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Warehouse in Today’s Business and Benefits of Simulation in Warehousing Tuyet Tran Bachelor’s thesis February 2018 Technology, communication and transport Degree Programme in Logistics Engineering

Warehouse in Today’s Business and Benefits of Simulation ...2 Warehouse In General 2.1 The Importance of Warehouse Although warehouse often being under-evaluated as just a place

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Page 1: Warehouse in Today’s Business and Benefits of Simulation ...2 Warehouse In General 2.1 The Importance of Warehouse Although warehouse often being under-evaluated as just a place

WarehouseinToday’sBusinessandBenefitsofSimulationinWarehousingTuyetTranBachelor’sthesisFebruary2018Technology,communicationandtransportDegreeProgrammeinLogisticsEngineering

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Description

Author(s)Tran,TuyetThi

TypeofpublicationBachelor’sthesis

DateFebruary2018

Languageofpublication:English

Numberofpages54

Permissionforwebpubli-cation:x

TitleofpublicationWarehouseinToday’sBusinessandBenefitsofSimulationinWarehousing

DegreeprogrammeLogisticsEngineering

Supervisor(s)Lähdevaara,HannuEnsAssignedbyLähdevaara,HannuEnsAbstract

Warehousingisanindispensablepartformostofbusinessorganizations,althoughitsexist-enceseemstobethreatenbymanymodernbusinessconcepts.Insteadofregardingware-housingasaredundantoperationthatcannotbeeliminated,moreeffortshouldbeputinadaptingthewarehouse-functiontofitintoorganization’sneed,aswellasimprovingitsperformance.

Theobjectivesofthethesisare(a)toprovideessentialknowledgeandusefulremarksre-latedtotoday’swarehousing;and(b)toattestthesignificanceofhowsimulationtechnol-ogycanbeusedtosupportimprovingthewarehouse’sperformance.

Thestudyofwarehouse’stopicswascarriedusingdeskresearchmethod.Informationwascollectedfromdifferentauthenticsources,subsequently,beevaluatedandfurtherex-plored.Intermofsimulation,amodelusedinsupportdesigningtheoptimalwarehouseforanimaginarycasewouldbeconstructedstep-by-step.Acomputer-basedsoftwarecalledEnterpriseDynamic9wasemployedasplatformtobuildthesimulationmodel.

Asaresult,thebenefits,reliabilityandsuitabilityofreplicatedmodelareclearlydemon-strated.Thegeneratedreportsfromsimulationrunsprovidedappreciablyusefulinfor-mationforthetaskofidentifyingproblemsassociatedwitheachactivitywithintheware-house.Naturally,themodelcancontinuetobeusedasverifyingtoolalongtheameliora-tionprocessforthewarehouseinillustrativecase,e.g.,totestanyintendedchangingorsolutioninpriortoimplementation.

Keywords/tags(subjects)warehousemanagement,optimalwarehouse,simulationmodel,improveperformanceMiscellaneous

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1Contents

1 Introduction....................................................................................................4

1.1 StudyContext.............................................................................................4

1.2 StudyGoal..................................................................................................5

1.3 StudyMethod.............................................................................................5

1.3.1 EmployedMethods................................................................................5

1.3.2 DiscussionofMethods...........................................................................5

2 WarehouseInGeneral....................................................................................6

2.1 TheImportanceofWarehouse...................................................................6

2.2 Warehouse’sActivities...............................................................................8

2.2.1 ReceivingandUnloading.......................................................................9

2.2.2 Cross-docking.......................................................................................10

2.2.3 Put-away..............................................................................................10

2.2.4 Picking..................................................................................................12

2.2.5 Sortation..............................................................................................16

2.2.6 Packaging.............................................................................................18

2.2.7 LoadingandShipping...........................................................................19

2.2.8 CycleCounting.....................................................................................21

2.2.9 Replenishment.....................................................................................23

2.2.10 QualityConservationandLossPrevention..........................................24

2.2.11 HandlingReturns.................................................................................25

2.3 WarehousePerformanceMeasurement..................................................26

2.4 DesigningWarehouseLayout...................................................................28

2.5 SupportiveTechnologiesandAutomaticScale........................................30

3 TheoreticalBasesOfSimulation.....................................................................31

3.1 Simulation.................................................................................................31

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3.2 PoissonDistributionPois(𝜆)....................................................................32

3.3 ExponentialDistributionExp(𝜆)..............................................................33

3.4 QueuingTheory........................................................................................33

4 SimulationInWarehousing............................................................................34

4.1 MotivationofUsingSimulationinWarehousing......................................34

4.2 ComputerSoftwareforSimulation..........................................................35

4.3 AnIllustrativeCase...................................................................................36

4.3.1 Case-ScenarioandProgramme-Setup.................................................36

4.3.2 SimulationResultsandSuggestedActions..........................................38

4.4 Conclusion................................................................................................43

References............................................................................................................45

Appendices...........................................................................................................48

Appendix1. U-shapelayout(adaptedfromFrazelle2002,187)....................48

Appendix2. Straight-thrulayout(adaptedfromFrazelle2002,188).............48

Appendix3. Modular-spinelayout(adaptedfromFrazelle2002,189)..........49

Appendix4. Multistorylayout(adaptedfromFrazelle2002,190).................49

Appendix5. Actualconnectionsofobjectsintheprogramme.......................50

Appendix6. Capacityofwaitinglines.............................................................50

Appendix7. Data-setupforthearrivingofregularshipment.........................51

Appendix8. Data-setupforreceivingdocks’queue.......................................52

Appendix9. Data-setupforcross-dockingfunction........................................53

Appendix10. Truckonlydepartafterhaving40ordersloaded.....................54

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Figures

Figure1.Warehousetypesandtheirconnection(adaptedfromFrazelle2002,10)....8

Figure2.Initialsketchofwarehouselayout...............................................................36

Figure3.Simulationrecordedresult:utilizationlevelofindividualfunction.............39

Tables

Table1.KPIsusedinwarehousingassessment(adaptedfromFrazelle2002,57).....28

Table2.Probabilitythatkdevice(s)canbefixedin1hour........................................33

Table3.Probabilitiesthatxhour(s)isrequiredtorepairadevice.............................33

Table4.Performanceratecorrespondingtoinitialproposition.................................37

Table5.Simulationrecordedresult:processingofproducts(ororders)....................39

Table6.Simulationreportofqueues’status..............................................................40

Table7.Warehouse’sinitialproposition:ImperfectionsandSolutions.....................41

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1 Introduction

1.1 StudyContext

Thetoday’sbusinessisgettingobsessedwithoperationalefficiencyandresources

utilization.Underthatpressure,warehousing,alongwithotherlogisticalsegments,is

forcedtocontinuousimprovement:loweroperatingcost,shorterleadtimeand

higherreliability.Otherwise,itwillinevitablebecomingatargetofeliminationorat

leastminimization.Toabletosatisfythoseexpectations,managersnotonlybeobli-

gatedtoconstantlyupdatetheirwarehousing-knowledges,butalsoneedacom-

puter-basedapplicationthatcanassisttheminquicklydeterminingoptimalsolution

foreachwarehousingtask,aswellaseasilycopingwiththerapidchangeofopera-

tional-related-factors.

Fordecades,scientificexpertshaveregardedsimulationtechnologyasthemostout-

standinghigh-techtool,amarvellouskeyfornumerous“lockedbarriers”thatarise

duringtheoperationinvariousfields;fromhealthcare,media,business,tomilitary

industry.Nonetheless,plentyaspectsofsimulationarenotwellunderstoodbyma-

jorityofregularbusinessmen:itsefficiencyissuspected,itscostisover-estimated,

anditspathwayfrominitialapproachtofinalimplementationisstillamysteriousto

manyworkers.

Considertheaboveindicatedissues,inthisthesis,theauthorintendstointroduce

anddiscussabouttheusageofsimulationinwarehousingatentry-level.Suchthat

readerswithno-prior-knowledgeofsimulationcangettoknowaboutit.Inaddition,

allthewarehousing-related-concernwillbestudiedmeticulously:mainfactorsthat

affectperformanceofeachtask;theimportanceofharmoniouscooperationbe-

tweendifferentfunctionareas;howandinwhichwayoperationalefficiencyofindi-

vidualactivityimpactontheoverallwarehousingsystem;etc.

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1.2 StudyGoal

Thethesis’sprimeobjectivesaretoprovidereadersthemostessentialknowledges

andusefulremarksrelatedtowarehousing;andtoattestthesignificanceofhowsim-

ulationcanbeusedtosupportimprovingwarehouse’sperformance.Forafiner

demonstration,asupportivemodelusedintesting,correcting,andoptimizingthe

operationswithinawarehousewillbebuiltandanalysedstep-by-step.Certainly,the

warehousing’skeytopicswillbedeterminedandpresented.Withtheforthcoming

providedinformation,theauthorexpectsthisthesistobecomeausefulsourcefor

readers,whointerestinthewarehousingfield;aswellasworkers,whoareappealto

creatinganoptimaldistributioncentreorreconstructingtheexistingoneforbetter

productivity.

1.3 StudyMethod

1.3.1 EmployedMethods

Thestudyisconductedbyusingdeskresearch(secondaryresearch)andconstructive

method(designscienceresearch).Thewarehousefundamentalactivities;theirprin-

ciplesofoperation;thecontemporarystandardofmeasurements;aswellasother

relatedmatterswillbecollectedfromdifferentauthenticsourcesandsubsequently

beexaminedforfurtherexploration.

Intermofsimulation,anillustrativemodelwillbeconstructed,analysedandevalu-

atedusingassociatedorcorrelativemathematicalconcepts.Inadvance,thescientific

basesofsimulationwillbepresentedtosupportreadersincapturingthetechnology.

Naturally,attheend,thosekindsofcertifiedknowledgewillhelpprovingthevital

roleofsimulationinwarehousingwithoutlosinganycredibility.

1.3.2 DiscussionofMethods

Deskresearchisamethodfortheinsightstudyofasubjectorfield;carryingbyac-

cessandevaluatethepreviousfindingsofotherresearchers(Travis2016).The

methodallowsonetorapidlyapproachawiderangeofavailableinformation,freely

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comparingthembeforeselectthemostsignificant,applicableandtrustworthydis-

quisitions.Secondaryresearchisthebestchoicewhenthefieldorscaleofstudyis

large,suchthatitistootime-consuming,difficultorcostlytoconducttheactualex-

perimentstolearnaboutthesubject(i.e.,primaryresearch).Nonetheless,Prescott

(2008)warningthattheanteriorresearchcanbeoflowqualityoroutdated.There-

fore,itiscrucialtotakenecessarystepstoappraisethereliabilityandvalidityofoth-

ers’research-papersinpriortoreferring.(ibid.)

