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Verification and validation of consequence and risk models
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Verification and validation of consequence models
UKELG, 19-20 September 2007Cardiff, Wales
Henk W.M. Witlox, DNV Software
© Det Norske Veritas AS. All rights reserved Slide 226 October 2007
Verification and validation of consequence models
� Introduction
� Discharge
� Dispersion
� Flammable effects
Verification and validation of consequence and risk models
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© Det Norske Veritas AS. All rights reserved Slide 326 October 2007
Continuous release with rainout
jet fire
pool fire
explosion or flash fire
droplet trajectory
flashing two-phasedischarge from vessel vapour-plume
centre-line
pool
point ofrainout
SUBSTRATE
© Det Norske Veritas AS. All rights reserved Slide 426 October 2007
Quality procedure for model development
� Define model- Literature review- Formulate physical and mathematical model- Solution method and algorithm
� Design (preliminary, detailed) and coding
� Model testing
� Documentation
� Review
� Model integration into overall product
Verification and validation of consequence and risk models
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© Det Norske Veritas AS. All rights reserved Slide 526 October 2007
Model testing
� Verification - code solves correctly mathematical model- Against analytical solution- Against parallel ‘verification’ Excel spreadsheet- Against other model
� Validation against experimental data – justify model assumptions- Small-scale experiments (isolating phenomenon)
- Large-scale experiments
� Sensitivity analysis – overall robustness and effect parameters- Base case- Parameter variations (single or multiple parameters)
© Det Norske Veritas AS. All rights reserved Slide 626 October 2007
Key references for consequence and risk modelling
� Dutch Yellow Book (1997)
� Loss Prevention Process Industries - Lees (1996)
- Updated Mannan (2005)
� Perry Chemicals Engineering Handbook (1999)
� CCPS guidelines- Dispersion (1996)- Flammable effects (1994)
- QRA (2000)
Verification and validation of consequence and risk models
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© Det Norske Veritas AS. All rights reserved Slide 726 October 2007
Discharge model
pipe
flow
expansion zone
leak orifice
atmosphere
vessel (stagnation)
© Det Norske Veritas AS. All rights reserved Slide 826 October 2007
Discharge model
� Range of scenarios- Leak from vessel, short or long pipes, instantaneous, relief systems, …
- Sub-cooled liquid, flashing liquid, or gas release
� Data - Flow rate, velocity and liquid fraction (both orifice and post-expansion data)- Droplet size
� Literature survey- Numerous discharge models
- No up-to-date overview of experiments (benchmark tests)- No published established systematic model evaluation
� Literature review to establish experimental dataset
� Application to Phast discharge models
Verification and validation of consequence and risk models
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© Det Norske Veritas AS. All rights reserved Slide 926 October 2007
Discharge model verification and validation
� Verification- Analytical flow-rate equations
- incompressible liquid (Bernoulli)
- ideal gas (choked and un-choked)- Process simulators- Worked-out examples in literature (e.g. CCPS publications)
� Validation- Subcooled and saturated water jets
- Sozzi and Sutherland (varying pipe length)
- Uchida and Narai (varying pipe length and stagnation pressure)
- Many other experiments- Hydrocarbon releases
- Full-bore and orifice releases of liquid propane (Shell)
- Orifice releases of butane (Shell)- Long pipe - validation against Isle of Grain (full-bore and partial leaks – LPG)
© Det Norske Veritas AS. All rights reserved Slide 1026 October 2007
Discharge model validation for sub-cooled water release
0
0.2
0.4
0.6
0.8
1
1.2
1.4
1.6
1.8
0 0.5 1 1.5 2 2.5
Pipe length (m)
Rat
io o
f p
red
icte
d t
o o
bse
rved
flo
wra
te (
-)
PHAST6.53-Sozzi&Sutherland
PHAST6.53-Uchida&Narai
Verification and validation of consequence and risk models
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© Det Norske Veritas AS. All rights reserved Slide 1126 October 2007
Validation against P66: mass expelled against time (45.3% breach)
P66 - Inventory
0
20
40
60
80
100
120
0 10 20 30 40 50 60
t(s)
Mas
s (k
g)
© Det Norske Veritas AS. All rights reserved Slide 1226 October 2007
Dispersion (example PHAST Unified Dispersion Model UDM - continuous dispersion)
z
x
TOUCHINGDOWN
ELEVATEDPLUMEy
GROUND-LEVELPLUME
circularcross-section
truncated cross-sectionsemi-elliptic cross-section
� Elevation phases: elevated, touching down, ground-level, lift-off, elevated, mixing layer
� Dispersion phases: jet, heavy, passive
WIND
jet release
