humanitarian logistics for grassroots disaster relief

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University of South Carolina University of South Carolina Scholar Commons Scholar Commons Senior Theses Honors College 5-2017 Humanitarian Logistics for Grassroots Disaster Relief Humanitarian Logistics for Grassroots Disaster Relief Miller L. Love IV Follow this and additional works at: https://scholarcommons.sc.edu/senior_theses Part of the Business Commons Recommended Citation Recommended Citation Love, Miller L. IV, "Humanitarian Logistics for Grassroots Disaster Relief" (2017). Senior Theses. 205. https://scholarcommons.sc.edu/senior_theses/205 This Thesis is brought to you by the Honors College at Scholar Commons. It has been accepted for inclusion in Senior Theses by an authorized administrator of Scholar Commons. For more information, please contact [email protected].

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Page 1: Humanitarian Logistics for Grassroots Disaster Relief

University of South Carolina University of South Carolina

Scholar Commons Scholar Commons

Senior Theses Honors College

5-2017

Humanitarian Logistics for Grassroots Disaster Relief Humanitarian Logistics for Grassroots Disaster Relief

Miller L. Love IV

Follow this and additional works at: https://scholarcommons.sc.edu/senior_theses

Part of the Business Commons

Recommended Citation Recommended Citation Love, Miller L. IV, "Humanitarian Logistics for Grassroots Disaster Relief" (2017). Senior Theses. 205. https://scholarcommons.sc.edu/senior_theses/205

This Thesis is brought to you by the Honors College at Scholar Commons. It has been accepted for inclusion in Senior Theses by an authorized administrator of Scholar Commons. For more information, please contact [email protected].

Page 2: Humanitarian Logistics for Grassroots Disaster Relief

HUMANITARIANLOGISTICSFORGRASSROOTSDISASTERRELIEF

By

MillerL.Love,IV

SubmittedinPartialFulfillmentoftheRequirementsfor

GraduationwithHonorsfromtheSouthCarolinaHonorsCollege

May,2017

Approved:

MarkFerguson,Ph.DDirectorofThesis

MichaelGalbreth,Ph.D

SecondReader

SteveLynn,Dean

ForSouthCarolinaHonorsCollege

Page 3: Humanitarian Logistics for Grassroots Disaster Relief

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Introduction

InOctober,2015,SouthCarolinaexperiencedseverefloodingacrossthestate,which

interruptedwatersuppliesandcausedlarge-scaledamagetoproperty.Intheaftermath,

manygrassrootsrelieforganizationswereformedtohelpdistributereliefsuppliesand

coordinatevolunteers.Whiletherelieforganizationsprovidedexcellentserviceto

survivorsinthearea,therewerealsoseveralinefficienciesobserved.Donationsofrelief

supplieswerenotdonatedtothesitesthatmostneededthem,leavingsomereliefsites

withexcesssupplieswhileothersitesranlow.Volunteerswouldoverflowaproject

location,asredundantprojectswereplannedbyorganizationswithoutcoordination.Our

teammetshortlythereaftertodiscusstheseinefficienciesanddesignatooltohelpsolve

theproblem.

Beaconisoursolution.Beaconisamobileapplicationdesignedtoassistgrassroots

disasterrelieforganizationsinmanagingreliefsupplies,requestingdonations,and

communicatingwithsurvivors.Theappisdividedintothreesections:Organizations,

Volunteers,andSurvivors.TheOrganizationsectionwillallowrelieforganizationsto

manageinventories,requestdonations,andrecruitVolunteers.TheVolunteersectionwill

allowvolunteerstofindlocationstotakedonationsorprojectstoworkon.Finally,the

Survivorsectionwillallowdisastersurvivorstolocatereliefsitesthathavethesuppliesthe

survivorneeds.

HumanitarianLogisticsisabranchoflogisticswhichstudiesthefieldinthecontext

ofdisasters.ResearchinthefielddividestheDisasterReliefprocessintothreephases:

Preparation,ImmediateRecovery,andReconstruction.Eachphasehasspecifictasksand

theirsub-phases,whichwillbediscussedindetailinthispaper.Iwillexaminegrassroots

DisasterReliefandBeaconinthecontextofHumanitarianLogisticsbydetermininghow

grassrootsreliefdiffersfromtraditionalDisasterReliefineachphase.Iwillalsoexamine

howBeaconcanassistgrassrootsrelieforganizationsapplytheconceptsofHumanitarian

Logistics.Finally,IwillrecommendimprovementstoBeaconwhichallowittobetterapply

theresearchdiscussedinthispaper.

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TableofContentsIntroduction...............................................................................................................................................................................2

Background................................................................................................................................................................................4

TheFlood..................................................................................................................................................................................4

Aftermath.................................................................................................................................................................................5

ReliefEfforts..............................................................................................................................................................................7

GrassrootsReliefEfforts....................................................................................................................................................7

ProblemsinReliefEfforts.................................................................................................................................................7

Beacon...........................................................................................................................................................................................9

DesignOverview...................................................................................................................................................................9

Survivors.................................................................................................................................................................................10

Volunteers..............................................................................................................................................................................11

ReliefOrganizations...........................................................................................................................................................12

OverviewofHumanitarianLogistics........................................................................................................................13

Preparation............................................................................................................................................................................15

ImmediateRecovery..........................................................................................................................................................18

Reconstruction.....................................................................................................................................................................22

GrassrootsDisasterReliefandBeaconintheContextofHumanitarianLogistics........................25

Preparation............................................................................................................................................................................25

ImmediateRecovery..........................................................................................................................................................28

Reconstruction.....................................................................................................................................................................32

Conclusion................................................................................................................................................................................34

References................................................................................................................................................................................36

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BackgroundTheFlood

FromOctober1sttoOctober5th,2015,SouthCarolinasawrecordrainfallacrossthestate.

Overthatperiod,theCharlestonofficeoftheNationalWeatherService(NWS)reportedrainfall

totalsof27.15inchesinMountPleasant,17.29inchesfortheCharlestonAirport,and16.29inches

forDowntownCharleston(NWS-Charleston2015).InColumbia,NWSreportedrainfalltotalsas

highas21.49inchesfortheGillsCreekareainRichlandCounty,19.81inchesatShawAirForce

Base,andanofficial2-dayrainfallrecordof10.28inchesatColumbiaMetropolitanAirport(NWS-

Columbia2015).

Thehistoricrainfallwasaresultofuniquemeteorologicalconditions.Beginningon

September30th,acoldfrontpassedthroughthestateandstalledalongthecoastforafewdaysdue

tootherweatherfactors.Alow-pressuresystemdevelopedalongthefront,whileastronghigh

pressuresystemdevelopedineasternCanada.Atthesametime,HurricaneJoaquinwasmakingits

wayacrosstheAtlantic.Joaquinwasthe10thnamedstormandthesecondmajorhurricaneofthe

2015Hurricaneseason.WhileJoaquin’spathkeptitfarofftheUSeastcoast,itplayedasignificant

roleintheOctober2015floods.Thecoldfrontcreatedalow-levelflowofftheAtlantic,which

tappedintothemassiveamountsofmoisturethatJoaquinwasdrawingfromthewarmAtlantic

waters.Thelow-levelflowcarriedthatmoistureoverSouthCarolina,leadingtothehistoric

rainfallsdiscussedabove(NWS-Columbia2015).

Theserainsledtotwotypesofseverefloodingaroundthestate.First,manyareas

experiencedflashfloodingcausedbytheextremevolumeofrainthatfelloversuchashortperiod.

Flashfloodingisextremelydangerous;inColumbiaitkilledawomanwhowastrappedinherSUV

afterfloodwaterswasheditofftheroad(LeBlanc2015).Thesefloodwatersquicklywashedout

roadsandbridges,bringingtraveltoahaltandhinderingrescueoperations.

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Theothertypeofflooding,knownasChannelflooding,causedmuchofthedamage

associatedwiththeevent.Channelfloodingoccurswhenrainwatersoricemeltcausesriversand

streamstoescapetheirbanksandfloodtheareasaroundthoseflows.Thisfloodingwas

exacerbatedbythecollapseofseveralprivately-owneddamswhichwereunabletowithstandthe

stresscausedbytheextremevolumesofwater.IntheColumbiaareaalone,atleastsixdams

collapsedundertheweightofthewater(Fretwell2015).Additionally,SouthCarolinaElectric&

Gas(SCE&G)openedthefloodgatesoftheLakeMurrayDamforthefirsttimesince1969tokeep

theriverbelowthemaximumsafelevelof360feet(SouthCarolinaElectric&Gas2015).This

releasewaslargelyresponsibleforthefloodingalongtheSaludariverandforcedhundredsof

peoplewithhomesinthefloodplaintoevacuate.

Recordfloodstageswerereachedinmanyriversinthestate.AccordingtotheUS

GeologicalSurvey(USGS),seventeenstreamgagesinSouthCarolinarecordedthehighestpeak

streamflow,thehighestriverheight(stage),orboth.Fifteenmoregagesrecordedpeaksinthetop

fivefortheirhistory.TheBlackRiveratKingstreerecordedapeakstageof22.65feet,itshighest

stagein87yearsofrecords.TheCongareeRiveratColumbiasetitseighthhigheststageandits

higheststagesince1936withapeakstageof31.8feet.EightoftheUSGSstreamgageswere

destroyedduringtheflood,furtherdemonstratingthedevastatingscaleofthisflood(Feaster,

SheltonandHines2015).