Designscienceresearchisamethodusedindesigninganddevelopingsolutionsfor

thetargetofimprovingperformanceofexistingsystems(Dreshch,Lacerda,&An-

tunes2015,56).Pasian(2015)claimsthatthemethodisaboutproducingasystem,

whichbottomofheartisbasingonacademictheories,tosolvepracticalproblems.

Thereby,thestudytechniquehelpsreducesignificantlythegapbetweenacademic

conceptsandreal-lifepractice.(ibid.,95-96.)

Themostinitialandfundamentalrequirementforonetosuccessfullycarryingacon-

structiveresearchismustfullycomprehendthesituationofproblems,aswellasthe

setofpertinenttheoreticalbasesthatcontributetobuildthesolution.Ingeneral,de-

signscienceresearchobeyingtheabductivelogicofreasoningthatinvolvingbothin-

ductiveanddeductiveargumentations.Whiledeductivelogicisemployedasaca-

demictheoriesbeingappliedtoacircumstantialeventorprocess;statingthegeneral

conclusionaboutapplicabilityofresultsfromexaminedsituationsrequirestheuseof

inductivelogic.(ibid.,97-98.)

2 WarehouseInGeneral

2.1 TheImportanceofWarehouse

Althoughwarehouseoftenbeingunder-evaluatedasjustaplacetostoringgoods

anditsexistenceseemstobethreatenbymanymodernbusinessconcepts,suchas

integratedstrategy,just-in-timetechniqueorleanmethod.Frazelle(2002,9)stated

thatthesupplychaincollaboration,frominitialmanufacturingpointtofinalconsum-

ingmark,willneverreachtheoptimumlevel,wheretheusageofwarehousingbeen-

tirelyterminated.Asamatteroffact,warehousingprovidesaback-upsolutionto

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dealwithunexpectedproblemsariseinthebusinessworldthatfulloferrors:human

mistakes,machineryfaults,aswellasnaturaldisasters.Forinstance,thestockedma-

terialscanserveasquicklycompensationforunusualshortageoccuralongthepro-

ductionlines.

Basedonitsfunctionsorpurposes,Frazelle(2002)classifiedwarehousinginto7cate-

gories:

o Rawmaterialandcomponentinventory:materialsbeforth-preparedforfuture

requestsfrommanufacturingorassemblingchains.

o Work-in-process warehouse: temporary accommodate unfinished products

whentheyarewaitingfortheirturnoftransferringtodifferentstages.

o Finished-goodsrepository:isaimedtocoverforanypotentialshortagesorre-

solvecontradictionsbetweencustomerdemandandproductionschedule.

o Distributioncentre: isplacewhereproducts fromassociatedsourcespassed

by,optionallybesplitormixedbeforeshippingtocustomers.

o Fulfilmentcentre:providesdispensationservicetoindividualcustomerswith

smallerorders.

o Local warehouse: insures quickly-response to clients’ desire, as responsible

areaismoreconcentrated.

o Value-addedservicewarehouse:iswhereproductshavingcustomizedpackag-

ingorbeingappendedwithextradetails,suchaslabel,trademark,pricetag.

Usually,reversedordersarealsoprocessedhere.(ibid.,9-10.)

Thesebranchesconnectcloselywithoneanotherandformafull-setofwarehousing

network,whichisillustratedinthefigurebelow:

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Figure1.Warehousetypesandtheirconnection(adaptedfromFrazelle2002,10)

Comprehensibly,inextensivescale,warehousingbenefitstheorganizationbyvarious

means.Forexample,thestockingofmaterials(products)frommassorseasonalpur-

chasing(manufacturing)cansupportobtainingtheeconomiesofscale.Withthesim-

ilarmanner,theemployingoflocalstorageandvalue-addedwarehousecanrespec-

tivelyhelpreducetheprocessingtimeandimprovethecustomer-service-quality.Be-

sides,onsomeoccasion,foodandbeverageproductionsrequiretoholdunfinished

goodsatfermentationstageinnecessaryamountoftime;thismakeinventorybe

oneofthecompulsorysteps.Andassuredly,therearemanymoreutilitiestoname.

2.2 Warehouse’sActivities

Despiteofbeingregardedasoneofthemostcomplexworkingenvironmentsthatin-

cludesmultifariousconstituentfunctions,warehousingoperationcomplieswitha

certainsetoflogicalprinciples.Inmostcases,tasksmustbearrangedinatreepat-

ternandthefailureofanyactivitywillundoubtedlyaffecttheothers,throughdirect

orindirectmanner.Therefore,itiscrucialtohaveagoodoperationalplan,whichwill

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helpminimizethenumberoferrors,oratleastpreventmistakesfromfurtherex-

panding(e.g.,byearlierdetection).Thefollowingtextwillpresentthewarehouse’s

activitiesincorrespondingwithnormalmovementofgoodswithinadistributioncen-

tre;sothatreaderscaneasilyperceivetheirconnectionaswellastheirindividual

contribution.

2.2.1 ReceivingandUnloading

Priortothearrivingofanytruckatinboundarea,theassociatedcarriermustbooka

scheduleandinformwarehousemanageraboutallinformationrelatedtotheship-

ment.Baseonthevalue,property,andhandlingunitofgoods,themanagerwillde-

termineanappropriateinspectionprocedure,unloadingmethod,timerequiredfor

thejob.Andassignaplaceforitinasuitabledockthatresponsiblebycertainnum-

berofoperators,withspecifictypesofforkliftvehicleandequipment.Forexamples,

goodsofhighvaluewillbeallocatedtothemostsecuredspot;easydamagedprod-

uctsshouldbeinspectedthoroughly;dedicatedforklifttruckandextraequipmentof-

tenusedtosupporttheunloadingofheavyorpalletizedcommodity;andsoon.

Oncethetimeisset,itisessentialtoassurethattruckdriverssticktighttothetime-

tableandreachthestationontime,becausethenumberofdocksateachwarehouse

islimitedandtheyusuallyinreservedstate.Furthermore,thehandlingtasksmustbe

designedsothatitwillflowassmoothaspossible.

Ingeneral,theworkofinboundteamincludes:comparingthequalityandquantityof

arrivingitemsagainstinformationindicatedinpurchaseorders;unloading;andtag-

ginggoodsbyproperunit(ifapplicable).Alsoatthispoint,theteamleaderaddresses

allrelatedmatters,suchasdamagedormissingofproducts,incautiouscovering

methods,latedeliverytime,alongwithanyotherdiscoveredissues;andhaveitveri-

fiedbythecarriermen.Oncethereceivingprocessfinishedandshippingdocument

collected,anoperatorisassignedtoregisterallinvolveddatatothecompanyinter-

nalinformationsystem;sothat,otherconcerneddepartments(e.g.,purchasing,fi-

nanceorproduction)beimmediatelyinformedaboutthearrivingshipmentsaswell

asanyariseproblems.

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2.2.2 Cross-docking

Inwarehousingcontext,thetermcross-dockingreferstotheprocessofdirectly

pushingcommodityfrominboundentrancetooutboundarea;whereitoptionalbe

breakingintosmallerpieces,combiningwithothertypesofproduct,consolidating

andlabellingbeforebeingshippedaway.Asthispracticerarelyinvolvestheinspec-

tionprocedure,subjectedgoodsmustbeoriginatedfromtrustworthysources.Ac-

cordingtoDelBovo(2011),itisfavourableappliedtolow-touch,durablegoodswith

high-volumeandrestrictednumberofstock-keeping-units(SKUs),nevertheless,per-

ishableorconditionalcontrolledproductsarehavingmoreandmoredemandonthis

method.

Itiseasytorecognizethatcross-dockingbringsmanybenefitstotheoperationoflo-

gistics:shortenorder’sleadtime,eliminateinventorycost,reducetransportation

costaswellaslabourcostthroughintegrationandbetterresourceutilization.Yet,it

isquitechallengingtohavetheconceptsetupandoperateefficiently.Regardingto

theplanningphase,DelBovo(2011)havelisted2mainconcerns:designingthefacil-

ity,sothatthereisenoughreservedspaceforthemovementofgoodsandhandling

equipment;andestablishingacompetentmetrical-baseforthemerchandise-selec-

tion,sinceonlyseveralranksofproductareeconomicallyfitwith“crossing”function.

Usually,becausethecross-dockingareahasno“back-up”spaceforshipmentstolin-

geraround;itisnecessarytoobtainaneffectivecommunicationsystembetweendis-

tributioncentreandcustomer,carrier,aswellassupplier,tosecurethatmaterials

willarriveandshippingtruckswillbereadyattherightplace,intherighttime,with

therightamountandcategory.

2.2.3 Put-away

Shipmentthatnotplannedforcross-docking,afterundergoingthereceivingprocess,

issuggestedbyVitasek(2007)tobeput-awaytoitsstored-placeonthesameday,

otherwise,itcanleadtospacecongestion,productdamaging,aswellashindering

theflowofsubsequentprocesses.Sunol(2017)describeditsmainobjectiveasapro-

cessoftranslocatinggoodstothemostoptimumstoragespot,andlistedindetailits

coreresponsibilities:

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o Maximizingthespaceutilization.Startfromcollectingtheconsistentandaccu-

ratedataofproducts;whichincludethetype,size,height,weight,andtheir

receiving-shippingfrequencywithassociatedvolume.Itisrecommendedtoau-

tomateasmuchaspossible thegatheringwork, so that thecollected infor-

mationisreliableforlateranalysinganddecisionmaking.

o Quicklyandefficientlyinstoringgoods.Thisshouldbeguaranteedbyawell-

preparedandfocusing-on-detailsplan,withaclosely-monitoredimplementa-

tionstage.

o Stockingproductsareeasytotrack,findandretrieve.Thefavourablewayis

mixing the use of fixed and dynamic locating.When the first method help

speed-uptheprocessasoperatorsmemorizepositionofitems;thelatterone

offerflexibility,especiallyanadvantageinhandlingseasonalproducts.

o Minimizingtheoveralltraveldistanceby2means.Thefirstapproachisdeter-

miningtheshortestpathwayofproductsfrominboundareatotheirassigned

place;aswellasoptimizetheallocationofeachproducttype,basedonitsor-

derfrequencyandvolume,sothatthetotalmovementwithinthewarehouse

isas smallest.Thesecondone iseliminate theunnecessary-moving through

fullymonitoringtheavailabilityandcapacityofwarehousespace.Thiscanbe

obtainedbyusingradio-frequency-identification(RFID)fortheautomaticre-

cordingandreal-timedisseminationofspace’susagestatus.Or,byusingbar-

codescannerandbinlocationtocontroltheconditionofeveryindividualspot,

nonetheless,theefficiencyisheavyrelyonthecautiousofscanning-man.

o Securingthesafetyofgoodsaswellaswarehouseoperators.Thiscanbeat-

tained through the maintaining of logical-organized and clean warehouse.