Verification and validation of consequence and risk models
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© Det Norske Veritas AS. All rights reserved Slide 1326 October 2007
Dispersion module verification and validation
� Near-field elevated/jet dispersion- Verification: analytical solution (horizontal jet), vertical jet correlations
� Heavy dispersion- Verification: analytical solution (2D), HEGADAS (3D)- Validation: McQuaid (2D isothermal), HTAG (3D isothermal)
� Passive dispersion- Verification: analytical solution, TNO Gaussian concentration profile
� Finite duration- Verification: SLAB/HGSYSTEM [finite-duration correction model – FDC]- Validation: Kit Fox [quasi-instaneneous model (QI) and FDC]
© Det Norske Veritas AS. All rights reserved Slide 1426 October 2007
Dispersion module verification and validation (continued)
� Thermodynamics- Verification: analytical, HEGADAS (pure component, mixture, HF)
- Validation: Schotte experiment (HF)
� Pool spreading/evaporation- Verification: GASP- Validation: spills on water/land, wide range of chemicals (LNG, propane, …)
- spreading (non-volatile chemicals)- evaporation (confined pools)- simultaneous spreading and evaporation
Verification and validation of consequence and risk models
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© Det Norske Veritas AS. All rights reserved Slide 1526 October 2007
Dispersion – Validation against large scale experiments
� Continuous passive dispersion- Prairie Grass
� Continuous elevated two-phase jet- Ammonia (Desert Tortoise and FLADIS)- Propane (EEC)- HF (Goldfish)
� Continuous dispersion from pool - LNG (Maplin Sands, Burro, Coyoto)- LPG (Maplin Sands)
� Un-pressurised instantaneous- Freon-12 (Thorney Island)
� Continuous and finite-duration dispersion from area source- CO2 (Kit Fox)
© Det Norske Veritas AS. All rights reserved Slide 1626 October 2007
Dispersion – Validation for Kit Fox experiment(20 second release of CO2, experiment KF0706)
0.01
0.1
1
10
100
1 10 100 1000
Downwind distance (m)
Cen
trel
ine
con
cen
trat
ion
(m
ol%
)
Phast 6.53 (FDC)
Experimental
Verification and validation of consequence and risk models
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© Det Norske Veritas AS. All rights reserved Slide 1726 October 2007
Fireballs, jet fires and pool fires� Mathematical model
- Empirical correlations for fire geometry and surface emissive power- Fireball (sphere)- Pool fire (tilted cylinder)- Jet fire (cone)
- Radiation at given location by means of integration along fire surface
� Verification- Simple hand calculations and/or spreadsheet- Comparison against other models
� Validation- Pool fire:
- LNG (Montoir, Johnson)- Hexane (Lois and Swithenbank)
- Jet fire: - Vertical natural gas (Chamberlain)- Horizontal natural gas (Johnson, Bennett et al.)- Two-phase LPG (Bennett et al.)- Horizontal liquid crude oil (Selby and Burgan)
© Det Norske Veritas AS. All rights reserved Slide 1826 October 2007
Pool fire model (Phast model POLF)
H
θ
D
WIND
Verification and validation of consequence and risk models
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© Det Norske Veritas AS. All rights reserved Slide 1926 October 2007
Validation against Johnson LNG pool fire experiments
0
1
2
3
4
5
6
7
8
0 1 2 3 4 5 6 7 8
Measured heat flux (kW/m2)
Pre
dic
ted
hea
t fl
ux
(kW
/m2)
0% deviation
-15% deviation
15% deviation
-40% deviation
40% deviation
Johnson (1992)
PHAST 6.53
© Det Norske Veritas AS. All rights reserved Slide 2026 October 2007
Jet fire - Chamberlain pure-vapour model (no crosswind)
Z
X
W2
θj
W1
b
RL
Lb
α
� cone
� tilt by wind
� lift-off distance
� widths, length
WIND
Verification and validation of consequence and risk models
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© Det Norske Veritas AS. All rights reserved Slide 2126 October 2007
Validation against Johnson LNG jet fire experiments
0
5
10
15
20
25
30
35
0 5 10 15 20 25
Measured heat flux (kW/m2)
Pre
dic
ted
hea
t fl
ux
(kW
/m2)
0% deviation
-15% deviation
15% deviation
-40% deviation
40% deviation
Johnson (1994)-Simulated Data
PHAST 6.53
© Det Norske Veritas AS. All rights reserved Slide 2226 October 2007
Explosion modelling
� Comparative study by Fitzgerald - Key models:
- TNO Multi energy (MULT)- Baker Strehlow (BSEX)
- Shell Congestion Assessment Model (CAM)- Validation:
- LNG, LPG (EMERGE - TNO)
- LNG (BFETS -SCI)
Verification and validation of consequence and risk models
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© Det Norske Veritas AS. All rights reserved Slide 2326 October 2007
Explosion - Validation against EMERGE 6 experiment(LPG, medium scale)
0.00E+00
1.00E+04
2.00E+04
3.00E+04
4.00E+04
5.00E+04
6.00E+04
0.00E+00 1.00E+01 2.00E+01 3.00E+01 4.00E+01 5.00E+01
Distance from edge (m)
Ove
rpre
ssu
re (
Pa)
Test Average
Test Maximum
BSEX Results
MULT Results