Aftermath

Whentherainendedandthefloodwatersbegantorecede,theextentofthedamagebecame

clear.Thefloodwatershadcausedseveredamagetowatersystemsacrossthestate,leavingmore

than130,000homeswithoutrunningwater,insomecasesformanydays(Bacon2015).Upto

160,000homessustaineddamagefromtheflood,withmanyofthosehomesdestroyedby

floodwaters(Burris2015).Hundredsofroadsandbridgeswereclosed,asfloodwatersblocked

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roads,coveredbridges,orwashedthemaway.Includedintheseclosureswasa74-milestretchof

Interstate95betweenInterstate20andInterstate26,whichisoneofthebusiestinterstate

highwaysontheeastcoast.Driverswhowishedtotravelthisstretchofroadwereforcedtotakea

168-miledetourtobypasstheclosedsectionofhighway(Marusak2015).

Themostimmediateneedsbysurvivorswereshelterandcleanwater.Asmentionedabove,

atleast130,000householdswerewithoutwaterforsomeamountoftime.AccordingtotheSouth

CarolinaEmergencyManagementDivision(SCEMD),morethan20,000peopleweredisplacedfrom

theirhomesasaresultoftheflood.Theseindividualswerehousedin32officialsheltersacross26

counties,aswellasanunknownnumberofunofficialshelters,oftenchurches,thatopenedtheir

doorstodisplacedsurvivors(SCEMD2015).Foodwasanotheritemneededbysurvivors.SCEMD

estimatesmorethantwomillionmealswereservedtosurvivorswhoweredisplacedfromtheir

homesorunabletopreparefoodintheirhomesduetopowerorwateroutages(SCEMD2015).

ManyofthesemealswerepreparedbyvolunteersfromSouthernBaptistDisasterRelief,Harvest

HopeFoodBank,andotherlocalfoodbanks.DriversfromtheAmericanRedCrossthendelivered

uptofourmealseachdaytosheltersacrossthestate.

Therewere14deathsinSouthCarolinaattributedtotheflooding(Bacon2015),andatotal

of25deathsattributedtothestormsystemacrossthreestates(NOAA2016).TheNationalOceanic

andAtmosphericAdministration(NOAA)estimatedthetotaldamagecausedbythefloodtobe

approximatelytwobilliondollars(NOAA2016),whileeconomistsfromtheUSCDarlaMooreSchool

ofBusinessestimateddamagesofabouttwelvebilliondollars(Burris2015).

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ReliefEfforts

GrassrootsReliefEfforts

Mostreliefeffortswereorganizedandcoordinatedbygovernmentrelieforganizationssuch

asFEMA,theNationalGuard,andSCEMD,andlargeNon-GovernmentalOrganizations(NGOs)such

astheAmericanRedCrossandBaptistDisasterRelief.However,therewerealsomanyefforts

organizedbysmallerorganizationslikechurches,neighborhoods,andothergroupsthatformed

organicallyintheaftermathoftheflood.Thesegroupsgathereddonations,organizedvolunteers,

andofferedsheltertosurvivorsdisplacedfromtheirhomes.Mostgroupshadphysicallocations,

andnearlyallofthemcoordinatedsuppliesandvolunteersthroughsocialmedia.

AquicksearchonFacebookturnsupseveralgroupsformedforthispurpose.Thesegroups

varyinsizefromafewdozenmemberstoafewthousandmembersandareorganizedasstatewide

groups,regionalgroups,andneighborhoodspecificgroups.Thepostsinthesegroupsfollowthe

typicalpatternsofDisasterRecovery(see“HumanitarianLogistics,”below),withtheearliestposts

fallingunderthe“ImmediateResponse”categoryandlaterpostsevolvingintorequestsfalling

under“Reconstruction.”Someofthesegroupswerestillactiveatthewritingofthispaper(having

evolvedintomoregeneralreliefgroups),whilemostactivityhadendedbyJanuary2016.

ProblemsinReliefEfforts

Whilegrassrootsreliefeffortshelpedthousandsofpeoplestarttherecoveryprocess,they

werenotwithouttheirproblems.Theselooselyorganizedgroupslackedthecoordinationand

communicationofthetraditionaldisasterrelieforganizations.Asaresult,donatedsuppliesand

volunteeredtimewereusedinefficiently,leadingtowastedtime;excesssuppliesinsomelocations;

andunmetneedforcriticalitemsinotherlocations.

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Mostoftheproblemsobservedcouldbroadlybeattributedtofailuresincommunication.

Thefirstfailurewasincommunicationbetweengrassrootsorganizationsandsurvivors.While

socialmediaprovidedavaluablemeansofcommunicationduringrecoveryefforts,the

asynchronousnatureofcommunicationonsocialmediacreatedinefficiencies.Postsmadeby

organizationswouldidentifythegroup’savailablesuppliesatthetimeofposting,butwouldnot

updateassurvivorsarrivedtocollectthesupplies.Thisleftsurvivorsunsureaboutwhetherthe

reliefsitewouldstillhavetheitemstheyneedwhentheyarrived.

Thesecondfailure,communicationbetweenrelieforganizationsandvolunteers,couldalso

beattributedtotheasynchronousnatureofcommunicationonsocialmedia.Whenarelief

organizationpostedaneedfordonationsorvolunteers,theyhadnowayofindicatingtheir

progressincollectingtheitemsorvolunteerstheyneeded.Thiswouldleadtosomeorganizations

receivingfartoomanydonationsorvolunteers,resultinginaninefficientuseofresources.Some

organizationsexperiencedthereverse,whenarequestwouldgounfilledbydonorsorvolunteers

whohadassumedtherequesthadalreadybeenfilled.

Thethirdfailurewasthelackofcommunicationwithinthegrassrootsorganizationsand

betweenthoseorganizationsandthetraditionalrelieforganizations.Whiletraditional

organizationsoftenhaveworkingrelationshipswitheachother,socialmediaallowedonlylimited

communicationbetweenorganizationswithnoclearleadership.Thispreventedthese

organizationsfromefficientlydistributingsuppliesamongthemselves,astheywereunableto

easilyidentifywhatorganizationsneededtheirexcesssupplies.

IwitnessedthislastinefficiencyfirsthandwhileontheleadershipteamattheUniversityof

SouthCarolinaBaptistCollegiateMinistry(BCM).TheBCMhasabuildingonMainStreetin

downtownColumbiathatisownedbytheSouthCarolinaBaptistConvention.Intheimmediate

aftermathoftheflood,thisbuildingservedasaconvenientlocationforBaptistchurchesaroundthe

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countrytosenddonateditems,particularlycasesofbottledwater.Despitebeingconnectedwith

theSouthCarolinaBaptistConvention(andthusBaptistDisasterRelief),theBCMhadnowayof

identifyinggroupsthatcouldcollectthewatertodistributeittosurvivors.Bythetimewater

servicehadbeenrestoredaroundthestate,theBCMstillhadhundredsofcasesandthousandsof

bottlesofwaterstoredinthebuilding.Thesewerenotsimplyexcesssupplies,butrathersupplies

thatcouldnotbeeasilydistributedduetothelackofcommunicationbetweenorganizations.

Beacon

ThecreationofBeaconcameoutofourobservationoftheproblemsdiscussedabove.Atour

firstmeeting,wedeterminedamobileapplicationcouldbedesignedtosolvetheseproblemsand

helpgrassrootsorganizationsefficientlymanagedonationsandvolunteers.Weinterviewedseveral

individualsinvolvedwithfloodreliefefforts,includinggrassrootsorganizers;leadersintraditional

relieforganizations;andstateemergencymanagers.Theseinterviewshelpedguideourdesign

process,whichwentthroughmanyiterationsbeforearrivingatthedesigndescribedinthesections

below.

DesignOverview

Ourultimatedesignrevolvesaroundahomescreenwiththreebuttonstakingusersto

differentsectionsoftheapplication.Thefirstbuttonwilltakeuserstosectionoftheappdesignated

forsurvivors.Thissectionwillbefocusedonaninteractivemapthatwouldprovidesurvivorswith

informationaboutwheretheycouldfindthesuppliestheyneed.Thesecondbuttonwillbefor

volunteerswhowanttodonatesuppliesortime.Volunteerswillbeabletoidentifyorganizations

thatneedtheirdonationsortheirtimeandcommittoanorganization’srequest.Thethirdbuttonis

fororganizations.Thissectionoftheappwillhavethemostfeaturesofthethree,asitwillallow

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groupstosignupfortheapp,establishalocation,andrequestdonationsofcertainitemsora

volunteer’stime.

Survivors

TheSurvivorspageprimarilyservesasasourceofinformationforsurvivors,supplying

themthelocationofreliefsitesorsheltersandthesuppliesthosesiteshavetooffer.This

informationisprovidedviaaninteractivemap,whichusesacellphone’slocationservicesto

determineasurvivor’slocation(greenpin)andhelpthemlocatetheclosestreliefsite.Survivors

willbeabletofilterthemapbasedonthesuppliesandservicestheyneed(smallredmarkers),and

themapwillshowthemallthelocationswithinapredefinedradiusthatofferthoseitems(red

pins).Oncealocationisselected,theuserwillbeabletolinkoutoftheapptotheirphone’s

navigationappandgetdirectionstothesite.Anearlymockupofthisportionoftheappcanbe

viewedinFigure1below.

