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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
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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
poolpoint 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
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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)
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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
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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
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0 0.5 1 1.5 2 2.5Pipe length (m)
Rat
io o
f pre
dict
ed to
o
bser
ved
flo
wra
te (-)
PHAST6.53-Sozzi&Sutherland
PHAST6.53-Uchida&Narai
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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
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0 10 20 30 40 50 60t(s)
Ma
ss (kg
)
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
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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
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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
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1 10 100 1000Downwind distance (m)
Cen
tre
line
co
nc
entr
atio
n (m
ol%
)
Phast 6.53 (FDC)Experimental
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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
D
WIND
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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
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0 1 2 3 4 5 6 7 8Measured heat flux (kW/m2)
Pred
icte
d he
at flu
x (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
j
W1
b
RL
Lb
cone
tilt by wind
lift-off distance
widths, length
WIND
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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
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0 5 10 15 20 25Measured heat flux (kW/m2)
Pred
icte
d he
at flu
x (kW
/m2)
0% deviation-15% deviation15% deviation-40% deviation40% deviationJohnson (1994)-Simulated DataPHAST 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)
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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+01Distance from edge (m)
Ove
rpre
ssu
re (P
a)
Test AverageTest MaximumBSEX ResultsMULT Results