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    Modeling Human Response to

    Threats and DisastersJohn H. Sorensen

    Oak Ridge National LaboratoryMay 29-30, 2003

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    Major Modeling Thrusts in

    Disaster Research

    Warning Response Warning Diffusion

    Evacuation Behavior Protective Action Effectiveness Psycho-Social Impacts

    Intelligent Consequence Management

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    Warning Response Research

    Started in the 1950s Driven by the shadow of nuclear war

    If we sound the sirens, what will people do? Series of studies - tornado, hurricane, flood,

    explosion, air raid sirens, alien invasions Major findings

    People seek more information People converge on event

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    Warning Response Process

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    Factors Increasing Response

    Receiver Characteristics Visual and other cues

    Family and network Female Younger Majority High SES Non-fatalistic

    Sender Characteristic Message source

    Message channel Message style

    Clear Specific

    Accuracy Certain Consistency

    Message Content

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    Alternative Responses toNatural and Technological

    Hazards Do nothing/ denial Confirm warning/ seek information

    Evacuate/ temporary relocation Seek protective shelter/ stay home/ isolation Respiratory protection

    Decontaminate Seek medical attention Help others

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    Modeling Diffusion of Warning

    3025201510500.0

    0.2

    0.4

    0.6

    0.8

    1.0

    SIRENS

    TONE ALERT

    TELEPHONE

    MEDIA

    SIRENS/TONE ALERTS

    SIRENS/TELEPHONES

    Time (min)

    P o r t i o n r e c e

    i v i n g w a r n

    i n g s

    Diffusion Of Warnings

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    240180120600

    10

    20

    30

    40

    50

    60

    70

    80

    90

    100

    SIRENS

    ROUTE

    INFORMAL

    MEDIA

    Normalized Warning Diffusion by Source

    Time

    C u m u l a

    t i v e

    P e r c e n

    t

    1 am 2 am 3 am 4 am

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    240230220210200190180170160150140

    0

    20

    40

    60

    80

    100

    Sirens

    Simulated Si ren

    Simulated Vs Observed at Nanticoke

    Time

    2:20 3:00 3:30 4:00

    C U M

    . %

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    1201008060402000

    10

    20

    30

    40

    50

    60

    70

    80

    90

    100

    Area OneArea Two

    Area Three

    Mobilization Time By Order of Evacuation

    Time (min)

    C u m u

    l a t v e

    P e r c e n

    t

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    PROTECTIVEACTION

    EFFECTIVENESS

    ACCIDENTSCENARIO

    DECISIONTO

    WARN

    WARNINGSYSTEM

    DISPERSIONCODE

    DOWN-

    WINDCONCENTRATION

    METCONDITIONS

    EXPECTEDDOSE

    PROTECTIVE ACTION EFFECTIVENESS MODEL

    PROTECTIVEACTION

    HUMANRESPONSE

    DOSEREDUCTION

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    Intelligent Consequence

    Management New sensor networks or links to existing sensor

    networks designed to detect and monitor thethreats of concern

    High-speed communications and data exchange Real-time simulation models running on high-

    speed machines

    Faster than real-time predictive capabilities Advanced decision support tools that can process

    data and simulation outputs into a format useful todecision-makers

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    ORNL LDRD

    Dynamic evacuation modeling Utilize deployable road sensor tape or

    existing monitors First evacuation model with dynamic traffic

    assignment

    Can update simulations using real time data Linked to GIS

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    Alerting Sensor Sound Preparedness Alert

    Intelligent Consequence Management Architecture for Rad/Chemical Incident

    Notify Emergency Response Team

    Activate Monitors Choose Protection Plan

    ProtectionAction ES

    ProtectiveActionLibrary

    Data Archive

    DispersionScenarioLibrary

    Evacuate Go To Safe Room

    Generate Evacuation Plan Generate EvacuationTo Safe Room Plan

    Distribute Plans(Electronically)

    ClassifyEvent

    Activate WarningWith EvacuationInstructions

    RT Traffic Counters

    DataArchive

    Generate Sampling Plans

    Generate Search & Rescue Plan

    Distribute to EmergencyResponse Team

    Generate EmergencyResponse Plan

    Send in Response Team

    Initiate Search & Response

    Initiate Sampling

    Initiate Decontamination

    Activate FieldMonitoring

    Send Data

    Outdoor DispersionModel

    Run Evacuation andShelter Models

    System componentsto be tested are inred

    AccidentLibrary

    DamageAssessment

    Run EconomicModel

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    Major Questions

    How will warnings be issued to publics once a bioevent is identified?

    To what degree will human behavior in a bioevent be similar to other hazards?

    Will bio events elicit a different types of humanresponse than observed for other hazards?

    What are the relevant parameters to model in a bioevent?