Thissectionoftheapphelpsbridgetheinformationgapbetweensurvivorsandrelief

organizationsthatweobservedduringrecoveryeffortsaftertheflood.Byprovidingacentral

Figure1

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sourceofinformation,survivorswillbeabletoquicklyandeasilylocatethesuppliestheyneed

withoutwastingtimedrivingaroundlookingforwhattheyneed.

Volunteers

TheVolunteerpagewilllookliketheSurvivorpage,butwithadditionalscreenstofacilitate

donations.LiketheSurvivorpage,themainviewoftheVolunteerpageisaninteractivemap.Before

viewingthismap,userswhoselectthevolunteerpagewillbepromptedtoindicatewhatitemsor

howmuchtimetheyhavetooffer.Oncethevolunteerentersthisinformationorchoosestoskip

enteringtheirinformation,theappwillthentakethemtothemaptoshowthesitesthatneedthe

itemsthevolunteerhas.LiketheSurvivorpage,themapviewcanbefilteredbasedonadistance

radiussetbytheuser.TheVolunteerpagewillhaveanadditionalviewtotheSurvivorspage,for

volunteerswhowanttovolunteertheirtime.Thisviewwillbeintheformofalist,whichshowsall

thereliefsitesorprojectsthatneedvolunteersduringthetimetheuserhasspecifiedtheyare

available.Eachentryinthislistwillhaveinformationabouttheproject,thelocationormeeting

placefortheproject/reliefsite,andthecontactinformationfortheorganizeroftheproject/relief

site.Figure2belowshowsearlymockupsoftheVolunteerpagedescribedinthissection.

Figure2

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Thissectionoftheapphelpssolvetocommunicationproblemsbetweenrelieforganizations

andvolunteers.Thecommunicationproblemledtothemisallocationofresourcesacrossrelief

sites,astheorganizationshadnowayofeasilyupdatingtheirneedsastheyreceiveddonations

fromvolunteers.Byallowingvolunteerstorespondtorequestsbycommittingtimeordonations

andthentrackingthosecommitments,theappwillensuredonationsareproperlyallocatedacross

reliefsites.Thisallowsvolunteerstobeconfidenttheirdonationswillbeusedinthemostefficient

waypossible.

ReliefOrganizations

Thefinalsectionoftheappisforrelieforganizations.Thissectionwillbemorecomplex

thanthefirsttwo,astheapprequiresmoreinputfromtheorganizationsthanotherusers.Thefirst

stepforarelieforganizationistosignupfortheapp.Theregistrationpagewillallownewusersto

createasecureaccountfortheirorganizationtomaintaintheorganization’sstatusontheapp.The

registrationpagewillaskorganizersforinformationabouttheirorganization,includingthe

address,operatinghours,andotherinformationtheywishtoprovide.Oncetheaccountiscreated,

usersinthissectionwillbetakentoadashboardwheretheycanmanagetheirorganization’s

presenceontheapp.Thedashboardwillalloworganizationstorequestitemsfordonation,setup

projectsthatneedvolunteers,updatetheinventorythatissharedwithsurvivors,andtrackthe

statusoftherequestsandprojects.

Undertherequestspage,theorganizationswillbeabletoposttheitemstheyneedandthe

quantityofeachitem.Theywillalsobeabletoestablishworkprojectsthatneedvolunteersto

completethem.Theprojectcreationsectionwillalloworganizationstoprovideinformationabout

thetime,location,andskillsneededfortheproject.Theinventorymanagementsectionwill

populatebasedontherequestspostedbytheorganizationsandcanbeupdatedasdonationsarrive.

Theorganizationcanalsoaddtheitemstheyalreadyhaveavailableforsurvivorspriortosigning

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upfortheapp.Thelastpagewillallowtheorganizationtotrackcommitmentsfromvolunteersto

ensuretheirrequestsarebeingmet.Anearlymockupofsomeofthepagesdiscussedinthissection

canbeseeninFigure3below.

Thissectionoftheappisthecentralinformationsourceforeachoftheothersections.Both

communicationproblemswhichinvolveindividuals(communicationbetweenvolunteersandrelief

organizationsandcommunicationbetweensurvivorsandrelieforganizations)requireinformation

tobesharedfromtherelieforganizationstobothsurvivorsandvolunteers.TheReliefOrganization

pageallowstheorganizationstomanagetheinformationtheappprovidestootheruserstoensure

everyuserhasthemostaccurateinformationavailable.Thiswillensureusersareabletomake

informeddecisionsaboutwheretotakedonationsorpickupsupplies,guaranteeingamore

efficientdisasterrecovery.

Figure3

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OverviewofHumanitarianLogistics

HumanitarianLogisticsasafieldencompassesthelogisticsoperationsassociatedwith

HumanitarianRelief.Aptedefinesthefieldas“thespecialbranchoflogisticswhichmanages

responsesupplychainofcriticalsuppliesandserviceswithchallengessuchasdemandsurges,

uncertainsupplies,criticaltimewindowsinfaceofinfrastructurevulnerabilitiesandvastscopeand

sizeoftheoperations”(Apte2010).TheUnitedNationsWorldFoodProgramandDoctorsWithout

BordersbothuseadefinitionbyThomasandMizushima,whichsaysHumanitarianLogisticsis“the

processofplanning,implementing,andcontrollingtheefficient,cost-effectiveflow,andstorageof

goodsandmaterials,aswellasrelatedinformation,fromthepointoforigintothepointof

consumptionforthepurposeofmeetingtheendbeneficiaries’requirements”(Thomasand

Mizushima2005).HumanitarianLogisticsisdistinguishedfromtraditionallogisticsinitsfocuson

positiveoutcomesforitsbeneficiaries,ratherthanreducingcostsandcreatingvalueforan

organization.Whiletypicalkeyperformanceindicatorsintraditionallogisticsarecost,quality,and

deliveryperformance,successinhumanitarianlogisticscanbemeasuredinsurvivalratesand

recoverytime.

TheliteratureofHumanitarianLogisticshasanalmostuniversalunderstandingofthe

primarystreamsofthefield.KovácsandSpensdistinguishtwomainstreamsofhumanitarian

logistics:ContinuousAidWorkandDisasterRelief(KovácsandSpens2007).ContinuousAidWork

generallyreferstoreliefeffortsforlargescaleandlong-termproblems,suchasfamine,drought,or

disease.TheworkinAfricatoendtheHIV/AIDSepidemicisprobablythehighestprofileexampleof

suchreliefwork.DisasterReliefreferstotheresponsetoman-madeornaturaldisasterssuchas

earthquakes,floods,orterroristattacks.Thereliefeffortsdiscussedinsectionsabovefallintothis

category,asdotheresponsestoeventssuchasHurricaneKatrinaortheHaitiearthquake.

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Whiletheopen-endednatureofcontinuousreliefpreventsitfromhavingclearphases,

DisasterReliefhasthreedistinctphasesthatoccurbefore,during,andafteradisaster.Kovácsand

Spenscallthesephases“Preparation,ImmediateResponse,andReconstruction”(KovácsandSpens

2007),whileÇelik,et.al.usethefourphasesofMitigation,Preparedness,Response,andRecovery

(Çelik,etal.2012).ThesectionsbelowwilldiscusseachofKovács’andSpens’categoriesindetail,

withadiscussionÇeliket.al.’smitigationphaseincludedinthePreparationsection.

Preparation

PreparationisthefirstphaseofDisasterRelief.Itcanbefurtherdividedintotwoparts,

GeneralDisasterPreparednessandPre-disasterPreparation.GeneralDisasterPreparedness

encompassesactionstakenbyemergencymanagersandrelieforganizationswhenthereisno

specificthreatofdisaster.Theseactionsincludedevelopinglogisticsnetworks,negotiating

contractswithsuppliers,andbuildinginventoriesofnon-perishablegoods.Pre-disaster

Preparationincludesstagingsupplies,preparingroadways,andensuringsuppliershavethe

capacitytomeetdemandintheaftermathofadisaster.DisasterMitigationisalsoanimportantpart

ofthePreparationphaseofDisasterRelief,asthemostefficientwayofrespondingtoadisasteris

preventingthemfromeverhappening.

WhilemostoftheliteratureonHumanitarianLogisticsincludesDisasterMitigationasa

partofthePreparationphaseofDisasterRelief,Çeliket.al.discussitasaseparate,fourthphaseof

theprocess.Ineithercase,DisasterMitigationreferstoeffortstakentopreventdisastersorreduce

theirseverity.Inthecaseofman-madedisasterssuchasterroristattacksornuclearaccidents,

Mitigationtakestheformofintelligencegathering,heightenedsecurity,andsafetyproceduresand

protocols.Themitigationofnaturaldisasterstakestheformofinfrastructureimprovements,the

prescribedburningofforests,orthecontrolledreleaseofavalanches.AltayandGreenalsoinclude

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zoninglaws,buildingcodes,andinsurancecoverageasimportantmitigationactivities(Altayand

GreenIII2005).