(ibid.)

Theput-awayprocessthatfulfilabovequalitieswillnotonlyresultinbetterprofitbut

also happier employees. Without a doubt, a worker who must going around and

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aroundlookingfortherightitemtopick,willeasierfeelfrustratedthantheone,that

cancomfortablycollectitemsandfinishmanyordersinthesameamountoftime.

2.2.4 Picking

Pickingisthestageinwhichgoodsofproperamountarepulloutfromitsinventory

areatofitintodifferentorders,itisthemostlabour-consumedprocessandapproxi-

matelyaccountfor55%oftotalwarehousingcost(Murray2017a).Toexplainforthis

high-attention-requirementofpickingactivityandcomparetotheprocessingofin-

boundorders,whichareusuallyarriveinbulkquantity;Piasecki(n.d.)claimsthatitis

thenaturalofdistributionstructuretohavegreateramountofoutwardtransactions

withsmallerandlargernumberofitemstohandle;furthermore,theoutcomeof

pickingfunctionissignificantasitdirectlylinkedtocustomersatisfactionresult.

Therearemanymoderntechnologiesavailableforthepaperlessorder-fulfilment

processes,thatgreatlyassistinachievingamoreaccurateandhigherproductivityof

performance.Inwhich,light-directedpicking,voice-directedpicking,radiofrequency

(RF)mobilepickingandaugmentedreality(AR)pickingarethemostpopularand

widestappliedtechnologiesincontemporarywarehousingenvironments.

Inbasicpick-to-lightsystem,alightpanelisattachedineachofthestoragebinor

rack.Whentheitemsbelongingtoaspecificcontainerinvolvedinanorder,con-

nectedlightwillbeilluminated,withthenecessarypickingquantitydisplayed.The

operatorresponsibleforthatorderjustsimplypicktheexactnumberofitemsand

pressconfirmbuttononthepanel.Oncethelightisnolongerbrightenup,itmeans

thatthepickingisdonewiththatbin,operatorcanmovetotheotheronesanddoing

similartasksuntiltheorderisfulfilled.Usingclientsreportedthatthistechnology

helpincreasesthepickingvelocityto10timesgreaterthanthetraditionpaper-

based.Moreover,itsupportsbestininternationalwarehousingaswellasseasonal-

employing-company,sincenoverbalcommunicationisrequiredduringthepicking

processandworkersalsocaneasilymanipulatethedevicewithoutmuchoftraining.

(Murray2016a.)

However,forthetechniquetofullybeeffective,warehousebuildingmusthave

enoughcontrastlightandharmonicvisibility.And,eachstoringregionmayneedthe

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minimumofoneon-duty-operatorbeingreadyforanyupcomingsignal.Thelastbut

nottheleast,physicalinstallationoflightpanelaroundrepositorycanbecostly.

Thepick-to-voicetechnologywasinitiallyadaptedfornon-barcodedproducts,

throughitsspeechrecognitionandsynthesisprogram,warehouseworkerscanusea

headsettointeractwithwarehousemanagementsystem(WMS).Ingeneral,opera-

torspicktherequesteditemsaccordingtovoicingcommand,thenreportbackfor

verificationbeforecontinuingwiththenextinstructions.Yet,extrarepetitionsof

commandmaysometimesberequired.Thisregulationhelpsreducefrom80to90

percentoftheordinarypickingerrors.Besides,itallowsworkerstooperatefreelyin

differentareawithoutmuchofconcernaboutothervisionsignsorcarryingaddi-

tionalhandhelddevice.(Murray2017b.)

WithRFmobilepicking,everyscanningactionisautomaticrecorded,enablesmanag-

ingdatabasetocaptureimmediatelyallinformationrelatedtoproducts,suchasre-

mainingquantity,currentlocationortransfer-statusofeachindividualitem.Thisnot

onlyhelppushingemployeestobeingmoreattentiveandresponsiblewiththeir

work,butalsomakeiteasierforlaterinventoryanalysistasks.(Melendez2013.)

AccordingtoKennedy(2017),thetechnologyiswidelysupportedbymanyWMSs

andappliedwellinallkindsofwarehousingforms,especiallyinbiggerandmore

complexsystem.Nevertheless,maintenanceandreplacementcostfortheequip-

mentcanbehighduetotherecklessinusingofemployees.Italsorequiresmorein-

tensivetrainingforoperatorstobeabletohandlethedeviceproperly.

ARpickingsystemassistwarehouselabourstooperatefasterandmoreefficientin

variousmeans.Firstly,itdisplayspickinglisttoworkersviathevisualfield.Next,asa

productispicked,anopticalreaderisusedtoscantheassociatedbarcode-tagfor

verification.Inthesubsequentpaces,itguidesoperatorstoanothermostrational

pickingplaceandregeneratethesameprecedingpattern.Inaddition,becauseallob-

servablescenesaheadtheAR-technology-equipped-employeesiscapturedand

savedautomatically,itisextremeconvenientforanylaterinvestigation,eitherre-

gardingtosafetyincidentsorerroneousshipments.Furthermore,workerscansimply

showthevideoofwhentheyencountertroubleordifficultytoaskforhelpaswellas

moreadvancedtrainingfromtheirsupervisor.(Montgomery2016.)

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Eventually,ARpickingcanberegardedastherefinedcombinationofthe3previous

discussedtechnologies.Itinheritedmostofthestrengthsandeliminatesmuchofthe

drawbacks.Thelittleremainingdownsideisthestrictlyrequirementofvisible

enoughworkingspace.

Theultimateobjectiveofpickingfunctionistocompleteasmuchaspossiblethe

numberofaccurateandon-timeorders,whileensuretheconditionsofgoodsare

preserved.Therefore,selectinganappropriatepickingmethodforeachtypeofware-

houseisquitecriticalandchallenge.AccordingtoPiasecki(n.d.),theaffectingfactors

include:propertiesofproducts,numberofpicksperorder,numberofitemsineach

pickaswellasthetotalamountoftransactionsandSKUs.

Often,thepickingworkisdividedintodifferentclasses,basedmainlyonthescaleof

ordersandonintegratinglevelineachpick.Withrespecttothefirstcriteria,there

are3groups,nameaspiece,caseandfull-palletpicking.Intermofthelatterstand-

ard,pickingisbindingwith4methods,whicharewave,zone,batchandbasicorder

picking.Piasecki(n.d.)havedoneagoodjobonclarifyingthesecategories:

o Piece(broken-case)pickingistypicalapplyforsystemthatpossesslargenum-

berofSKUswithshortcycle time,whereonly smallamountofgoodsbeing

pickedatatime.Postalofficeandsparepartsprovideraremainlyemploying

thiskindofoperation.

o Casepicking should fit distribution firmwith fewer sumof SKUsandhigher

number of picked items per SKU, compare to the broken-case picking. This

meanthattheproductsarehavingmoreconsistentfeatures.

o Full-pallet(unit-load)pickingisthemostconvenientandsimplepickingform,

whereoneorseveralpalletsofthesamecommodityarepickedatatime.

o Basicorderpickingoperatessothateveryindividualorderisprocessedsepa-

rately.Itisessentialtodesignagoodpickingflow,becausenormallywitheach

order,thereisonlyoneresponsibleoperator,whowillpickstep-by-stepallthe

requireditemsuntiltheorderisfulfilled.Besides,biggerandheavierproducts

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orfast-consumed-merchandisesarerecommendedtoallocatedclosetodepart

areaandmainaisles.

Thesizeandweightofgoodsareprimefactorsthataffecttheselectiononhan-

dling-equipment,suchaspickingcart,palletjack,turrettruck,forkliftvehicles;

anddecisionontheirstoragearea,whethertheyshouldbeplacedonstatic

shelf,palletrackoronthefloor.Fromtheexecutionalprinciple,candeduce

thatthismethodworksbestwithsmallnumberoforders,whichrequireagreat

numberofpickingtimes.Ifapplyforsystemhavinglargenumberoftransac-

tionsortakinglesserpicksineachorder,itmayresultinprocesscongestion

andexcessivetraveling.

o Batchpickingallowsvariousordersbeingintegratedandpickedtogetherinone

trip,meanwhileordersareseparatedbyusingdifferentbagsorboxeswithin

thepickingcart.Atypicalbatchsizevariesbetween4to12orders(whichhav-

ingsomeproportionofsameitems).Thispickingstrategyhelpsreducesignifi-

cantlytheoverallmovementsincesameproductsarepickedatatime.How-

ever,thedetainingoforderstoaccumulateenoughquotaforonebatchmay

over-prolongtheshippingtime.

o Inzonepicking,storageareaissplitintoseveralsections.Andeachonewillbe

responsiblebyapropernumberofworkers,suchthattheflowofpickingcarts

fromonezonetoanotherisconstantlymaintained.Differentmaterial-handling

technologiesmaybeinstalledforspecificzonesbasedontheirdistinctcharac-

teristicsof containingproducts. Systematically,operators ineachzoneafter

pickingalltherequireditemswithinthatregionwillpassthecontainertooth-

ers involved zone using conveyor belts. Thismake themethod become the

most favoured indispensation serviceswithhighnumberofSKUsand large

numberoflow-pickorders.

o Wavepickingisthemixedmethodofbatchandzonepicking.All itemsfrom

differentzonesaresimultaneouslypickedandcongregatedatoutboundarea,

wheretheyaresortedintoseparateshipments.Thispracticeissuitableforsys-

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temwithlargenumberofSKUswhenorderscompriseofmediumtohighpick-

ing-pieces.Butbeawarethat,althoughthemethodhelpsshortingsubstantially

theoverallpickingtime,itputsgreaterofworkonconsolidatingandsorting

activities.(ibid.)

