprinkler, v = 30 cm, h = 32 cm
Cases C, In-Rack Sprinkler, v = 40 cm, h = 32 cm
Cases D, In-Rack Sprinkler, v = 20 cm, h = 48 cm
Cases E, In-Rack Sprinkler, v = 20 cm, h = 64 cm
Fig.29 Sprinklers Activation for Different Rack Storage Geometries
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0.00
0.20
0.40
0.60
0.80
1.00
1.20
0 30 60 90 120 150 180
Activation Time (sec)
Sprinkler
Location Index
(
Case A1-2, In-Rack Sprinkler, v = 20 cm, h = 32 cm
Case A2-2, In-Rack Sprinkler, v = 20 cm, h = 32 cm
Case A3-2, In-Rack Sprinkler, v = 20 cm, h = 32 cm
Case B1-2, In-Rack Sprinkler, v = 30 cm, h = 32 cm
Case B2-2, In-Rack Sprinkler, v = 30 cm, h = 32 cm
Case B3-2, In-Rack Sprinkler, v = 30 cm, h = 32 cm
Case C1-2, In-Rack Sprinkler, v = 40 cm, h = 32 cm
Case C2-2, In-Rack Sprinkler, v = 40 cm, h = 32 cm
Case C3-2, In-Rack Sprinkler, v = 40 cm, h = 32 cm
Case D1-2, In-Rack Sprinkler, v = 20 cm, h = 48 cmCase D2-2, In-Rack Sprinkler, v = 20 cm, h = 48 cm
Case D3-2, In-Rack Sprinkler, v = 20 cm, h = 48 cm
Case E1-2, In-Rack Sprinkler, v = 20 cm, h = 64 cm
Case E2-2, In-Rack Sprinkler, v = 20 cm, h = 64 cm
Case E3-2, In-Rack Sprinkler, v = 20 cm, h = 64 cm
Fig.30 Fire Growth Control for Different Rack Storage Geometries
The second sprinkler (IRS-13) actuated at 79 sec. The thirdsprinkler (IRS-15) actuated at 83 sec. The sprinklers totallycontrol the fire after 170 sec. Total suppression of the fire willoccur after approximately 5 min
When analyzing the above results, it can be noticed theremarkable effect of the vertical flue width on the activationtime of sprinklers. As the vertical flue width increases, the
vertical flame spread is slowed down, which make someretardation on the sprinklers activation. Regarding the controlof the fire growth and the fire extinguishment, the effect of the
vertical flue width is very remarkable on the fire growth controland fire extinguishment. As the vertical flue width increases,more air is entrained inside the flame, leading to more rapid firedevelopment and consequently, imposing more difficulty forthe sprinklers to fight the fire growth.
4.2.3 Effect of Horizontal Flue Space
The results obtained from the CFD simulations indicated
that, for case D1-2, two sprinklers have been actuated, the firstin-rack sprinkler (IRS-11) actuated at 65 sec. The second in-rack sprinkler (IRS-12) actuated at 74 sec. The two operatingsprinklers fight the fire growth and succeed to control the fire
growth after 185 sec. Total suppression of the fire will occurafter approximately 6.5 min. For case D2-2, three sprinklershave been actuated, the first in-rack sprinkler (IRS-12) actuatedat 82 sec. The second in-rack sprinkler (IRS-11) actuated at 89sec. The third in-rack sprinkler (IRS-13) actuated at 95 sec. Thesprinklers totally control the fire after 170 sec.