Despitebeingviewedasasubsectionofdisasterpreparationinmostoftheliterature,

mitigationisthemoststudiedofanyphaseofDisasterRelief.InareviewofOperationsResearch

articlesdiscussingDisasterRelief,AltayandGreenfoundthat44%ofthearticlestheyreviewed

addresstheMitigationphase(AltayandGreenIII2005).Çeliket.al.foundthatalmosthalfofthose

articlesaddressriskanalysisofdisasterscenarios(Çelik,etal.2012).Theotherhalfofthepapers

includelogisticstopicsinfourdifferentareas:“networkdesignandroutingofhazardousmaterial

transportation,locationofearlywarningsystems,locationofunreliablefacilities,and

implementationofprotectionsystemsforvulnerablefacilities”(Çelik,etal.2012).

GeneralDisasterPreparationisthebroadestcategoryofanyphase,coveringanyofthe

actionstakenbyemergencymanagersorrelieforganizationstoprepareforfuturedisasters.

AccordingtoKovácsandSpens,thisisthetimeforgroupstodevelopresponseplans,collaborateon

last-miledeliverystrategies,andtrainstaffonresponsescenarios(KovácsandSpens2007).Kovács

andSpensalsoemphasizetheimportanceofdevelopingrelationshipswithsuppliersduringthis

phase(KovácsandSpens2007).Negotiatinglong-termpurchaseagreementsduringthistimecan

ensuretherelieforganizationhasaccesstothesuppliestheyneedwhenrespondingtoadisaster.

Inadditiontomuchoftheabove,Çeliket.al.discusstheimportanceofstandardsupply

chainplanningactionswhenpreparingforfuturedisasters.Amongthesearedecisionssuchas

facilitylocation,resourceallocation,andtransportationplanning(Çelik,etal.2012).Manyofthese

decisionscanbemadeusingthetoolsusedintraditionalsupplychains,howeverseveralmodels

havebeendevelopedtooptimizeformeasureswhicharemoreusefulinreliefoperations.Such

measuresincluderesponsetime,fairnessinresourcedistribution,andnumberofcasualties(Çelik,

etal.2012).

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OnesuchmodelisaFacilityLocationModeldevelopedbyBalcikandBeamon.Themodelis

anadaptationofthemaximalcoveringlocationmodelwhichconsidersthelikelihoodofadisaster

ineachregion,thebudgetallocatedtopre-positioningsupplies,andthecriticalityofeachitemtype

tosurvival,inadditiontothetraditionalcostandcapacitymetricsusedinlocationcalculations

(BalcikandBeamon2008).ByconsideringadditionalinformationpertinenttoDisasterRelief,this

modelprovidesresultswhichimprovecoverageandresponsetimeinadisaster.

ThesecondphaseinthepreparationphaseisPre-disasterPreparation.Thisphasetakes

placebetweenwhenadisasterisforecastedandwhenitoccurs.Pre-disasterPreparationdoesnot

occurinalldisasters,asnotalldisasterscanbeforecasted.Earthquakes,tsunamis,andman-made

disasters(suchasterroristattacksornuclearplantmalfunctions)cannotbepredictedor

specificallypreparedfor.Hurricanes,someflooding,andblizzardsareallpredictabletosome

extent,andthusallowforspecificpreparationstooccurbeforetheyhit.

ThePre-disasterPreparationphasecoverstheactionstakentoprepareforanexpected

disaster.Theliteraturealmostuniversallyemphasizestheimportanceofpre-positioningrelief

resourcesduringthisphase.Makingthecorrectdecisionsaboutthepositioningofresourcesbefore

adisasterwillresultinmoreeffectivedistributionofsuppliesandrescueoperationstosurvivors.

SalmerónandAptehavedevelopedatwo-stagestochasticoptimizationmodelforthe

prepositioningofresourcesbeforeadisaster.Themodelminimizesexpectedcasualtiesandunmet

demandtodeterminethelocationstopositionresourcesandthequantitiesofresourcestoplaceat

thoselocations(SalmerónandApte2010).Inthesecondstage,itusesthesameminimizationsto

determinehowtodistributenewlyreceivedresourcesorredistributeunusedresourceswhilealso

consideringtheeffectivenessofthefirststagedecisions(SalmerónandApte2010).Suchamodel

ensuresresourcesaredistributedefficientlytomeetthegreatestdemandandhelpthemostpeople.

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Çeliket.al.discussamoregeneraltwo-stagestochasticdecisionmodelthatcombinesthe

decisionsofGeneralPreparationandPre-disasterPreparationintoasingleframeworkandhas

beenappliedbyseveralresearchers.Thefirststage,whichtheycall“hereandnow”decisions

(Çelik,etal.2012),aredecisionsthataremadeintheGeneralPreparationphase.Inthemodel,

thesedecisions,suchaswarehouselocationsandinitialresourceallocation,aremadewithahigh

levelofuncertaintyastothenatureofthedisaster(Çelik,etal.2012).Onceadisasterscenariois

known,thesecond-stagedecisions,whicharecalled“waitandsee”decisions(Çelik,etal.2012),

canbemade.Theprimarysecond-stagedecisionistheprepositioningofsupplies.Thisdecision

(andotherslikeit),ismadeasafunctionofthefirst-stagedecisionsandthenatureofthe

impendingdisaster(Çelik,etal.2012).Themodelswhichfollowthisframeworkaimtohelprelief

providersmakedecisionsinthefaceofuncertaintybyconsideringtheprobabilityofagiven

disasterscenarioandminimizingaselectedmeasuresuchasunmetdemandorthenumberof

casualtiesamonginitialsurvivors(Çelik,etal.2012).

ImmediateRecovery

ImmediateRecovery,sometimescalledResponse,beginswiththestartofthedisasterand

continuesuntilthesituationhasstabilizedandsurvivorscanbegintheReconstructionphase.Altay

andGreendefinethisphaseas“theemploymentofresourcesandemergencyproceduresasguided

byplanstopreservelife,property,theenvironment,andthesocial,economic,andpolitical

structureofthecommunity”(AltayandGreenIII2005).Muchoftheworkdoneduringthisphase

involvesrescuingstrandedsurvivorsanddistributingcriticalsuppliestosurvivorsthatneedthem.

AlloftheliteratureIrevieweddividesthisphaseintotwomajortopics:DistributionandInventory

Management.

Distributioninvolvestheplanningandexecutionofstrategiestoensurecriticalsuppliesare

deliveredtosurvivorsinneed.Distributionintheaftermathofadisasterisfilledwithuncertainty,

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asitisoftenimpossibletodeterminetheroadconditionsofaroutewhencreatingadistribution

plan.Additionally,fuelshortagesindisasterareascancausesignificantproblemsindistributing

supplies.KovácsandSpenspresentseveraldistribution-relatedproblemsthatoccurinthe

responsephase,includingfacilitylocation,thelastmileproblem,andalackofcoordination

betweenrelieforganizations(KovácsandSpens2007).Theyalsoassignthecoordinationproblem

toinventorymanagement,asdoafewotherauthors.

WhilefacilitylocationiscompletedduringthePreparationphase,poorfacilitylocationcan

havealargenegativeimpactondistribution.Intraditionaldistributionmodels,centraldistribution

centersareoftenconsideredthemostefficientchoice.However,Longarguesthatsuchamodelis

detrimentalinDisasterRelief,asvictimsareoftenunabletotraveltothedistributioncentersand

damagetoinfrastructuremaypreventrelieforganizationsfromdeliveringsuppliesfromthe

distributioncentertosurvivors(Long1997).Instead,Longclaimsdecentralizeddistributionis“of

utmosthumanitarianimportance”(Long1997),asthisallowsresourcesdistributionsitestobe

locatedclosertosurvivorsinneed.

“Lastmiledistributionisthefinalstageofthereliefchain;itreferstodeliveryofrelief

suppliesfrom[distributioncenters]tothepeopleintheaffectedareas”(Balcik,Beamonand

Smilowitz2008).Thelastmileiswheremanyofthechallengesofdistributionaremet.Aslastmile

distributionoccursinthedisaster-affectedarea,portionsoftransportationinfrastructureisoften

renderedunusable,forcingdeliveriestoberoutedalongcostlydetours.Additionally,demandfor

suppliesisoftenerraticandunknown,makingtheefficientloadingoflast-miledeliveryvehicles

challenging.

Balcik,Beamon,andSmilowitzhavedevelopedamodeltooptimizelast-miledistribution

routinginadisasterscenario.Theirmodeldeterminesoptimalroutesbyminimizingroutingcosts

andunmetdemand,subjecttotheavailablesupplies,thecapacityofdeliveryvehicles,andthetime

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availablefortransportation(Balcik,BeamonandSmilowitz2008).Themodelisonlyeffective,

however,wheninformationaboutroadandtrafficconditionsiscorrect.Tothisend,themodel

mustbecombinedwithinformationfromIntelligentTransportationSystems(ITS)tofunction

efficiently.Balcik,Beamon,andSmilowitzemphasizetheimportanceusingreal-timeGISdatato

assesstransportationnetworkinfrastructure(Balcik,BeamonandSmilowitz2008).Accordingto

theauthors,“suchdatawouldbevaluableinlastmiledistributionifitcouldbetransmittedto

vehiclesusingavailablecommunicationdevices.Inthisway,driverscouldbeapprisedofroad

conditionsandchangestodeliveryschedules”(Balcik,BeamonandSmilowitz2008).Whilethe

intentofthemodelistocreateschedules,whichdonotneedtochange,theuncertainnatureof

DisasterReliefdistributionmeansroadconditionsmaydeteriorateorsurvivorsmayberequiredto

move,necessitatingachangeinschedulethatmustbepushedtodrivers.