Eachoftheabovepickingsystemhasitsownadvantagesanddisadvantagesforcertain

typeofgoods;imposingadifferentrangeofcostsinvarietyofscope,includepurchas-

ing,installation,operationandmaintenanceexpenses.Theonlycommontipthatbe-

ingsharedisplacethefrequentlyhandledandmassiveproductsclosetomainaisles

andstagingarea.Therefore,itisworthtobecautiousandwise-consideredwhense-

lectthepickingmethods,handlingequipmentaswellassupportingtechnologiesfor

eachstorageregion.

2.2.5 Sortation

Sortationisimportantfunctionforbothinbound-process,whencommoditiesbedi-

rectedtoproperstorageplaces,andoutgoing-operationthatarrangingitemsfordif-

ferentorders.AccordingtoCastaldi(2016),thereisawidevarietyofsortersthatcan

beusedtoorientgoodstoappropriatetracksforfurtherprocessing.Dependingon

theproducts’type,size,shape,weight,aswellashandlingspeedandmethod,noise

allowanceandlimitationofspendableenergy;onecanselectthesuitablesorters

frommanyavailableoptions,whichincludedifferenttypesofbelt,conveyor,pouch,

arm,paddle,andsoon.(ibid.)

Aneffectivemanagementinsortationisunquestionablyimprovethefulfilmentaccu-

racy,bringtimeandcostsaving,offerparceltraceabilityandvisibility.Andcanbeob-

tainedbythehelpoftechnology,forexample,inmeasuringdimensionalinformation

ofpackages,readingandtagginglabels,verifyingandmonitoringthemovementof

merchandises,etc.(Martins2017.)

SomeexamplesofbeingusedsortationsystemsintroducedbyCastaldi(2016)are

describedinthefollowingtext:

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o Tilted-traysorters: Itemsmanuallyorautomaticallyenterenclosedconveyor

ontrays.Assoonastrayarrivesatthedestination,itshingeddoorsopenedso

thatcontainingparcelsbereleasedandglidedtothenextprocessingstage.For

thebetterproductivity,traysareplacedhorizontallyagainsttheinductionarea

andthenbetiltedforlatersortation.Thisconfigurationissuitedfororderswith

distinctiveunitsoflargevolume.

o Pouch sorters: Goods of various sizes and weights be hanging on separate

pouchesthatmovingontherollerswithpossible-maximum-velocityof10,000

pouchesperhour.Attachingitemstopouchescanbedonemanuallyorauto-

matically.EachpouchisidentifiedbyitsuniquebarcodeorRFIDtag,allowing

thesingle-controloneach individual item;consequently,make it feasible to

prioritizeproductsoractivities.

o “Slidingshoe”sorters:Thesystemisapplicableforawiderangeofgoods,re-

gardlessofsize,shape,weight;andespeciallydesignedforfragileproducts.It

gently and smoothly transferringpackages in rapid speed, aboutmore than

10,000parcelsperhour.Whenitemarrivingatitsassignedspot,theassociated

“slidingshoe”activatedtofreeitfromthecarryingchain.

o Paddlesorters:Thesedevicesareinstalledonsortationbeltstonavigatecom-

moditiesontopoweredornon-poweredconveyinglanes.Itperfectlyfitstofast

operationalmodel that process a large diversity of productswith individual

weightupto75pounds.Whencollaboratingwith450-feets-per-minute-con-

veyor,itcanattainthemaximumsortationspeedof60-cartons-per-minute.

o Pusher sorters:Thisappliance is setupandworks similaraspaddlesorters,

exceptitonlydivertproductsinperpendicularangle.Theoperationalvelocity

isalsolower,canhandleupto40cartonsperminutewhenbeusedinconjunc-

tionwith250-feets-per-minute-conveyor.Asexpected, it is suited forware-

housewith limited linearspaceandrequires theperformancespeedofme-

diumrate.

o Cross belt sorters: Processing goods are contained in separate belted trays.

Their induction or removal only initiate when the transferring chain being

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stopped.Thishelpincreasetheaccuracyinproduct’snavigationandmonitor-

ing,makingthesystemperfectforsmall,fragileorhighfrictionitems.Moreo-

ver,itisdesignedtobeabletoperformrapidlythetransportationtask.

o Narrowbeltsorters:Merchandisesareconveyedbyvariousnarrowbeltsand

divertedperpendicularlytoeithersidesofthesorters,whenthehighfriction

rollersthatattachedbetweenbeltspoppingup.Thistypeofmechanismiscre-

atedforhigh-throughput-warehouseofsmalltomediumsizedpackages,with

restrictedoperationalspace.

o Pop-upwheelsorters:Thepoweredpop-upwheelsare inadvancebeing in-

stalledonthebottommostofconveyorchains.Whenproductsarriveattheir

destination,thesewheelsareraisedupandhavingphysicalcontactwiththe

basalsurfaceofthecontainers, forcingthemtogetofffromthechains.Alt-

houghthetechnologyisquiteoldandslow,itisemployedduetothelowex-

pense.Itshighestproductivityisaround130casesperminute.(ibid.)

Regardlessofthechoiceonsortationmodel,Rogers(2011)noticedthatthesorters

mustcontainsbarcodescannersorsensors,whichwilldetectthepresenceofpackages

oneachstage,andtransferthatinformationtothewarehousecontrolsystem.Inad-

dition, connectedmonitor program should have a prior-design on how,when and

wheretheflowing-goodsbedivertedwithintheconveyornetworks.(ibid.)

2.2.6 Packaging

Whiletheimposingofwrappersongoodsatmanufacturingfactoryismeanttoat-

tractcustomers’attentionandalwaysbecarriedfollowingaspecificdecorativede-

sign;thepackagingforproductsthatabouttoenterorinbetweendistributionpoints

isaimedtoprotectthemfromdamageduringthetransference.Themerchandises

canbecoveredinseparatedorconsolidatedmanner,withlayerdimensionincreas-

ingfromsmallpackageormediumcasetolargecardboardboxandentirepallet,de-

pendingonthesizeofeachindividualitem.

Theoverlayingformandmaterialmustbecarefullydeterminedsothatitcandefend

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productsfromenvironmentalhazards,suchasharmfultemperature,waterlog,con-

taminationorstaticfriction,whilstneitherexpandsmuchinweightnorproportion.

Forexample,paperboard,aluminiumandplasticarepopularlyusedmaterialsbe-

causeoftheirlightweightandrecyclablefeatures.Inaddition,sincepalletsandvehi-

cle-containershavefixeddimensions,maximizetheutilizationoftheirholdingcapac-

ityrequiresthecompatibleinsizingofsmallerparcel,caseandbox.(Murray2016b.)

Justasothernormaloperations,packagingalsodemandcertainleveloftechnologi-

calsupporttoperformfasterandbetter,therebycansatisfytherequiredqualityand

efficiency.Hobkirk(2016)categorizesthefunctioninto4scalesofautomaticimple-

mentations,nameasmanual,specialized,semi-automatedandfullyautomated

packaging.Thefirstexecutionalmannerexpectsworkerstohaveagreatspreadin

ability,canhandleallinvolvedstepsthroughoutthepackagingprocess.Includeskil-

ful-desiredtaskssuchascartonerection,dunnageandsealing,orderchecking,mani-

festingandlabeltagging.Thisinevitableleadtotheinefficientperformance.Further-

more,themethodrequiresthepurchasingandmaintainingofahugebunchofsup-

portiveequipment,fromweightingscale,labelprinter,barcodescannertodunnage

machine,sealingdevice,etc.(ibid.)

Specializedpackagingisa-bit-upgradedversionofthemanualone,itgainsabetter

productivity,becauseworkersaredesignatedtodifferentrolesbasedontheirspecial

skills.Insemi-automatedpackaging,someofthetediousrepetitivefunctionsarear-

rangedtobehandledbymachines,forinstances,labeltaggingandcartonerection.

Ontheotherhand,someofprocessesarepreparedbeforehandorintegratedinto

otherfunctionsforthesmootherflowofparcels.Forexample,appropriateholding

boxesaremadetobereadyfortheaccommodatingofitemsrightinthepicking

stage.Finally,inthemostmodernizedpackagingsystem,allpiecesofworkarecar-

riedoutautomaticallyusingaseriesofequipmentthatwiselyconnectedwithone

another.(ibid.)

2.2.7 LoadingandShipping

Similarwiththepreciserequirementonrunningscheduleatinboundports,out-

bounddocksshouldonlyabletoservetrucksthatarriveontime.Bythatway,ship-

ments-backlog,whichisespeciallytroublesomeforwarehousewithlimitedspace,

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canbeavoided.Therefore,itisextremelycrucialtodetermineaproperandreliable

carrier-partnersforeachtypeofdeliveryoperation.

Inmostcases,cost,qualityandtimearethedominantinfluences;thesefactorsal-

wayscomeasaset.Highercost-chargingcarriersnormallyprovidefasterservices

withbetterqualityandviceversa.Besides,aseachtransportagencyhasitsownbusi-

nessarea,offersdifferentkindsofserviceandcapacity;multiple-operationsware-

housingfirmmayresultincooperatingwithvariouscarriers.Theotherimportantel-

ementsmustbetakenintoconsiderationarethereliability,stabilityandsustainabil-

ityofthehaulagecompany.

Inadditiontoselecttherightpartnerstocollaborate,forthesuccessofoutbound

function,loadingprocessshouldbewellyarrangedsothatitoperatesasefficientas

possible.Stone(2017)suggestedtousetelescopicconveyortomoveproductsfrom

storageplace,allthewaytotruck-container.Then,anin-chargedwarehouseopera-

torjuststaysinsidethetrailerandfinishtheloadingworkrightthere.Withthissys-

tem,notonlyperformancebesignificantlyimproved,butmajornumberoflabours

andforkliftsneededforthefinalhandlingstageofgoodstolorriesalsobeelimi-

nated.(ibid.)

Forthesameconcern,Woollard(2015)proposetoinstalldockbumperstohelpdriv-

erseasierparkingtruckinreversemanner;andtoplacethelightsalongwaysideas

wellasdockstomakethepathwayclearer.Healsointroducesthenewdockingtech-

nology,whichdimensioncanberetractingandextendingtofitdifferentsizeof

transportvehicles.Thereby,terminatingtheneedofdiversity,consequentlyreducing

thequantityofrequiredports.