0.00
0.20
0.40
0.60
0 5 10 15
Time (sec)
Sprinkler
Location Index
(Cases A, In-Rack Sprinkler, v = 20 cm, h = 32 cm
Case A, ESFR Sprinkler, v = 20 cm, h = 32 cm
Case A1-4, Foam Sprinkler, v = 20 cm, h = 32 cm
Cases B, In-Rack Sprinkler, v = 30 cm, h = 32 cm
Cases C, In-Rack Sprinkler, v = 40 cm, h = 32 cm
Cases D, In-Rack Sprinkler, v = 20 cm, h = 48 cm
Cases E, In-Rack Sprinkler, v = 20 cm, h = 64 cm
Fig.31 Fire Suppression for Different Rack Storage Geometries
Total suppression of the fire will occur after approximately 6
min. For case D3-2, three sprinklers have been actuated, thefirst sprinkler (IRS-14) actuated at 68 sec. The second sprinkler(IRS-13) actuated at 74 sec. The third sprinkler (IRS-15)
actuated at 82 sec. The sprinklers totally control the fire after180 sec. Total suppression of the fire will occur afterapproximately 6.5 min.For case E1-2, two sprinklers have beenactuated, the first in-rack sprinkler (IRS-11) actuated at 66 sec.
The second in-rack sprinkler (IRS-12) actuated at 77 sec. Thesprinklers totally control the fire after 180 sec. Total
suppression of the fire will occur after approximately 6 min.For case E2-2, three sprinklers have been actuated, the first in-rack sprinkler (IRS-12) actuated at 82 sec. The second in-racksprinkler (IRS-13) actuated at 90 sec. The third in-racksprinkler (IRS-11) actuated at 98 sec. The sprinklers totally
control the fire after 185 sec. Total suppression of the fire willoccur after approximately 6 min. For case E3-2, threesprinklers have been actuated, the first sprinkler (IRS-14)actuated at 69 sec. The second sprinkler (IRS-13) actuated at 76sec. The third sprinkler (IRS-15) actuated at 85 sec. Thesprinklers totally control the fire after 190 sec. Total
suppression of the fire will occur after approximately 7.5 min.When analyzing the above results, it can be noticed the
small effect of the horizontal flue height on the activation timeof sprinklers. As the horizontal flue height increases, some
flame are spread in the horizontal flue space to other adjacentsurfaces, which impedes the vertical flame spread in thevertical flue space, yielding to somehow slower activation.
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0.00
0.20
0.40
0.60
0 50 100 150 200
Time (sec)
Sprinkler
Location Index
(
Sprinkler Activation, Case A4-3, ESFR Sprinkler, v = 20 cm, h = 32 cm
Sprinkler Activation, Case D4-2, ESFR Sprinkler, v = 20 cm, h = 48 cm
Sprinkler Activation, Case E4-2, ESFR Sprinkler, v = 20 cm, h = 64 cm
Fire Growth Control, Case A4-3, ESFR Sprinkler, v = 20 cm, h = 32 cm
Fire Growth Control, Case D4-2, ESFR Sprinkler, v = 20 cm, h = 48 cm
Fire Growth Control, Case E4-2, ESFR Sprinkler, v = 20 cm, h = 64 cm
Fire Suppression, A4-3, ESFR Sprinkler, v = 20 cm, h = 32 cm
Fire Suppression, Case D4-2, ESFR Sprinkler, v = 20 cm, h = 48 cm
Fire Suppression, Case E4-2, ESFR Sprinkler, v = 20 cm, h = 64 cm
Fig.32 Sprinklers Activation, Fire Growth Control and Fire Suppression for
Different Rack Storage Heights
4.2.4 Effect of Storage Height
The results obtained from the CFD simulations indicatedthat, for case D4-2, the sprinkler (CS-1) has been actuated at26 sec. The operating sprinkler fights the fire growth andsucceeds to control the fire growth after 26 sec. Total
suppression of the fire will occur after approximately 3.5 min.For case E4-2, the sprinkler (CS-1) has been actuated at 22sec. The sprinkler totally controls the fire after 81 sec. Total
suppression of the fire will occur after approximately 3 min.Comparing these results with the results obtained for case A4-3, it is clear that the storage height has a strong impact on thesprinkler activation. As the rack storage increases, the
activation will be faster. Regarding the control of the firegrowth and the fire extinguishment and comparing theseresults with the results obtained for case A4-3, the
improvement of the fire growth control and the fireextinguishment due to the increase of the rack storage, can benoticed.