ThesecondtopicintheImmediateRecoveryphaseisInventoryManagement.Thistopic

coversthedecisionsaboutwhatresourcestouseandwheretosendthem,thehandlingofin-kind

donationsfromvolunteers,andkeepingresourcesorganizedforeasyretrieval.LikeDistribution,

KovácsandSpensidentifyproblemswhichaffectInventoryManagement.Inparticular,they

identifyunusabledonations,thelackofstandardlabellingforsupplies,andpoorcommunication

betweenrelieforganizationsasthemostimportantissuestoconsider(KovácsandSpens2007).

Unusabledonationsareoftenamajorproblemforlargerelieforganizations,asthe

donationstakevaluabletimetosortandfilllimitedstoragespace.Thedonationscanevenbe

dangerousinsomecases,suchasexpireddrugsorfood.AccordingtoMurray,“Inappropriate

donationsaresocommonthatreliefmissionsnowroutinelybringincineratorswiththemtothe

sceneofadisastertodestroyitemsthatmaybedangerousorarecloggingupthesystem”(Murray

2005).Relieforganizationsoftenrecommendvolunteerswishingtodonategivemoneyratherthan

in-kinddonations,whichallowstherelieforganizationtopurchasethesuppliesmostneededby

survivors.

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Thelackofstandardlabelingofsuppliesisanotherproblemwhichaffectsrelief

organizations(KovácsandSpens2007).Organizationsoftenreceivedeliveriesofsimilaritems

frommultiplesources,whichusedifferentsystemsforidentifyingthesameitems.Poorlabeling

makeslocatingitemsmoredifficultforreliefworkers,resultinginworkersspendingmoretime

lookingforitemsandlesstimedeliveringthoseitemstosurvivors.AccordingtoMurray,some

organizationshavetakentocolor-codingitemsonreceipt,suchasusingredforfooditemsorblue

forclothes(Murray2005).Suchasystemmakeslocatingitemsasimpletaskandcanbeeasily

taughttovolunteers,resultinginthemoreefficientdeliveryofsuppliestosurvivors.

BeamonandKotlebahavedevelopedamodelforinventorymanagementinhumanitarian

reliefoperations.Whilethemodeltheydevelopedisintendedforlong-termHumanitarianRelief

scenarios,itcanbeusedforshort-termdisasterresponsewhichisexpectedtolastbeyondthe

initialinventoryofreliefsupplies(i.e.supplieswillbereordered).Thismodelgivesrelief

organizationsamethodforcalculatingtwosetsofinventorypolicies,StandardandEmergency

(BeamonandKotleba2006).AreorderwiththeStandardreordersizeisplacedwheninventory

levelsreachtheStandardreorderlevelandaredeliveredaccordingtotheStandardleadtime

(BeamonandKotleba2006).However,asdemandforreliefsuppliesisoftenhighlyerratic,a

secondinventorypolicyisnecessarytoreducethechanceofastock-out.Shouldinventorylevels

reachtheEmergencyreorderpoint,theorganizationwillplaceanorderusingtheEmergency

reordersize,whichwillbedeliveredusingthefasterEmergencyleadtime(BeamonandKotleba

2006).Themodelcalculateseachofthesevaluesbyconsideringthecostsassociatedwitheach

inventorypolicy,theexpecteddemandrate,andtheprobabilityofastock-out(BeamonandKotleba

2006).Whenarelieforganizationreceivesmostoftheirreliefsuppliesfromoneormoresuppliers,

thismodelensurestheymaintainefficientinventorylevelsandavoidastock-out,whichis

potentiallydeadlyduringreliefoperations.

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ThelackofcoordinationbetweenrelieforganizationscausesproblemsbothinDistribution

andinInventoryManagement.Therearefrequentlymanyorganizationsthatrespondtoadisaster,

allwiththegoalofprovidingrelieftosurvivors.However,theseorganizationsdonotusually

coordinatetheirefforts,leadingtoduplicatedeffortsindistribution(KovácsandSpens2007).

Redundantdistributionplansresultinwastedtimeandsupplies,assomesurvivorswillbeserved

multipletimes,whileothersmaybemissedaltogether.Fromaninventorymanagement

perspective,thelackofcoordinationcreatesconfusionabouttheavailabilityofresourcesinthe

area(KovácsandSpens2007),leadingtooverpurchasingsupplieswhenanotherorganizationmay

havetheneededsuppliesavailablejustdowntheroad.

TheUnitedNationshastakenstepstoimproveonthecoordinationproblemthroughthe

developmentoftheLogisticsSupportSystem(LSS).Thesystemwasdevelopedincoordinationwith

theWorldHealthOrganization(WHO),UNICEF,theWorldFoodProgramme(WFP),andother

NationalandInternationalOrganizations.TheLSSservesto“consolidateandshareinformationon

alimitednumberofkeycommoditiesbetweenallactorstofacilitateinter-institutional

coordination”(Martinez2015).LSSallowsparticipatingorganizationstohaveamorecomplete

understandingoftheavailableresourcesinareliefzoneandcoordinatethedeliverysuppliesthey

donothavewithotherorganizations.However,notallrelieforganizationsareabletoparticipatein

theLSS,soitisonlyabletogiveanincompleteviewoftheavailablesuppliesinthereliefzone.A

systemwhichincludesallrelieforganizations,includinggrassrootsorganizations,wouldprovide

completeinformationabouttheavailableresourcesandalloweffectivecoordinationamong

organizations.

Reconstruction

ThefinalphaseofDisasterReliefisReconstruction,whichÇeliket.al.alsocallRecovery

(Çelik,etal.2012).Reconstructiontakesplacefromwhenthedisasterareahasstabilizedand

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criticalservicesarerestored(powerandwater)towhentheareahasfullyrecoveredfromthe

disaster.Asdisastersspanalargescaleofseverity,Reconstructioncanlastfromafewmonthsto

manyyears.Inthemostseverescenarios,areasmaybeabandonedratherthanrebuilt,suchasin

thecaseofthenuclearincidentinChernobyl,Ukraine.Followinganexplosioninanuclearreactor

attheChernobylnuclearpowerplantin1986,tensofthousandsofpeoplewereforcedtoevacuate

theirhomestoescapedeadlyradioactivefallout.Asradioactivematerialsremaindangerousfor

decades,entiretownswereabandonedandmanyevacueeswereforcedtopermanentlyresettle.

AccordingtotheChernobylReport,nearly500,000peopleinUkraine,Russia,andBelaruswere

forcedtoresettleduetotheincident(Gray2002).

ActionsthatoccurduringReconstructionincluderestoringinfrastructure,cleaningand

rebuildinghomesandbusinesses,anddemolishingdestroyedstructures.WorldVision,an

internationalrelieforganization,hascreatedathree-phaseresponseplanwhichcoversboththe

ImmediateResponsephaseandReconstruction:7-days,30-days,and90-days(KovácsandSpens

2007).Theseven-dayphasefallsunderImmediateResponseandWorldVisionprovidesthe

servicesthatwouldberequiredduringthatphase(seeabove).The30-dayphasespansbothphases

inseverdisasters,butusuallymarksthebeginningoftheReconstructionphaseifithasnotyet

started.Duringthisphase,WorldVisionprovidessurvivorswith“survivalkits”whichcansustaina

familyfor30days(KovácsandSpens2007),andshouldalsocontaincleaningsupplieswhen

relevanttodisasterrecovery(suchasfollowingaflood).Finally,the90-dayphasefocusesonlong-

termrehabilitationforsurvivors,whichincludesprovidingassistanceforfixingdamagetohomes

andbusinessesandbuildingnewhomesfordisplacedfamilies(KovácsandSpens2007).

TheliteratureonReconstructionismuchmorelimitedwhencomparedtotheotherphases.

Thisislikelyduetothelackoffundingforlong-termreconstruction;asthegrant-basedfunding

relieforganizationsrelyonisbiasedtowardshort-termresponse(Gustavsson2003).Theliterature

thatdoesexistandmyownobservationsidentifytwoimportantissuesinReconstruction:Post-

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disasterdebrisandwastemanagement(Çelik,etal.2012)andthemanagementofexcessrelief

supplies.

Disastersoftenleaveenormousamountsofdebrisintheirwake,whichmustbecleanedup

anddisposedofinaresponsiblemanner.AccordingtoÇeliket.al.,“postdisasterdebrisandwaste

managementcanbeaverycostlyandcomplicatedprocess”(Çelik,etal.2012).Someestimatesof

thesizeofdebrisgeneratedbyadisastercanbeashighasfifteentimestheannualwastegenerated

bytheaffectedarea(Brown,MilkeandSevilla2011).Themakeupofthisdebriscanbehighly

variable,spanningfromnaturaldebris,structuredebris,andgeneralwaste.Effectivelymanaging

thiswasteisimportanttokeepingsurvivorssafe,buttherearestillgapsinthemanagementof

disasterwaste.