Aboveofallothermatters,safetyisthebiggestprobleminloadingactivity.About

25%ofwarehouseaccidenthappenhere;itcanbeforkliftcollision,loadfalling,

trailerslippingandsoon.Thesemisadventurescanbepreventedorreducedbyem-

ployingseveralsolutions.Themostessentialoneisapplyingmotion-basedwarning

systemwithsupportingcameras,flashinglightsoraudiblealertstohelpandguide

workersalongtheprocess.Thesecondadviceisdesigninganergonomicworkinglay-

outthathasminimumnumberofbendingcornerandreachingpoint,sinceaccidents

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usuallytookplaceatthesespots.Thenextrecommendationishavingpalletsun-

dergostretch-wrappingstagetoincreasetheirstabilityandsecurity.Thisprocess

substantiallyprotectsproductsfromdamage;yet,itissuggestedtocarriedoutauto-

maticallyoratleastinsemi-automaticmanner,becauseofitslabour-intensityre-

quirement.Inaddition,besuretoplacegoodsorpalletfirmlyonforkliftvehicleand

securetruck-containertoafixedpositionduringtheoperation.Finally,sealthedoor

andusingfoldinggatestorestrictaccess,thisisespeciallyimportantinextreme-tem-

perature-days.Meanwhile,utilizehigh-volume-low-speedfansandventilationpanels

togetridofengine’sexhaustfumesandpurifythearea’satmosphere.(Stone2017.)

2.2.8 CycleCounting

Cyclecountingisaninventorymanagementtechnique,usingwhenacertainpropor-

tionofitemsinstorageiscounted,andthatresultwillrepresentfortheaccurate-

levelofentirewarehouse,bothinqualitativeandquantitativemean.Thereare2in-

ferencesmustbeclarifiedandagreedupontheexecution.Theprimaryoneistaking

theitemaccuracyincyclecountanduseitasthewholeinventory’saccuracy.These-

condinferenceisacceptingthat:otheritemsinthewarehousemayhavethesame

errorwiththeonethatisfoundduringcyclecountperformance.

Murray(2017c)introduced3associatedmethodsofcyclecounting,asdescribedin

thefollowingtext:

o Controlgroupcount:usedwhenstartimplementingcyclecountingforthefirst

time,totestwhetherthetechniqueiseffective.Themethodfocusesandre-

peatsthecountingonasmallgroupofgoodsateachshort-periodoftime,by

that,errorsareeasierdetectedandfixed.Theprocessisdoneonceitsaccuracy

andefficiencyisassuredlyconfirmed.

o Random sample count: suitable forwarehousewith large storageof similar

products.At every short-durationof time, suchasdaily basis, itemsare se-

lectedrandomlyforcounting.Thisapproachguaranteesthatlargeproportion

ofgoodsarecountedinacceptableinterval.Thecontingentselectionthatsub-

jectedtoallcontemporaryholdingitemsiscalledconstant-population-count.

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Whilediminished-population-countexcludesalready-counteditemsfromran-

domsampling.

o ABCcount:basedonParetoprinciple,whichstatethatformostofevents,80%

ofproblemiscausedby20%ofthegroup’smember.Priortothecountingper-

formance,everyiteminwarehouseiscategorizedasA,BorC.Theentirein-

ventorybedividedto20%,30%and50%segments;thesegrouprespectively

accountfor80%,15%,5%ofthetotalsales,namedasA,BandCclass.Atthe

nextstep,thecountingfrequencyforeachcategoryisdetermined.Naturally,

AitemsshouldbecheckedandcountedmoreoftenthantheBandCones.Yet,

thiscanleadtoinaccuracy-storage-controlforCitems,sincetheymaynotbe

checkedinenough-regular.Theotherissuemayariseatwarehousewithlarge

numberofSKUs,wheregoodsbeingassignedforthecountinmanytimesand

therearenotenoughhuman-resourcesavailabletocompletethework.(ibid.)

AccordingtoFain(2014),cyclecountingbringmanybenefitstowarehousemanage-

ment.Whilethetraditionalinventorycountingoftenrequiretheentirewarehouse

operationtostopduringitsprocessing,asaresult,causingmajordisruptionstothe

system;thecyclecountingtechniqueexecutedinpartialbasisandallowotherareas

tocontinuewiththeiractivities.Inaddition,theongoing-cycle-counthelpforcing

workerstocontinuouslyassesstheinventory.Thereby,increasingthechancetode-

tecterrorsbeforetheybringtoomuchtroubles.Thecheckinginsmallersegmentata

timenotonlyreducingworkstressforoperators,butalsosupportthemtobeableto

focusoneachinventorysubset;andconsequently,createbetterreportsforbuyer-

group.(ibid.)

Withsimilaropinion,Gray(n.d.)believesthatcyclecountingtechniquecangenerate

amoreaccurateandupdatedinventorydata.Thishelpsreducestock-outsituations,

evenwhenlowerlevelofsafetystockbeingused.Furthermore,asthecurrentloca-

tionsofholdingitemsbecloselymanaged,ittooksmalleramountoftimeforopera-

tortofindandpicktherequesteditems;bythat,reducingtheshippingleadtimeand

cost.(ibid.)

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2.2.9 Replenishment

Replenishmentisallabouttheactoftimingandbalancing.Whilecarryinganexces-

siveamountofstockwouldnegativelyaffecttheprofitabilityandfinance-abilityof

company;ashortageinreservinggoodscanleadtosalesdropandcustomers-dissat-

isfying.These2inversingissuesmakereplenishmentbeingoneofthemostcrucial

activityinwarehousing.

Theresponsiblemanagerforrestocking-operationmustdeeplycomprehendand

closelycapturethelifecycleofeachindividualproductwithinthewarehouse.And

thereby,determinetheoptimumamountofgoodstopurchaseforthere-fulfilment

intherighttime.Sothat,neworderonlyarrivesafteroldstockhavebeenusedup,

consideredallpotentialhindrancesalongthesupplychain.Typically,managerisad-

visedtoutilizehistoricaldataaswellasconductingappropriateclassification

method,suchasABCanalysistoprioritizeitemsanddecidethesuitableorderquanti-

ties.Inaddition,assuppliersoftenprovidedifferentkindsofdiscountbaseonthe

purchasingvolume,replenishmentmanagerneedtobeconscioustobalancebe-

tweentheseoffers,associatedcostsandactualdemandtoobtainthemostbenefit.

AccordingtoCurley(2017),thereare3replenishmenttacticsthatcanbeused,de-

pendingonthenatureofeachspecificwarehousingsystem,concerningitsstaffing

andspacingscaleaswellasoperatingprinciple.Firstly,designedforwarehouse

wherefirst-in-first-outrotationisnecessaryandtheusageofrepositorymustbeop-

timizedduetothelimitedofspace,on-demandreplenishmentoperatedsothat

productonlybeacquiredortransferredtoaspecificlocationataroundthetimeitis

needed.Withtheoppositestrategy,top-offmethodiscreatedtohelpmaximizeutil-

ityduringpotentialdowntimes.Generally,therewillbeareplenishment-teamwork-

ingaroundthewarehousetoensurethatinventorygoodsarealwaysmaintainedat

certainquantitativelevels.Withthesimilarmanner,routinereplenishmentalso

pulledbyorder.Suchthat,theminimumthresholds,whichactasthetriggerforre-

fill-functioniscarefullydeterminedinpriortotheimplementation.Nonetheless,

boththetop-offandroutinetacticsmayonlybeusedinwarehouseoflargespace.

(ibid.)

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2.2.10 QualityConservationandLossPrevention

Inventory’svaluecanaccountforalargeproportionofcompany’sasset.Therefore,

figuringoutapropersecuringproceduretoprotectstorage-goodsfromtheftaswell

asmaintainitsoriginalqualityishighlyimportant.Inmostcases,theinventorylossis

foundoutaswarehousestaffscarrythephysicalcounting,andrealizedifferences

whencomparingtheresultwithinformationrecordedinmanagingdatabase.Theat-

rophyofquality,ontheotherhand,detectedafterrawmaterialshavebeendeliv-

eredtodesignatedmanufacturingplants,andnotqualifiedenoughtobefurtherpro-

cessed.Or,whencustomersclaimforthereturnbecauseofthepoorqualityofre-

ceivingproducts.Exceptionally,defectedgoodscanberecognizedatearlierstageif

warehouseoperatorsproperlychecktheminpriortotheshipping.

Marfo(n.d.)believesthestock-shrinkagecanberesultedfromsingleorcombination

ofseveralfactors;includesinternalandexternalburglary,stockmisplacing,errorin

productshippingandreceiving,etc.Thesuggestedsolutionisinstallingsurveillance

camerasaroundthewarehouse,andhiringsecurityserviceifthieveryfrequentlyoc-

curredinthearea.Inaddition,entrustonlyacertainnumberofemployeesforthe

tasksrelatedtoshipments’verification.Theseworkersnotonlyresponsibleforthe

receiving,inspectingandmonitoringthemovementofgoods,butalsotakingcareof

involveddocuments,receiptsandinvoices;ensurethatallthefilesareproperlyup-

datedandsavedtocompany’smanagingdatabase.Besides,eachemployeeshould

beprovidedwithauniquelogin-accountfortheelectronicregisterofprocessed

transactionsorworkhistory.Thereafter,itiseasiertoidentifytheoperator,who

causingtrouble,andwhetherthemistakeismadeintentionallyoraccidentally.(ibid.)

Carryingnecessarybackgroundcheckonphysicalandmentalhealthaswellascrimi-

nalrecordofcandidatesinrecruitingphaseisgreatlyrecommended.Thelastbutnot

theleast,limittheaccessofstaffsintoareas,wheregoodsofhighvaluearestored.

Bythisway,thestealingattemptofemployeesmaybeterminatedrightinthefirst

place.

Intermofqualitycontrol,aspecializedexpertshouldbehiredtoestablishproper

processesusedintransferringmaterialswithinthewarehouse.Afterward,communi-

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catethoseprocedurestoworkersandtrainthemtohandlegoodswithcare.Further-

more,aseachinventoryitemoftendemandcertaindifferentstoring-conditions,be

assurethatproductsareplacedintherightroom,wheretheirrequirementsfully

provided.