4.2.5 Foam-Water Sprinkler System
The results obtained from the CFD simulations indicatedthat, for case A1-4, two sprinklers have been actuated, the firstsprinkler actuated at 135 sec. The second sprinkler actuated at
140 sec. The two operating sprinklers fight the fire growth andsucceed to control the fire growth after 255 sec. Totalsuppression of the fire will occur after approximately 5 min.
Comparing these results with the results obtained for thecases A1-2 and A1-3, in which in-rack sprinklers and ESFRsprinklers are used respectively, it is noticed that the activation
of the foam-water sprinkler system is slightly more than closeto the ESFR sprinklers activation.
Regarding the control of the fire growth and comparing
these results with the results obtained for the cases A1-2 andA1-3, it is noticed that the foam-water sprinkler systemcontrols the fire growth in such time slightly more than the in-rack sprinklers and reasonably more than the ESFR sprinklers.
Also, regarding the fire extinguishment and comparing
these results with the results obtained for the cases A1-2 andA1-3, it is noticed that the foam-water sprinkler systemextinguishes the fire in such time slightly less than the in-racksprinklers and reasonably less than the ESFR sprinklers.
4.3 Calculated Activation Time
The activation time of sprinklers can be calculated usingthe equation 17, knowing the air temperature and velocityaround each sprinkler:
c
r
o tTT
TT
u
RTI
ln
Fig.33, exhibits the calculated values of sprinkler activationtimes compared to the simulated ones, for case studies A.
V. CONCLUSIONS
5.1 Conclusions for Fire Simulation
The fire simulation showed an exponentially fire growingwith time and the Heat Release Rate (HRR) takes a "tsquared" shape profile. The intensity and speed at which thevertical spread accelerates in the vertical flue space, allows afast reaching of the flames to the top of storage. The fire will
continue to grow in intensity, involving new burning surfacesof the rack storage and releasing higher heat rates, untilreaching the flashover phase. The fire will spread to thenearby stock and additional stock is consumed and the fire is
getting out of control and the rack storage collapses, spreadingthe fire over large areas of the warehouse. The fire will be onhis way to develop to encompass the whole warehouse building. When considering the rack storage geometry, thenarrow vertical flue width entrains less air inside the flame,leading to higherflame heights. The wider vertical flue width
entrains more air inside the flame, leading to more rapid firedevelopment. In the same way, the longer horizontal flueheight will have a reverse effect on the stability and thesymmetry of the flames. As the vertical and horizontal flue
become larger and larger, the flame height will become moresimilar to open fire plumes, which can lead to a very rapid firegrowth.
5.2 Conclusions for Fire Suppression Simulation
5.2.1 Conclusions for Sprinkler Activation Time
Although some trends have discussed the economical useof the in-rack sprinklers in such fire suppression and the use of
ESFR ceiling mounted sprinklers in warehouses in place of in-rack fire sprinkler systems, the simulation results showed that
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0.00
0.20
0.40
0.60
0.80
1.00
1.20
0 30 60 90 120 150 180
Activation Time (sec)
Sprinkler
Location Index
(Case A1-2, In-Rack Sprinkler, v = 20 cm, h = 32 cm
Case A2-2, In-Rack Sprinkler, v = 20 cm, h = 32 cm
Case A3-2, In-Rack Sprinkler, v = 20 cm, h = 32 cm
Case A1-3, ESFR Sprinkler, v = 20 cm, h = 32 cm
Case A2-3, ESFR Sprinkler, v = 20 cm, h = 32 cm
Case A3-3, ESFR Sprinkler, v = 20 cm, h = 32 cm
Calculated Sprinkler Activation,Case A1-2, In-RackSprinkler, v = 20 cm, h = 32 cm
Calculated Sprinkler Activation, Case A2-2, In-RackSprinkler, v = 20 cm, h = 32 cm
Calculated Sprinkler Activation, Case A3-2, In-RackSprinkler, v = 20 cm, h = 32 cm
Calculated Sprinkler Activation, Case A1-3, ESFRSprinkler, v = 20 cm, h = 32 cm
Calculated Sprinkler Activation, Case A2-3, ESFRSprinkler, v = 20 cm, h = 32 cm