Brown,Milke,andSevillaidentifyseveralproblemsandoffersomeguidanceonclosingthe

gaps.Alackoffundingisasignificantchallengetowastemanagement,aslimitedfundingposesa

challengetocollectingwaste,whichinturnthreatenspublichealth(Brown,MilkeandSevilla

2011).Environmentally,therelaxationofregulationsduringdisasterrecoverycancauselong-term

damagetotheenvironment.Specifically,reducedrecyclinglevels,increaseduseofopenburning,

andrelaxeddisposalregulationsareallusedtoexpediteclean-upwork(Brown,MilkeandSevilla

2011).Ingeneral,animprovedunderstandingoftheinstitutionalaspectsofdisasterwaste

managementiscrucialtoimprovingtheefficiencyandeffectivenessofmanagingwasteinthe

aftermathofadisaster.

IwasunabletoidentifyanyliteratureregardingreverselogisticsinthecontextofDisaster

Relief.Thisisperhapsthemostoverlookedtopicinhumanitarianlogistics,buthasthepotentialto

incurlargecostsfororganizationsthathavenotplannedforthem.Afterrecoveryfromadisasteris

complete,manyorganizationshavesuppliesstagedatdistributioncentersnearthedisasterarea.

Organizationsshouldrelocatethesesuppliesatthispoint,butoftenlacktheresourcesorcapacity

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todoso.Thisisparticularlyaproblemfordisaster-specificorganizationsthatformintheaftermath

ofadisaster,asthoseorganizationsdonothavealargerorganizationwhichcanrecovertheunused

suppliesandredistributethemtootherlocationsthatneedthem.Myownobservationsofthis

scenariocanbefoundintheReliefEffortssection.

Thelackofresearchonthistopiccanlikelybeattributedtoalackofconsiderationof

reverselogisticsasapartoftheDisasterReliefprocess.DuringtheReconstructionphase,the

emphasisofDisasterReliefrightlymovesfromrelieforganizationstoindividuals,businesses,and

governmentsrebuildingbuildingsandinfrastructure.Thereislittleinterestinhowarelief

organizationendsoperationsinadisasterarea.Potentialareasofresearchforthistopiccould

includethecurrentstateofreverselogisticsinDisasterRelief,theapplicationoftraditionalreverse

logisticsmodelstoDisasterRelief,andthedevelopmentofnewmodelsspecificallyforDisaster

Relief.

GrassrootsReliefandBeaconintheContextofHumanitarianLogistics

Asdiscussedabove,Beaconisatooldesignedtohelpgrassrootsrelieforganizations

coordinatereliefsupplies,donations,andvolunteersintheaftermathofadisaster.Whilethebody

ofresearchinhumanitarianlogisticsfocusesonthetraditionalrelieforganizations,thereare

lessonsineachphaseoftheDisasterReliefprocessthatcanbeappliedtograssrootsrelief

organizations.Beaconhasbeendesignedtosolvesomeoftheseproblems,buttherearestillareas

whereBeaconcanbeimproved.Inthissection,IwillexamineBeaconinthecontextofeachphase

oftheDisasterReliefprocess,identifyingtheproblemsitsolvesandtheareaswhereitcanstillbe

improved.

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Preparation

ThePreparationphaseisthemostdifficultphaseforagrassrootsrelieforganization.Many

grassrootsrelieforganizationsonlyformafteradisasterhasalreadyoccurred,forcingthemtoskip

preparationandmovestraighttoimmediaterecovery.However,someorganizationsareable

completeoneorbothtypesofpreparation,andBeaconcanhelpthemwiththis.

FewgrassrootsorganizationsgetthebenefitofGeneralDisasterPreparation.Most

organizationsformafteradisaster,andthosethatformbeforeadisastertypicallydosotoprepare

foraspecificdisaster.Afewnon-traditionalrelieforganizations,suchaschurches,maygetthe

chancetocompletesomeamountgeneraldisasterpreparation,whichtheyshouldspendbuilding

relationshipswithotherorganizations,bothtraditionalandgrassroots.Theserelationshipsbenefit

allpartiesaswellasthecommunityatlarge.

Grassrootsorganizationsthathaverelationshipswithothergrassrootsorganizationscan

providebettersupporttotheircommunityinadisaster.Theycanworkwithotherorganizationsto

coordinatethedeliveryofcriticalsuppliesthathavebeendonated,especiallyuniqueneedsthat

maynotbeavailableateveryreliefsite.Traditionalrelieforganizationsbenefitfromrelationships

withgrassrootsorganizationsduetothegrassrootsorganizations’proximitytothecommunitythat

mayonedaybehitbyadisaster.Havingarelationshipwithagrassrootsorganization,especially

onewithapermanentlocation,givesthetraditionalrelieforganizationsaccesstoreliefworkers

familiarwiththecommunityandalocationtostageanddistributereliefsupplies.Inexchange,the

grassrootsorganizationgetsaccesstothetraditionalorganization’sresourcesandcanensurethe

traditionalorganizationismeetingtheneedsoftheircommunity.

Beacon’sroleduringGeneralDisasterPreparationislimited.Beaconisprimarilymeantfor

managingdonationsduringadisaster,whichcannothappenuntiladisasterhasbeenpredictedor

hasoccurred.However,theteammanagingBeaconstillhasimportantworktododuringthisphase.

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Likemostcrowdsourcedapps,Beaconbenefitsfromnetworkeffects.Asmore

organizations,survivors,andvolunteersusetheapp,itprovidesbetterinformationtoeveryuser

andensuresmorepeoplegetthehelptheyneed.Toachievethesenetworkeffects,thepublicmust

beawareofBeacon.DuringGeneralDisasterPreparation,theteammanagingBeaconshouldbe

workingtopromotetheapp.Thiscouldincludeworkingwithlocal,state,andfederalemergency

managementofficestoincludeBeaconontheirlistsofitemstoincludeinadisasterpreparedness

kit.Itshouldalsoincludeparticipatingindisasterpreparednesseventsthatarehostedby

governmentandnon-governmentalorganizationstopromotetheapp.

MoregrassrootsorganizationscanparticipateinthePre-disasterPreparationportionofthe

Preparationphase.Inadditiontothestandinggrassrootsrelieforganizationswhichparticipatein

generaldisasterpreparation,somedisasterspecificorganizationsareformedpriortothedisaster

andgetthebenefitsofpre-disasterpreparation.

Thegrassrootsorganization’spre-disasterpreparationwilllookmuchlikethepreparations

donebytraditionalrelieforganizations,albeitonasmallerscale.Theorganizationwillbegin

collectingreliefsupplies,identifyinglocationstouseasdistributionsites,andrecruitingvolunteers.

Themajoritygrassrootsorganizationswillnothavepurchaseagreementswithsuppliers,soany

reliefsuppliestheycollectpriortothedisasterwilleitherbedonatedorpurchasedfromlocal

stores.

Additionally,grassrootsreliefworkerswilloftenliveanareaexpectedtobeimpactedby

thedisasterandmustpreparetobeimpactedthemselves.Theorganizationmayalsobeaffectedby

adisaster,sothepreparationphaseshouldincludepreparingtoreacttodamagedinfrastructure.

Whenthedisasterisexpectedtocauselarge-scalepoweroutages,theorganizationshouldhaveor

beabletoaccessageneratortopoweranycriticalitems.Theyshouldalsobepreparedfortheloss

ofpotablewaterforanextendedperiod,asthisoftenoccursfollowingsevereflooding.Finally,

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reliefworkersshouldbepreparedtostayatthereliefsiteformultipledays,asdamageto

infrastructuremaymakereturninghomedangerousorimpossible.

Beacon’sroleduringpre-disasterpreparationsistohelpgrassrootsorganizationsbegin

organizingtheirreliefefforts.Duringthisphase,organizationswillregisterwiththeapp,establish

reliefsites,registerinventoryofthesuppliestheyhave,andbeginrequestingdonations.While

InventoryManagementisnotatopictypicallydiscussedduringthepreparationphase,itisan

importanttopicfororganizationsusingBeacon.DuringtheImmediateResponsephase,anaccurate

inventorycountiscrucialtoensuresurvivorsareawareofwheretheycaneasilyaccesssupplies

andensurevolunteers’donationsareusedasefficientlyaspossible.So,determiningthecorrect

quantitiesofvarioussuppliesandensuringanaccuratecountisregisteredintheappiscriticalto

BeaconbeingsuccessfulfromthebeginningoftheImmediateResponsephase.

TherearemanywaysBeaconcouldbeimprovedinthePreparationphase.DuringGeneral

DisasterPreparation,itcouldofferwaysforgrassrootsorganizationstocommunicatewithother

organizations.Organizationsinthesamegeneralareacouldbuildanetworkwithoneanother

whichtheycanleverageduringadisaster,whilemoredistantorganizationscouldshareideas;

successes;andfailurestohelpthecommunityofgrassrootsDisasterRelief.Beaconcouldalso

partnerwithtraditionalrelieforganizationstoconnectthoseorganizationswiththegrassroots

organizations.ThiswouldhelpfacilitatetheconnectionsbetweenthetwogroupswhichI

recommendabove.

Beaconcouldalsobeimprovedtoutilizethefacilitylocationmodeldiscussedabove.A

grassrootsorganizationmayhavemultipleoptionsforlocatingareliefsite,withoutthemanpower

toutilizeeachlocation.Theappcouldasktheuserafewquestionsabouttheareaandthen

determinewhichlocationwillbemosteffectiveatprovidingrelief.Implementingthemodelcould

bedifficult,butwouldgreatlyimprovetheeffectivenessoftheapp.