2.2.11 HandlingReturns

Fromclient’spointofview,acompanywithgoodafter-sale-supportmustabletoof-

feritscustomersthesimpleandrapidreturningserviceofhighequality.Toreach

thatlevel,theforemostimportanttaskforthefirmstocareisdevelopandclearly

publishtheirreturningpolicies,basedonthenatureoftheirbusinessandcharacter-

isticsoftradingproducts.Incaseofcommercialdealsbetweenbusinesses,allissues

relatedtotransactions,suchaswhenandhowshipmentsberejectedforrefundor

alternativeexchange,mustbediscussed,agreeduponandplainlystatedincontracts.

Oncethepolicyisestablished,amanagershouldbeassignedtomonitorthereturn-

ing-related-activities,whichincludegrantingpermission;routingtheflowofinvolved

shipment;determiningwhatprocessshoulditundertakeafterward;calculatingthe

incurredcosts;andfinallyinformtoallconcerneddepartmentsaboutthereturn.

Fortheconvenienceofclients,ordersaresuggestedtodeliveredwithdetailedin-

structionofhowtheycanbereturned,iffailtomeetcustomers’expectation.Itis

popularthatthepostaladdresswherereturned-parcelsshouldheadto,alongwith

othernecessarylabelsanddocuments,alsobeattached.Obviously,customersare

requiredtosubmittheirreturning-requestviaaweb-basedform,emailorphone-

call;andonlysendthepackagesafterreceivingapprovals.Sincetheapplicationsare

collectedandhandledinpaperlessmanner,theprocessingtimeisconsiderable

shortened.Thisnotonlyhelpgratifycustomers,butalsomaintainasmuchaspossi-

blethevalueofreturned-goods,astheysoonerbefixedorsentbacktooriginal

sources.

Themostcrucialconcerninthiswarehousingstageismeticulouslyevaluatingreturn-

ing-claimswithanobjectiveattitude,sothatcustomersfeelcontentevenwhentheir

requestisrejected.Althoughthedecisionmustbemadefollowthefirm’spublished

policy,someextentofflexibilityisalsorecommended.Ontheotherhand,allinfor-

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mationregardingtothereturnsshouldbeintegratedandstoredincompany’sinter-

nalsystem.Bythatway,employeesfromrelateddepartmentswillbenotifiedto

trackthearisingissuesdownataheadoftimeandcorrectthemrightaway.Forex-

ample,materialpurchaser,productionengineerandinventorycontrollerareobliged

tofindifthereisanyhiddenproblemintheirwork,whenproductsareclaimedof

poorquality.Or,accountantsmustmodifyandupdatetheirfinancialreportswhen

productsbereturnedfortherefund.

2.3 WarehousePerformanceMeasurement

Toefficientlymanagingtheoperationofanybusiness-activity,onemustfirststart

withtheperformancemeasurement.Withacloselymonitoringbasedonthelistof

establishedkey-performance-indicators(KPIs),managercanknowwhetherataskis

properlyexecuted,orbealertedassoonasproblemariseinanywork-chain.Particu-

larlyinthewarehousingfield,Frazelle(2002,55)suggeststhatanorganization

shouldcompareitsownwarehouseperformancemeasurementswiththethird-party

providers.Then,ifapplicable,executenecessaryimprovementorevenreconsider

theoptionofoutsource.(ibid.)

Normally,besidefromthetotal-operational-assessmentofthewholewarehouse,its

belongingdominantfunctionsalsobeevaluatedindetailtogainbetterobservation

andcontrol.Frazelle(2002)classifiedthemeasurementsinto5key-groups:

o Financial:Theincurredcostforeachactivityisestimated,thecost-listwillthen

beregardedasabasis for laterbudgeting,servicepricingorcompareware-

housingproposalsfromthird-partycompanies.

o Productivity: The most tradition and desired performance measurement is

productivity,whichisdefinedasratiooftheoutputtorequiredinputtoobtain

thatoutcome.Forexample, labour-productivity isequaltotheunits,orders,

linesorweightsofshipped-out-commercialdividedbynumberofhoursthat

operatorsspentforthetasks.

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o Utilization:Toavoidmisleading,productivity-assessmentisrecommendedto

carryinconjunctionwithutilization-measurement;andinvolveseveralbelong-

ing-key-assets,suchaslabour,space,materialhandlingsystemandwarehouse

managementsystem.Itisnotusualbutsometimes,atoohighofutilization-

indicatorcanbeabadsign.Forinstance,ahighvalueofstoragedensity,which

iscalculatedastheamountofholding-inventorydividedbythesquarefootage

ofwarehousespace,maysignifythestatusofovercrowded.

o Quality:Put-away,inventory,pickingandshippingare4majorfunctionsthat

theiroutcome’squalityisextremelyimportantforanywarehousingoperation.

Theperformanceaccuracyismeasuredbythepercentageofitemororderbe-

ingprocessedwithouterror.

o Cycle-time:Dock-to-stock-timeandwarehouse-order-cycle-timeare2popular

unitsusedinevaluatingperformance-speedofawarehouse.Thefirstindicator

refers to thedurationbetween the arriving of a product atwarehouse and

whenitcompletelyavailableforpicking.Thesecondtermismeantforelapsed

timefromthepointwhenorderisplacedatawarehouseuntilitisreadyfor

shipping.(ibid.,55-57.)

Thesystematizedcatalogueofindicatorsforwarehouseperformancemeasurement

ismeticulouslydescribedinthetablebelow:

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28

Table1.KPIsusedinwarehousingassessment(adaptedfromFrazelle2002,57)

Financial Productivity Utilization Quality CycleTime

Receiving

Receiving

costperre-

ceivingline

Receiptsper

man-hour

%Dockdoor

utilization

%Receipts

processed

accurately

Processingtime

perreceipt

Put-away

Put-away

costperput-

awayline

Put-awayper

man-hour

%Utilization

ofput-away

labourand

equipment

%Perfect

put-away

Put-awaycycle

time

Storage

Storage

spacecost

peritem

Inventory

persquare

foot

%Locations

andcubeoc-

cupied

%Locations

withoutin-

ventorydis-

crepancies

Inventorydays

onhand

Order

picking

Pickingcost

perorder

line

Orderlines

pickedper

man-hour

%Utilization

ofpickingla-

bourand

equipment

%Perfect

pickinglines

Orderpicking

cycletime

Shipping

Shippingcost

percustomer

order

Orderspre-

paredfor

shipmentper

man-hour

%Utilization

ofshipping

docks

%Perfect

shipments

Warehouseor-

dercycletime

TOTAL

Totalcost

perorder,

lineanditem

Totallines

shippedper

totalman-

hour

%Utilization

oftotal

throughput

andstorage

capacity

%Perfect

warehouse

orders

Totalware-

housecycle

time(Dock-to-

stocktime+

Warehouseor-

dercycletime)

2.4 DesigningWarehouseLayout

Itisnaturalthatthedeepertheroot,thestrongerthetreecangrow.Andjustashow

thetreedependingonitsroot,warehouseoperationcannotbesuccesswithoutan

effective-designedlayout.AccentuatedbyMurray(2017d),toefficientlysupportthe

overallwork-flow,thesystem’sconstituentfunctionsshouldadaptivelybearranged,

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29

contingentonspecificobjectiveofeachwarehouse.Itcanbetominimizeinvolved

resourceandwaste,tomaximizespace-utilizationandperformance-productivity,or

toprovidethehighestcustomerserviceandoperationalflexibility.(ibid.)

Themaintaskindesigningphaseiscollectandanalyseallrelatedinformation:busi-

nesspurposes;architecturaldrawingsofwarehousespace;includedactivitieswith

theirconnection,priority,requirementsandconcerns,aswellasneededvehicle,

equipment,andsoon.Thegoalofthisanalysingtaskistodetermineanappropriate

allocationandspaceformainoffice,restrooms,constituentfunctions,intersect

aisles;andestablishoptimalpathwaysfortheflowofworks.

Frazelle(2002)introduced4popularpatternsthatsuitablyusedinmostofcontem-

porarywarehousing,whichareU-shape,straight-thru,modular-spineandmulti-

story.IntheU-shape,receivingandshippingareaareadjacentlocatedinthefront

sideofwarehousebuilding.Productsarriveinatoneedge,storedattheback,and

shippedoutattheotheredge.Thisarrangingpatternnotonlysupportgreatlycross-

dockingfunction,butalsohelpmaximizeresourcesutilization,asthe3processescan

sharetheusage.Moreover,becausetheentranceandexitgatesareinthesameside,

security-executionresultsinmorefocusandefficient.Next,thestraight-thrulayout

shouldonlybeemployedinoperationthatdedicatedforcross-dockingactivity,

wherepeakreceivingandshippingoccuralmost-simultaneously.Incaseoflarge-

scalewarehousethateverysinglebelongingactivityisbigenoughtooccupyanown

building,modular-spineconfigurationisthemostsuitableoption.Finally,themulti-

storymodelisbeneficial-designedforwarehouse,whichlandisverylimited.Yet,itis

unavoidabletoencountersomedifficultiesandbottlenecksduringtheoperation,

whenmaterialsbetransferredbetweendifferentfloors.(ibid.,186-190.)(Thevisual

appearanceoftheselayoutsisdemonstratedinappendices1-4.)

Althoughthedesigningoflayoutneedtobecarriedbaseupononcurrentbusiness

objectivesaswellasothercontemporarywarehousing-related-information,itis

highlyrecommendedtoinvolvetheplansoffuturegrowthandexpansioninthispro-

cess.Forinstance,ifthewarehouseisexpectedtoabletoaccommodatemore

goods,thepurchasingofhigher-capacity-facilitiesrightinthefirstplacewillhelp

avoidunnecessaryreplacinginthefuture;consequently,resultineconomicalsav-

ings.

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30

2.5 SupportiveTechnologiesandAutomaticScale

Innowadays’extremecompetitiveandfast-pacebusiness,organizationsmustem-

ploythehelpofautomationtechnologyinmanyoperationstooutstandtheirposi-

tioninthefield.Warehousingisnotanexception,butincontrary,hasthemostpo-

tentialofgainingsavingsfromefficientautomatizing.Ingeneral,warehouseagencies

canfreelychoosethenecessaryactivitiestoautomatizeinappropriatescales,de-

pendingontheirbusinesses’focusingareas.Theavailabletechnologiessupporta

widerangeoffunctions,includematerialhandling,storage,retrieving,conveying,

sortation,order-fulfilment,manifestingorpackaging.

