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1 A Simulation Assisted Risk Assessment Approach for Space Launch Systems GoldSim User Conference 2007 October 25-26, 2007 Susie Go NASA Ames Research Center

A Simulation Assisted Risk Assessment Approach … · A Simulation Assisted Risk Assessment Approach for Space Launch Systems ... Overpressure propagation Structural dynamics Debris

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Page 1: A Simulation Assisted Risk Assessment Approach … · A Simulation Assisted Risk Assessment Approach for Space Launch Systems ... Overpressure propagation Structural dynamics Debris

1

A Simulation Assisted Risk Assessment Approach for Space Launch Systems

GoldSim User Conference 2007October 25-26, 2007

Susie GoNASA Ames Research Center

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Introduction• Goal

• Design a safer space transportation system• Assess the risk to the crew• Improve understanding of mission risk through richer simulation modeling• Focus work on the things that matter

– Identify risk drivers– Support trade studies– Identify sensitivities

• Approach• Top-down integrated system analysis approach• Define risk scenarios involving complex interactions• Include failure probabilities that depend on time or operational state “topology”

changes due to evolving scenarios• Assess mitigation strategies – abort effectiveness

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Simulation-based approach• Represent dynamic interactions

• Space launch systems tend to fail more through complex interactions, not random part failures

• Interactions are function of the physical environment and relationships between “systems”

• Faithful representation of scenarios• Track multiple metrics within a single simulation• Richer description of data and dependencies (state and

environmental)– Failure probabilities– Failure responses

• “Natural” (less abstract) model construction• Models defined through “atomic” elements• Scenarios dynamically evolve• Un-anticipated scenarios can be self-generated• Allows easier communication with discipline experts

• Provides insight into system behavior and sensitivities

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Crew Launch Vehicle (Ares I)

• Two-stage vehicle• First stage: augmented Shuttle SRB• Upper stage: advanced J-2 engine

• Payload is the CEV• Launch abort system (LAS) provides

mitigation during first stage ascent and the first part of the upper stage ascent

• Results to output• Probability of Loss of Mission (LOM)• Probability of Loss of Crew (LOC)

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CLV Ascent Phase

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Mission Simulation Schematic

LaunchLaunch

StagingStaging

OrbitInsertionOrbitInsertion

MidStageMidStage

FirstStageAscentEarlyFirstStageAscentEarly

FirstStageAscentLateFirstStageAscentLate

UpperStageAscentUpperStageAscent

Create model representation of missionCreate model representation of mission

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Consequences of failure

LaunchLaunch

StagingStaging

OrbitInsertionOrbitInsertion

MidStageMidStage

FirstStageAscentEarlyFirstStageAscentEarly

FirstStageAscentLateFirstStageAscentLate

UpperStageAscentUpperStageAscent

AscentFailureAscentFailure

ControlControl

BreakupBreakup

ExplosionExplosion

AbortManeuverAbortManeuver

ControlPrecursorControlPrecursor

BreakupPrecursorBreakupPrecursor

ExplosionPrecursorExplosionPrecursor

BeginAbortBeginAbort

Graph representation opens vast failure Graph representation opens vast failure scenario space (relative to static tree)scenario space (relative to static tree)

TimeTime-- and stateand state--dependent component failure dependent component failure rates along mission segmentsrates along mission segments

EventEvent--specific failure probabilitiesspecific failure probabilities

Failure consequences Failure consequences information supplemented using information supplemented using

modeling and simulationmodeling and simulationFailure initiator information Failure initiator information

provided by program/expertsprovided by program/experts

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Physics-based data supplied to GoldSim

Overpressure propagation

Structural dynamics

Debris trajectory

CBM_OverPressure_Table

Fragment_Table

Side_Breach_Table

Time and state dependent failure probabilities

+

Physics based failure simulations (computationally expensive) Design limits

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Integrated Ascent Risk Model View

Catastrophic

Fuel Crew Pre-start Launch Staging LAS MECO Orbit

Load Load Jettison Insertion

Other

APU, TVC, RCSGround ops

US Main Engine

RCS, TVCMES MECO

seq

Ignition

Case

SPSStart/op

Separation

Failure environment

Response environm

entActivate abort procedure

Release tie-down bolts

Fire LAS motor(s)

Achieve safe separation

Abort environment

Trim heat-shield forward

Perform descent maneuvers

Deploy parachutes

Touchdown landing

Rescue crew

Early detection vs. False positives

Abort Effectiveness

USE catastrophic main engine start failure

Local engine explosion/fragmentation

US structural failure of tank

Propellant released

Critical mixture ratio occurs

Explosion

Critical Overpressure

Abort Initiators

LOC

LOM

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Representation with GoldSim elements

US_FailuresFS_Failures FS_Staging_Failures

A CB

Set_Environment_ID

Pad_Demand_Failures US_Staging_Failures

?Start_Model End_FS_Burn End_US_Burn US_Staging_EventLaunch FS_Staging_EventBegin_FS_Burn Begin_US_Burn

?TriggeredEvent_CBM?