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ImmediateRecovery

TheImmediateRecoveryphaseiswheremostgrassrootsorganizationsthrive.These

organizationsareoftenformedduringthisphase,withthesolegoalofassistinginthemanaging

anddistributionofreliefsupplies.Beaconisalsomostusefulhere,asitwasdesignedtoassistinthe

managementofdonationsandthedistributionofreliefsupplies.

Asdiscussedabove,DistributionandInventoryManagementarethemostimportantactions

thatoccurduringImmediateRecovery.Forgrassrootsrelieforganizations,InventoryManagement

isbyfarthemoreimportantofthese,assurvivorsusuallycometothereliefsiteforsupplies,rather

thanhavetheirsuppliesdelivered.However,distributionshouldstillbeconsideredbygrassroots

organizations,astheywillstillhavetodistributesuppliestosurvivorswhocometothereliefsite.

Distributionforthegrassrootsorganizationwilllookverydifferentfromdistributionfor

traditionalrelieforganizations.Whiletraditionalreliefgroupsoftendeliversuppliesdirectlyto

survivors,grassrootsreliefgroupsoftenrequiresurvivorscometothereliefsitetoaccessthe

suppliestheyhaveavailable.So,whiledistributionlogisticsforatraditionalrelieforganizationis

focusedonrouteplanning,agrassrootsorganizationshouldbefocusedonthelayoutoftherelief

site.Aproperlayoutwillensuresurvivorscollectingsupplieswillquicklyflowthroughtheprocess

ofpickingupsupplies,allowingthemostsurvivorstoreceivethesuppliestheyneed.Agoodlayout

willalsohelpreliefworkersquicklylocatesuppliesandidentifywhatsuppliesareneeded,which

helpstheInventoryManagementworkdiscussedbelow.

Beacon’sroleindistributioniscommunicatingthelocationofreliefsitestosurvivors.As

survivorsmusttraveltoagrassrootsreliefsitetogettheaidthatsitehas,theyneedasmuch

informationaboutthelocationofreliefsitesandthesuppliesthosesiteshaveavailable.This

communicationcantakeplaceviasocialmedia,butBeaconoffersasignificantimprovementonthe

informationavailabletosurvivors.Whilesocialmediapostsusuallyonlyidentifythelocationofa

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reliefsite,Beaconallowssurvivorstosearcharadiustheydefineforthesuppliestheyneed.This

allowsthesurvivortobesurethesitetheygotohaswhattheyneed,withoutwastingtime

travellingtositesthatmightnothavethenecessarysupplies.

InventoryManagementistheothermajortaskinImmediateRecovery.Liketraditional

relieforganizations,grassrootsorganizationsmusttrackwhatsuppliestheyhave,whatsupplies

theyneed,andhowtohandleunusabledonations.Trackingthesuppliestheyhaveavailableis

perhapsthebiggestchallengeforagrassrootsorganization,astheyoftenhavenoexperience

managinginventories.Withoutsoftwaretoassistintracking,theseorganizationsshouldattemptto

tracksuppliesascloselyaspossibleinsomewrittenform.Anorganizedlayoutofthereliefsitecan

assistwiththistypeoftracking,asitallowsreliefworkerstovisuallyidentifytheinventorylevels

ofvariousitems.

Thelabelingproblemdiscussedaboveexacerbatesthisproblem,assimilaritemswithvery

differentpackagingcouldcauseextra,unneededcategoriestobecreated.Theseextracategories

resultinmoreworkforindividualsattemptingtotrackinventoryandcreateamorecomplicated

layoutthatmakesvisualinventorytrackingachallenge.Asaresult,organizationswiththe

appropriatemanpowershouldbesuretolabeleveryitemtheycarryininventorytoensureeach

itemisincludedinthepropercategory.

InventoryManagementisBeacon’smostimportantrole.Beaconprovidesgrassroots

organizationswiththeresourcestheyneedtoproperlyhandlecurrentinventoriesandrequest

donations.Beaconallowsorganizationstoentertheirinitialinventoriesandcontinuetotrackthe

inflowandoutflowofsuppliesfromthatinitialvalue.Thiswillallowtheorganizationtoidentifythe

itemsandquantitiestheyneedatvarioustimes,whichtheycanrequestfromvolunteersintheapp.

Therequestsystemalsohelpsreduceunusableorexcessdonations,asvolunteerswillbemade

awareofwhatsuppliesareliefsiteneeds.

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BeaconalsohelpsfillthegapsidentifiedintheUnitedNation’sLogisticsSupportSystem.As

discussedabove,LSSisasystemdesignedtofacilitatethesharingofresourcesbetweenrelief

organizations.However,onlyselecttraditionalrelieforganizationshavebeengivenaccesstoLSS,

meaningthesystemcannothaveanaccuratelistingofallsuppliesavailableinthearea.An

unknownbutsignificantpercentageofreliefsuppliesareprovidedbygroupsthatdonot

participateinLSS,sotheirsuppliesarenotincludedinthesystem.AsBeaconisavailabletoall

organizations,itcanhaveamorecompletelistingofthesuppliesinthearea.Itcanbeimprovedto

betterfacilitatecoordinationbetweenorganizationsandultimatelyshouldbelinkedwithLSSand

othergovernmentsystemstomaximizethesharingofinformation.

BeaconcanbeimprovedtomakeitmoreeffectiveduringtheImmediateRecoveryphase.

Currently,Beacononlyoffersaplatformforrecordinginventoryandcommunicatingwhatrelief

suppliesareneededtovolunteers.However,amoreeffectivesystemwouldassistrelief

organizationsindeterminingtheappropriatequantitiesofsuppliestorequesttoreducetheholding

costsrelatedwiththosesuppliesandpreventhavinglargequantitiesofunusedsuppliesoncethe

disasterisover.BeaconcouldimplementamodifiedversionofBeamonandKotleba’sInventory

Managementmodeldiscussedabovetohelpcalculatethecorrectquantitiestorequestfrom

volunteers.Themodelwouldhavetobeadaptedtohandletheuncertaintiesthatcomewith

donationdrivenorderfulfillment.Bothstandardandemergencyleadtimeswouldbeuncertainand

volunteersmaydeliverthewrongquantityorfailtomeettheircommitmentaltogether.However,

includingthemodelwouldimproveinventorylevelsandhelpreducetheamountofunused

suppliesattheendofadisaster,whilemaintainingahighserviceleveltosurvivors.

Beaconcouldalsodoabetterjobofsolvingthecoordinationproblemdiscussedabove.The

currentdesignoffersnowayforrelieforganizationstorequestortransfersuppliesbetween

organizations.Beaconcouldprovideatoolintheappthatwouldfacilitatethetransferofsupplies

betweenrelieforganizations.Thissectionoftheappwouldalloworganizationstoposttheirexcess

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suppliesforotherorganizationstoclaim,andorganizationswouldgotothissectionoftheappto

lookforsuppliesbeforerequestingthemfromvolunteers.Theappcouldthenprovideeach

organization’scontactinformationtotheotherorganizationtofacilitatethetransfer.Thisfeature

wouldgreatlyimproveBeacon’seffectiveness,asitwouldhelpsmoothoutunreliablesupplyfrom

donationsthroughmorereliabletransfersbetweenrelieforganizations.

Reconstruction

Whilenotgenerallytheirprimarypurpose,grassrootsrelieforganizationsareoftenmore

involvedwithReconstructionthantraditionalrelieforganizations.Grassrootsreliefgroupsare

oftenactivemembersofthecommunitywhohaveavestedinterestintherecoveryofthe

community.Whiletraditionalreliefgroupsdesiretoassistfullyinreconstruction,theirlimited

resourcesoftenrequiretheymoveontothenextdisasterbeforefullrecoveryisachieved.Asa

result,thegrassrootsorganizationsfrequentlyprovidethemostassistancetosurvivorsinthe

reconstructionphase.

Grassrootsorganizationsalsohavemoretopicstoconsiderthanthetraditionalrelief

organization.Inadditiontomanagingwasteandexcesssupplies,grassrootsorganizationsoften

needtomanagereconstructionprojectsandvolunteers.Grassrootsorganizationsareoftenthe

frontlineoftheclean-upofprivatepropertyafteranaturaldisaster.Thisincludesdebrisremoval

followingahurricaneortornadoand“mud-outs”followingaflood.Muchofthisworkissimple

manuallabor,whichagroupofvolunteerscancompletewithminimaltraining.

Managingagrassrootsreliefprojectduringreconstructionlooksverysimilartotraditional

projectmanagement.Therelieforganizationneedstoplantimelinesfortheproject,determinethe

resourcestheyneed,andmanagethevolunteersworkingontheproject.Whilesomegrassroots

organizationsmayhaveaccesstoindividualswithprojectmanagementexperience,manywillnot.

Assuch,grassrootsorganizationsshouldaimtokeepreconstructionprojectsassimpleaspossible

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andlimitwhattheyoffertodoforasurvivor.Theyshouldaimtoselectprojectsthatdonotneed

specializedskillsnotpossessedbyvolunteers,asattemptingtocompleteprojectswithoutthe

requisiteskillcouldleavethesurvivorinaworsepositionthanwhentheprojectstarted.