Inthepreviouschapters,theauthorhasdiscussedabouthowautomatedsortation,

packagingandmaterialhandlingsystems,RFID,paperlessorder-fulfilment,andtele-

scopicconveyorcanhelpreducetheamountofrequiredworkforce;productdamag-

ing;employeeinjury;aswellasincreasetheperformance’sproductivityandeffi-

ciency.Tofullycompleteonthistopic,inthefollowingtext,theadvantagesanddis-

advantagesofusingautomatedstorageandretrievalsystem(AS&RS)andautomated

guidedvehicles(AGVs)willbepresented.Typically,thesetwosystemsarecausing

themostheadacheformanager,whenmakingdecisiononthetechnology-invest-

ment.

Firstly,withtheAS&RS,therearevarioustypesofsystemthatspecificallydesigned

fordifferentstoring-unit,load-weight,operationalspeed,storage-condition,oreven

theamountofavailablewarehousespace.Forexamples,theUnitLoadAS&RSissuit-

ableforhandlingproductinunitsofpalletortote;VerticalLifeModuleAS&RSoffers

thegreatutilizationofverticalspaceandsupportswellforpickingoperationofhigh

speed;CarouselAS&RSisusedforgoodsthatcanbestoredonshelvesorinbins(Au-

tomatedStorageandRetrievalSystemsn.d.).

TheAS&RSoftenbeconstructedtomaximizetheutilizationofstoragespace,conse-

quentlysavingupusageenergyforlightandtemperature-control.Theoperation

manneralsobeoptimized,sothatitiseasier,fasterandmorediscretetoaccessfor

productstorageandretrieval.Inmostcases,thesystemcanbedistantlymonitored

byusingaconnectedcomputersoftware;andthebuilt-inequipmentwillbeguided

torapidlyhandlealltheheavyandrepetitivetasks.Thisnotonlyhelpincrease

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31

productivityandefficiency,butalsopreventemployeesfrominjury.Furthermore,

AS&RScanallowreal-timetrackingandcontrolofstoringgoods,whilelimitingthe

unnecessaryaccessofwarehouseworkers.

AlthoughtheAS&RSpromisingmanybenefits,warehousemanagerfeelhesitates

whendecidingonthepurchasingbecauseofitshighinitial-investmentcosts.Inaddi-

tion,oncethesystemisinstalled,itisveryhardtomakeanychangesaroundthe

area.Theimproperusingmanneralsoeasilyleadtolargepayingcostsforrepairing.

Andthemostinconvenienceisthatduringthemaintenancetime,operationmustbe

stoppedifitisnotpossibletoswitchtomanualmode.

Forthesimilarpurposeofreplacinghumanmanualworkbyafasterandsaferauto-

maticengine,AGVisbuiltwithnecessarynumberofsupportivecamerasandsensors,

accompaniedbyagreatly-designedexecutional-programme,allowittooperatein-

cessantly,evenintheextremeconditions.Althoughitmaynotabletohandlethe

tasksasflexibleashumandoes,ithelpseliminatesignificantlyaccidentaleventsand

inaccurateperformance.

Insummary,automatizingwarehousingfunctionsbringsinbothgoodandbadef-

fects.Tocomeupwiththerightdecisions,anddetermineanappropriatelevelofau-

tomationforeachactivity,onesmustfirstcomprehendthoroughlythenatureof

theirbusiness.Next,identify,prioritizeandbalancebetweenthegainsandlosses

thatpotentiallyresultin,ifanautomaticsystembeemployed.Onlythen,theright

answermaybedetected.Theonlyassuredrecommendationisthatautomatictech-

nologyisobviouslybenefitforlong-term-orientationwarehouseoflarge-operation-

scale,wheretheworkstendtobefixedinrepetitivepatterns.

3 TheoreticalBasesOfSimulation

3.1 Simulation

Simulationistheactsofexecutingandobservingacomputer-basedprocessmodel,

whichisareplicaofreal-worldsystemorprocess.Thetechnologymaybeusedfor

carryingvirtualexperimentsorgenerating“what-if”analysesinamuchmorecon-

venientandcheapermanner.Bythat,onescanunderstandbetteraboutthesystem

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32

anditsoperations;subsequently,promptanddetectnecessarychangesforperfor-

mance-improvements,suchasincreasingthroughput,reducingcosts,etc.(Lyman

n.d.)

Withthesameopinion,Lahdevaara(2016,5)believesthatsimulationcanbeusedto

experimentanewdesignorpolicies;toverifyanalyticsolutionsinpriortoimplemen-

tation;orfortheinsightstudyofcomplexsystems.Nevertheless,heemphasisesthat

appropriateandapplicabledataisextremelyessentialinbuildingausefulmodel.

(ibid.)

3.2 PoissonDistributionPois(𝜆)

Inthecontextthatcertaineventsaregoingtooccuratrandomtimesandindepend-

entofeachother.Whereas,theaveragenumberofspontaneouseventsinaninter-

valoftime,whichismeasuredasintensity𝜆,is(approximatelytobe)constant.Then,

thenumberofspontaneouseventsXinanyspecifictimeintervalisPoissondistrib-

uted.Xiscalleddiscreterandomvariableanditsvaluebelongingtotheset{0,1,2,3,

4,5,…}.(Brink2010,35.)

SomeexamplesofPoissondistributedevents:thenumberofcustomersarriveata

storeineach2-hours-period;thenumberofordersplacedatanonlineshopeach

day;thenumberofdefectedshipmentsdetecteddailyatawarehouseinboundarea;

andsoon.Foreachk∈{0,1,2,3,4,5,…},accordingtoBrink(2010,35),thepoint

probabilitiesinaPois(𝜆)distributionarecalculatedas:

𝑃 𝑋 = 𝑘 =𝜆)

𝑘!𝑒,-

noticethat0!=1,byconvention.

Forexample,arepairshopcanfixonaverage2devicesperhour(eachtypeoffault,

whichisariserandomlyandindependently,demandsacertainamountofeffortin

repairing).Then,thenumberofcorrecteddevicesinevery1-hour-periodfollowthe

Pois(2)distribution,andthepointprobabilitiescaneasilybedeterminedaslistedin

thetablebelow:

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Table2.Probabilitythatkdevice(s)canbefixedin1hour

k 0 1 2 3 4 5 6 ≥7

P(X=k) 13.53% 27.07% 27.07% 18.04% 9.02% 3.61% 1.2% 0.45%

3.3 ExponentialDistributionExp(𝜆)

Stayinginthesamescenario,whereeventsoccurspontaneouslywithintensity𝜆,and

thenumberofeventsinacertaintime-periodisPois(𝜆)distributed.Itfollowsthat,

thewaitingtimeTbetween2successiveeventsisexponentiallydistributed.AndTis

calledcontinuousrandomvariable,takingvaluefromtheinterval[0,∞).Mathemati-

cally,theexpectedvalueofwaitingtimeTis𝐸 𝑇 = 5-,andthedensityfunctionof

Exponentialdistributionisformedas𝑓 𝑥 = 𝜆𝑒,-9.(Brink2010,45-46.)

Continuewiththerepair-shop-example,theservicetime(thetimeneededtofixa

device)isexponentiallydistributed.Althoughtheexpectedservicetimecanbecom-

putedas𝐸 𝑇 = 5:= 0.5hours,thetimerequiredtorepairadeviceisdifferentfrom

casetocase.Usingthedensityfunction,onecancalculatetheprobabilityofanyser-

vice-durationwithintheinterval[0,∞).Thetablebelowcontainssomeexampleof

service-time-valueswithassociatedprobabilities:

Table3.Probabilitiesthatxhour(s)isrequiredtorepairadevice

X 0.2 0.4 0.5 0.8 1.4 4 ≥6

f(x) 45.24% 40.94% 38.94% 33.52% 24.83 6.77% 7.47%

3.4 QueuingTheory

Queuingtheoryisabranchofoperations-research,regardingtomathematicalstudy

ofwaitinglines.Itsresultsareusedinsupportplanningschedule;determiningappro-

priateinputresourcesforeachservice-activity;improvingcustomersatisfaction;and

soon.Inthemostbasicformation,queuingmanagementregulates3majormatters:

howcustomersorproductsarrive,howtheyareservicedandconditionsofthem

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34

leavingthesystem.(Shermann.d.)

Thearrivingofcustomersatastore,ofunfinished-goodsatamanufacturingline,of

defectiveproductsatarepairshopandsoonisvaryingfromtimetotime,butcanbe

approximatelyestimatedbyanacceptableconstantrate(CR).Asdiscussedearlier,in

CRmodel,thenumberofarrivalspertime-unitandthetimebetweensuccessivearri-

valsrespectivelyfollowthePoissonandExponentialdistributions.

Toefficientlydirectemployeesinservingcustomersorhandlingproducts,asuitable

queue-ruleshouldbeselectedandapprisedinadvance.Lahdevaara(2016,65)di-

videdtheavailableoptionsinto2mainclasses,fornot-interruptedandinterrupted

services.Thefirstgroupcontainsprinciplescalled:firstcomefirstserved(FCFS),last

comefirstserved,shortestprocessingtimefirst,serviceinrandomorder,triage-pri-

orityandnon-pre-emptivepriorities.Whereas,thesecondoneincludesdisciplines

namedas:shortestremainingservicetime,roundRobinandpre-emptivepriorities.

(ibid.)

4 SimulationInWarehousing

4.1 MotivationofUsingSimulationinWarehousing

Theworkofawarehousemanagerisallaboutmakingtherightdecisions,whetherit

istohireandallocatestaffsforeachoperation;todrawplanonoperatingschedules

andemployees’shifts;todetermineappropriatepurchasesofequipmentandforklift

vehicles;toselectpropertypesofdock,rack,AS&RS,conveyorbelt,sortationsystem

andsoonforinstallation;toinitiateanewexecutionalprincipleandpolicy;todesign

anewoperationallayoutorbetterpathsfortheflowingofworkandmaterials;etc.

Inanyofthementionedcasesabove,simulationcanplayagreatsupportiverole

alongdecision-makingprocess.

Byhavingthewarehousesystemvirtuallyreplicatedinacomputerprogramme,man-

agercaneasilymakechangetoinputelements,runthemodelindesiredtimeframes

andgetthecorrespondingresults(indifferentlevelsofconfidence)immediately.Af-

terward,he(orshe)cancomparetheproposedalternativesintermsofassociated

costs,gainsandlost,beforechoosingthemostoptimaloptionforimplementation.