Calculated Sprinkler Activation, Case A3-3, ESFRSprinkler, v = 20 cm, h = 32 cm
Fig. 33 Calculated Values of Sprinkler Activation Times Compared to
Simulated Ones, for Case Studies A
the in-rack sprinkler will actuate faster than the ESFR ceilingmounted sprinklers. When the flames start somewhere in the
rack storage, the in-rack sprinklers are somehow near to theflame tips and consequently are being faster thermallyinfluenced and actuated. The earlier actuation of the in-rack
sprinklers may have a great effect on the fire growth control.Although the expensive installation of in-rack sprinklers andtheir problems arising from the operational problems, whichmight prevent layout improvements from being made, in-racksprinklers still might be recommended for fire fighting of theextra-hazards occupancies and class IV commodities rackstorage. In the present study, the in-rack sprinklers orientation
was according to NFPA13, where only two rows of in-racksprinklers are placed in the rack storage as described inchapter 3, so as to eliminate the installation cost and the
operational problems as much as possible. Regarding the rackstorage geometry, the narrow vertical flue width has a veryremarkable effect on the activation time of sprinklers.
Meanwhile, the narrow horizontal flue height can improve thesprinklers activation. The storage height has a strong impacton the sprinkler activation.
5.2.2 Conclusions for the Control of Fire GrowthBy observing the above results, it is found that many
adjacent nearby in-rack sprinklers have been actuated in asuccessive manner, which allowing more control on the fire
growth. Furthermore, the narrow vertical and horizontal flueshave a great effect on the fire growth, as they do not allow thefire spread to adjacent surfaces, which facilitate the sprinklers
job to control the fire. Regarding the control of the fire growthfor the foam-water sprinkler system, it is noticed that thesesystems control the fire growth in such time slightly more than
the in-rack sprinklers and considerably more than the ESFRsprinklers.
5.2.3 Conclusions for Fire SuppressionAs the same way discussed above, the in-rack sprinklers
have extinguished the fire faster than ESFR sprinklers, due tothe fast control of fire growth, due to the successive actuationof the adjacent nearby in-rack sprinklers. Also, the narrow
vertical and horizontal flues have a great effect on the firesuppression. The foam-water sprinkler system has the fastestsuppression, compared to other cases, due to the great effect of
the foam solution on the fire spread. Also, the foam-watersprinkler system does not destroy product, due to the lowerwater content. They have limited smoke damage, and becauseof the detergent properties of the foaming agent, they providea self-cleaning effect.
5.3 Best Results Obtained:The best sprinkler activation was dedicated to the in-rack
sprinklers. The best suppression period was dedicated to thefoam-water sprinkler system. To get a better suppressionperformance for high bay warehouses fires, in-rack sprinklers
can be used along with foam-water sprinkler system. But thisconfiguration has a remarkable impact on the economic-wisecriteria. So, in order to have a reasonable optimalconfiguration, in-rack sprinklers can be installed along withESFR ceiling sprinklers.
5.4 Recommendations for Future WorkMany research points seem to be essential as an extension
to the present work for the rack storage fire suppression. Thestudy of the effect of using fire-resistant materials, or fire- proof materials on the rack storage fire spread is essential.Also, a fully developed rack storage model (engineering
models and/or CFD models) dedicated to predict thecompetition between the downward momentum of the waterspray and the upward momentum of the fire plume may be of
a great importance. Also, the use of Glycerin as an antifreezefor weatherproofing residential and commercial fire sprinklersystems can be studied by CFD models. The Glycerin, have
many advantages due to its low toxicity and its low ability tocorrode the plastic pipes and fittings.
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