ManagingvolunteersisimportantinboththeImmediateRecoveryandReconstruction

phases,butisonlyaprimarytaskforrelieforganizationsduringtheReconstructionphase.During

Reconstruction,therelieforganizationmustensuretheyhavetheappropriatequantitiesof

volunteerswiththerequisiteskillsfortheprojectstheyhaveselected.Theymustalsoensurethe

volunteersareproperlytrainedinanysafetyprocedurespertinenttotheproject.Manyofthe

clean-upprojectsrelieforganizationsareinvolvedwithposehealthorsafetyhazardstoomtrained

volunteers.Propertrainingontheprecautionstotakeandthesymptomstolookforcanreducethe

riskofinjuryorsicknesstovolunteers.

Beaconoffersapowerfultoolfortherecruitmentandschedulingofvolunteers,butlacks

projectmanagementfunctionalitythatwouldgreatlybenefitrelieforganizations.Beacon’s

volunteerrecruitmentsectionfunctionssimilarlytothedonationssection.Relieforganizationswill

beabletopostthetimeandlocationofaprojectandthenumberofvolunteerstheyneed.Theywill

alsobeabletopostrestrictionsandrequirementsforvolunteers,whichthevolunteershould

ensuretheymeet.Volunteerswillbeabletosearchapredefinedradiusandtheiravailabletimesfor

aproject,andcommittohelpingprojectstheyselect.

BeaconcoulddomoretoassistintheprojectmanagementaspectsoftheReconstruction

phase.Ratherthanestablishingprojectsjustformanagingvolunteers,itcouldofferanarrayof

toolsforeachproject.Thisfunctioncouldalsogiverelieforganizationsawaytomanagetimelines

andresources.Thetimelinesectionwouldhelporganizersdeterminehowlongtheentireproject

willtakeandidentifythecriticalstepsoftheproject.Theresourcemanagementsectioncouldbe

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combinedwiththedonationandvolunteerrequestfunctionstoallowtherelieforganizationtofind

specializedtoolsandvolunteersforprojectsthatneedthem.

Forprojectsrequiringmoreintensework,Beaconwilleventuallyofferwaystoconnect

survivorswithvariousserviceproviders.Inourlong-termbusinessplan,Beaconwillsell

advertisementswithintheapptorelevantlocalserviceproviders.Muchoftheworkinthe

reconstructionphaserequiresprofessionalwork,suchastreeremoval,electricalwork,or

plumbing.Theseadvertisementswillassistsurvivorsinidentifyingandcontactingtheservice

providerstheyneedtohelpthemcompleterepairstotheirhome.Theadswillalsohelpfundthe

managementofBeaconandtheadditionoftheimprovementsrecommendedinthispaperand

elsewhere.

Finally,Beaconcouldbeimprovedtohandleunusedreliefsuppliesonceadisasterisover.

Theprimarywaythiswilloccurisbytransferringsuppliestoreliefsitesinotherdisasterareas.

Whilesuchatransfermaynotbeimmediatelyavailable,itwilltypicallybepossiblewithinan

acceptablespanoftime.Asthenumberofdisasterseachyearcontinuestorise,thetimebetween

disastersisdecreasing,makingthesetransfersmorelikelytooccur.Beaconcouldalsohelpconnect

relieforganizationswithlocalfoodpantries,wheretheycoulddonatetheirunusedsuppliesaswell.

Conclusion

HumanitarianLogisticsprovidesabeneficialmodelforgrassrootsorganizationsand

Beacon.GrassrootsorganizationsbenefitfromapplyingmodelsinHumanitarianLogistics,even

whenthosemodelsarenotdesignedforgrassrootsrelief.Beaconisapowerfultooltoassist

grassrootsorganizationsinapplyingtheconceptsofHumanitarianLogistics,especiallyconcerning

theInventoryManagementofreliefsuppliesanddistributingthosesuppliestosurvivors.

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ImprovementstoBeaconarenecessary,however,toprovidethegreatestbenefitstoitsusers.Users

wouldbenefitfromtheadditionofprojectmanagementtools,toolsforcommunicationbetween

organizations,andtheinclusionofspecificmodelstoimproveefficiencyforrelieforganizations.

Withtheseimprovements,BeaconhasthepotentialtobecomeacriticaltoolinDisasterRelief.

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ReferencesAltay,Nezih,andWalterG.GreenIII.2005."OR/MSresearchindisasteroperationsmanagement."

EuropeanJournalofOperationalResearch175:475-493.

Apte,Aruna.2010."HumanitarianLogistics:ANewFieldofResearchandAction."FOundationsandTrendsinTechnology,InformationandOperationsManagement1-100.

Bacon,John.2015.AfterthefloodsinS.C.:Sunshines,butdevastationremains.October6.AccessedMarch12,2017.http://www.usatoday.com/story/weather/2015/10/06/after-flood-sunshine-devastating-damage-south-carolina/73436200/.

Balcik,B.,andB.M.Beamon.2008."Facilitylocationinhumanitarianrelief."InternationalJournalofLogisticsResearchandApplications11(2):101-121.

Balcik,Burcu,BenitaM.Beamon,andKarenSmilowitz.2008."LastMileDistributioninHumanitarianRelief."JournalofIntelligentTransportationSystems12(2):51-63.

Beamon,BenitaM.,andStephenA.Kotleba.2006."Inventorymodellingforcomplexemergenciesinhumanitarianreliefoperations."InternationalJournalofLogisticsResearchandApplications9(1):1-18.

Brown,Charlotte,MikeMilke,andEricaSevilla.2011."Disasterwastemanagement:Areviewarticle."WasteManagement31:1085-1098.

Burris,Roddie.2015.SCfloods'damage:$12billion,economistssay.December1.AccessedMarch12,2017.http://www.thestate.com/news/local/article47471060.html.

Çelik,Melih,ÖzlemErgun,BenJohnson,PinarKeskinocak,ÁlvaroLorca,PelinPekgün,andJulieSwann.2012."HumanitarianLogistics."TutorialsinOperationsResearch18-49.

Cheney,Jim.2014.VisitingCentralia:Pennsylvania'sToxicGhostTown.August04.AccessedMarch23,2017.http://uncoveringpa.com/visiting-centralia.

Feaster,Toby,JohnShelton,andVicHines.2015.FloodsinSouthCarolinaSet17USGSStreamgageRecords.October22.AccessedMarch12,2017.https://www2.usgs.gov/newsroom/article.asp?ID=4366.

Fretwell,Sammy.2015.BettercoordinationsoughtafterdamsbreakinSCflood.October31.AccessedMarch1,2017.http://www.thestate.com/news/local/article42096669.html.

Gray,Patrick.2002.TheHumanConsequencesoftheChernobylNuclearAccident.UNReport,NewYork:UNDPandUNICEF.

Gustavsson,Lars.2003."Humanitarianlogistics:contextandchallenges."ForcedMigrationReview18:6-8.

Kovács,Gyongyi,andKarenM.Spens.2007."Humanitarianlogisticsindisasterreliefoperations."InternationalJournalofPhysicalDistribution&LogisticsManagement37(2):99-114.

LeBlanc,Clif.2015.Flooddeath:WomandieswhenSUVwashesofColumbiastreet.October4.AccessedMarch1,2017.

Page 38: Humanitarian Logistics for Grassroots Disaster Relief

37

Long,Douglas.1997."EngineeringontheRun."IIESolutions,June:26-29.

Martinez,Victor.2015."LogisticsSupportSystem."WorldHealthOrganization.December10.AccessedMarch22,2017.apps.who.int/entity/medicines/areas/policy/IPC2015_LSS_SUMA_Exp_Iraq.ppt.

Marusak,Hoe.2015.I-95reopensinSouthCarolina,afterfloodscloseda74-milestretch.October13.AccessedMarch12,2017.http://www.charlotteobserver.com/news/local/article38910681.html.

Murray,Sarah.2005."Howtodeliveronthepromises."FinancialTimes.January6.AccessedMarch22,2017.https://www.ft.com/content/79ae9810-6012-11d9-bd2f-00000e2511c8.

NOAA.2016.U.S.Billion-DollarWeather&ClimateDisasters1980-2016.AccessedMarch12,2017.https://www.ncdc.noaa.gov/billions/events.pdf.

NWS-Charleston.2015.HistoricFlooding-October1-5,2015.October28.AccessedMarch1,2017.http://www.weather.gov/chs/HistoricFlooding-Oct2015.

NWS-Columbia.2015.HistoricRainfallandFloodingOctober2015.October.AccessedMarch1,2017.http://www.weather.gov/cae/HistoricFloodingOct2015.html.

Salmerón,Javier,andArunaApte.2010."StochasticOptimizationforNaturalDisasterAssetPrepositioning."ProductionandOperationsManagement19(5):561-574.

SCEMD.2015.October,2015StatewideFloodingIncident.October23.AccessedMarch13,2017.http://www.scemd.org/component/content/article/21-home-page/public-information/219-severe-flooding.

SouthCarolinaElectric&Gas.2015.SCE&GNewsroom.October4.AccessedApril1,2017.https://m.sceg.com/newsroom/2015/10/04/sce-g-reminds-customers-to-be-safe-during-severe-weather.

Thomas,Anisya,andMitsukoMizushima.2005."LogisticsTraining:necessityorluxury?"ForcedMigrationReview22(1):60-61.