TriggeredEvent_Forward_Breach

?TriggeredEvent_Case_Burst

LOC_Fragment LOC_CBM_Overpressure LOC_Environment Abort_Failure_Allocations

CBM_OverPressure_Table

Fragment_Table

Crew_Rescue

Crew_Rescue_Failures

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Integrated Mission Risk Model

Design Reference Mission Timeline Crew, Mission Risk and Sensitivities

Reliability Data(Initiator Likelihoods)

Failure Environments, Risks

Dynamic Risk Simulation

CEV/LAS Design

Warning Time

Risk contributors per mission

0.00E+00 1.00E-04 2.00E-04 3.00E-04 4.00E-04 5.00E-04 6.00E-04 7.00E-04

Orion

Orion/US Separation Failure

US Low System Performance

FS Separation

FS loss of TVC

FS Low System Performance

FS Case Failures

US Loss of GN&C

US Loss of Control

FS Loss of GN&C

VI Not allocated

USE Start Contained Failure

FS loss of RoCS

FS Nozzle Failure

USE Uncontained Shutdown Failure

US Structural Failure

FS Forward Dome Failures

Pad Fire and Explosion

USE Premature shutdown

USE Uncontained Failure

FS Case Burst

USE Start Uncontained Failure

FS Ignition & Liftoff Failure

Failu

re b

in

Increasing failure probability

LOMLOC

Overall abort effectiveness

0

0.1

0.2

0.3

0.4

0.5

0.6

0.7

0.8

0.9

1

0 50 100 150 200 250 300 350 400 450 500 550 600

Abort time (s)

Per

cent

of s

ucce

ssfu

l abo

rts v

ersu

s to

tal

abor

ts a

ttem

pted

Risk contributors per mission

0.0E+00 1.0E-04 2.0E-04 3.0E-04 4.0E-04 5.0E-04 6.0E-04 7.0E-04

Orion

Orion/US Separation Failure

US Low System Performance

FS Separation

FS loss of TVC

FS Low System Performance

FS Case Failures

US Loss of GN&C

US Loss of Control

FS Loss of GN&C

VI Not allocated

USE Start Contained Failure

FS loss of RoCS

FS Nozzle Failure

USE Uncontained Shutdown Failure

US Structural Failure

FS Forward Dome Failures

Pad Fire and Explosion

USE Premature shutdown

USE Uncontained Failure

FS Case Burst

USE Start Uncontained Failure

FS Ignition & Liftoff Failure

Failu

re b

in

Increasing failure probability

LOM

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0.000

0.002

0.004

0.006

0.008

0.010

0.012

0.014

100 200 300 400 500

Wei

ghte

d oc

curr

ence

Abort time (s)

LOC failure distribution as a function of mission elapsed time, w ith 5th and 95th percentiles.

Risk to the crew during ascent

Integrated Mission Risk Analysis Outputs

Warning time sensitivity study

0

1,000

2,000

3,000

4,000

5,000

6,000

7,000

8,000

9,000

0 1000 2000 3000 4000 5000 6000 7000 8000 9000 10000

Available Warning Time

Mea

n M

issi

on C

ount

Bet

wee

n LO

C

Freq

uenc

y of

LO

C

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Conclusions• NASA is beginning to use more simulation analyses in PRA

• Time-variation of initiators• Complex interactions• State-dependent aborts• Traditional PRA methods are not optimal

– Require significant effort when changes are made– Difficult to represent dynamic, phased mission problems

• GoldSim provides a convenient framework for dynamic simulation modeling• Natural representation of phased mission problems• Conditionally triggered events and interrupt events• Lookup tables• Tracking of multiple system states or figures of merit• Larger user community than in-house tool• Commercially managed software

• Initial GoldSim usage for CLV launch abort risk assessment well-received

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Reference Lunar Sortie Mission

Service Module Expended

7-day surface stay

Ascent Stage Expended

Earth Departure Stage Expended

LSAM Performs LOI

MOONMOON

EARTHEARTH

100 km Low Lunar Orbit

Direct EntryLand Landing

Low Earth Orbit

ED

S, L

SA

M

CE

V