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Thisprocedureassistsmanagergreatlyinanticipatingposteriordifficulties,aswellas

evadingrisksandlossresultedfromthewrongdecisions.

Becausesimulationmodelisconstructedandexecutedpurelybaseonmathematical

concepts,thecalculatedoutcomesiscompletelyassured(ifinputdataispertinent

andreliable).Furthermore,ascomputersoftwarecanrunanddisplayinstantlythe

resultsofemulatedcases,managershouldabletomakedecisionsfaster.Ultimately,

helpwarehousingfirmtocatchupwiththecurrentbusinesstrends.

4.2 ComputerSoftwareforSimulation

Sincethepowerofsimulationisgettingmorerecognition,manytechnologycompa-

niesbecomeengagingincreatingamoreintelligentandsophisticatedsimulationsys-

tem.Thisleadtotheconfusingmarketofsimulationsoftwarewithhundredsofin-

ventedprogrammes,thatgreatlyvaryinqualityaswellasprice.Besides,aseach

companyoftenhasitsowntargetedgroupsofcustomers,whoareworkingorstudy-

inginaspecificprofessionalarea;thecompany’ssoftwaretendstobegenerated

withcertainuniquefeatures,thatmainlysupportthesimulatingandoptimizingfor

operationsinthatfield.Hence,oneshouldbecircumspectwhenselectingthesimu-

lationprogrammetoworkwith.

Fortunately,manycompaniesofferfreetrialversionoftheirsoftwareforcustomers

totestandexplore,beforedecidingonthefinalpurchasing.Thedurationoffree-pe-

riodisvaryingfrom1to4months,whichislongenoughforuserstounderstand(in

anadequateamount)aprogramme.Itisalsorecommendedtoseekinformation

fromexperts;fromarticleswritingaboutsimulationandtheannualbest-ranking

software;fromotherusers’reviews;andsoon,beforespendingtimeonanytrial

version.

Inthenextchapter,asoftwarecalledEnterpriseDynamics(version9)willbeusedto

constructtheexamplemodel.Sinceitsfirstreleasein1997,theprogrammehasbeen

improvedandexpandedapplicationstovariousareas.Warehousingisoneofthe

mainsupportedfieldandthereisevenawarehouse-specific-libraryintegratedinthe

system.Fromauthor’spointofview,thisisthemostuser-friendlyprogramme,such

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36

thatitshouldonlytakeafewweeksforanynewbietogetalongwiththesoftwareas

wellasitsevent-and-object-oriented-platform.

4.3 AnIllustrativeCase

4.3.1 Case-ScenarioandProgramme-Setup

Inthisexamplecase,amanager(simplynamedasS)isassignedtoconstructaware-

house,whichmainactivitiesincludereceiving,cross-docking,registering,sortation,

put-away,storage,picking,packagingandshipping.Splanstoarrangetheoperation

intheU-shapelayout;andhavecollectedthenecessaryinformation,regardingto

amountofworkrequiredineachtask,qualificationofemployees,productivityof

machines,capabilityofsupportivetechnologiesandequipment,aswellasotherin-

volvedissuesandlimitations.Now,Swantstodeterminethemostoptimalnumber

ofworkers,machines,equipment,forkliftvehicles,etc.toemployandpurchase,so

thatoperating-resourcesneverinthesituationofeitherredundancyorshortage;or

atleast,itonlyoccurinanacceptableextend.

Theinitialsketchofthelayoutispresentedinthefigurebelow;thereare3pathways

fortheflowingofmaterials:regularshipmentsmoveinasguidedbyblackarrows,

cross-dockingshipmentsfollowgreenarrowsandfinally,outboundordersarepro-

cessedinthedirectionofredarrows.

Figure2.Initialsketchofwarehouselayout

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37

Thesimulatedmodelcontains27objects.Outboundorders,regularshipmentsand

cross-dockingshipmentsaresymbolizedbythe3smallsquares.Pine-greenrectan-

glesactasaplacewhereordersandshipmentsenter,stay(atstoragearea)andexit

thewarehouse.Eachorangerectanglerepresentsforawarehousingfunction.Ex-

cept,theworkinreceivingandshippingdocksisdividedbyteam.Thebluerectan-

glessignifyforqueuesassociatedwithactivities.(Appendix5exposeshowtheseob-

jectsreallybeconnectedintheprogramme.)

Basedonhistoricaldata,onaverage,2batchesofregularshipmentand1batchof

cross-dockingshipmentareestimatedtoarriveatinboundareainevery1-hour-pe-

riod.Thismakesinter-arrivaltime(waitingtimeforashipmenttoarrive)ofthemto

respectivelybe0.5hoursand1hour,followingtheExponentialdistribution.Inthe

sameduration,anaverageof10ordersaredemandedbycustomers,meaningthat

orders’inter-arrivaltimeis0.1hoursandexponentiallydistributed.

Aftercollectingtherelatedinformationfromhuman-resourcesdepartmentandsup-

ply-partners,Shascomeupwiththefirstproposition.Suchthat,withanappropriate

executionalprincipleandpolicy,accompaniedbycertainnumbersandtypesofwork-

ers,machines,equipment,vehiclesandtechnologies,theperformance-rateofeach

activityobtainsaspecificlevelasdeclaredinthefollowingtable:

Table4.Performanceratecorrespondingtoinitialproposition

Operation(Rule:FCFS) CycleTime(Hour(s))

Receivingdock1 1

Receivingdock2 1

RegisteringandSortation 2

Put-away 0,5

Picking 0,2

Sortation 0,1

Packaging 0,3

Cross-docking 1

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Therateisevaluatedusingindicatorcalledcycletime,andinthiscase,itismeasured

asthelengthoftimerequiredtohandleabatchofinboundshipmentoranout-

boundorder.Theaveragenumberofbatches(ororders)processedareapproxi-

matelyconstant(Poissondistributed),impellingtheratetofollowExponentialdistri-

bution.Exceptionally,forthereductionintransportationcosts,delivery-truckonly

leavingthewarehousewhenfullyloadedwithabout4batchesofcross-dockingship-

ment(atshippingdock1)or40orders(atshippingdock2).However,itnotmeans

that4batchesofshipmenthavethesameload-dimensionswith40outboundorders,

buttrucksofdifferentsizesarebeingusedforthe2docks.

Anappropriatequeue-capacityispresumablyassignedforeachobject(queueimita-

tion),toemulatetheallocationofreservedspacefordifferentwarehousefunctions.

Thisassigningissubjectiveandshouldbechangedeasilyinaccordancetotheup-

comingsimulationresult.(Thedetailofcapacity-settingissummarizedinappendix6.

Andtheprogramme-setupofsomerepresentativeobjectsaredisplayedinappen-

dices7-10.Notethattheunitoftimeisinsecond.)

4.3.2 SimulationResultsandSuggestedActions

Afterhavingthemodelruninatimeframeof8hours–1dayworkinghours(inreal

time,itonlytookafewminutes)forseveraltimes,themostfrequently-occurresult

isrecordedasshowninthefigureandtablebelow:

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39

Figure3.Simulationrecordedresult:utilizationlevelofindividualfunction

Table5.Simulationrecordedresult:processingofproducts(ororders)

SummaryReport

ObjectCurrent Throughput

UnitProduct Input Output

RShipment 0 19 19

Batch

ReceivingDock1 1 9 8

ReceivingDock2 1 10 9

Register&Sort 1 4 3

Put-away 0 3 3

CDShipment 0 10 10

CrossDocking 0 10 10

ShippingDock1 4 8 4

OrderNotice 0 76 76

Order

Picking 1 39 38

Sort 1 37 36

Packaging 1 19 18

ShippingDock2 18 18 0

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Toexaminethestatusatwaitinglines,aseriesof20-days-simulationislaunchedand

themaximumnumberofproductsateachqueueineachruniscaptured.Subse-

quently,thestatisticsusedinlimit-control(average–centralline,lowerbound,up-

perbound)arecomputedwith95%ofconfidence.Thecorrespondingresultistabu-

latedasbelow:

Table6.Simulationreportofqueues’status

Observation-period: 576000 Warmup-period: 0

Numberofobservations: 20 Simulationmethod: Separateruns Object Average L-bound(95%) U-bound(95%) Unit

Queue1 4 2 5

BatchQueue2 8 7 10

Queue3 1 1 1

Queue4 40 36 45

OrderQueue5 3 3 4

Queue6 15 12 17

Queue7 1 1 1

QueueA 3 2 4Batch

QueueB 2 2 3

Takingasanexampletoexplainforthemeaningofthesestatistics,regardingtothe

Queue1(queueforReceivingfunction),onecanbe95%confidentthatthemaxi-

mumnumberofproductsinthisqueuewithin1-day-periodisgreaterthanorequal

to2(batches)andlessthanorequalto5,andonaverageitshouldequalto4.Byfit-

tingthedataintoNormaldistributionandusingtherelatedformulas,thesestatistics

caneasilybeevaluated.Conveniently,thereisabuilt-instatisticaltoolinthesoft-

warethatautomaticallyhandlethiscalculationwhenusersplacethedemand.Thisis

thereasonwhytheauthoromitsNormaldistributionconceptinthechapteroftheo-

reticalbases.

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41

Thesimulationresultsplainlysignifythatthedesignedwarehousingsystemcontains

variousproblems.Foraclearandsystematicreporting,issuesassociatedwitheach

activitywillbeidentifiedanddiscussedcase-by-caseinthefollowingtable:

Table7.Warehouse’sinitialproposition:ImperfectionsandSolutions

Activity DiscussionandRecommendedActions

Receiving

Utilizationratesatreceivingareaarequitegood(88.8%and95.5%).In

therecordedday,17outof19batches(ofproduct)weresuccessfullyfor-

wardedtothenextpace.Nonetheless,with2batchesleftbehinduntil

thenextday,andanaverageofmaximumcontentsmustlingerinthe

queueisconfidentlyestimatedtobe4,alittleimprovementisneeded.

Register

&

Sort

Thisistheactivitythatcausedangerousblockageatinboundarea.There

wereonly3outof17batchesbeprocessedtothenextstage.According

tothisoperationalspeed,theremaininglargeproportionofproducts

mustbestackingupfordays.Despiteso,thefunction’sutilizationalmost

reached77%.Meaningthat,eithertheareaisdeservedtobeassigned

moreresources(operator,machine,vehicle,equipment),orabetterreg-

isteringandsortationsystemshouldbeemployed,forthefunctiontobe

abletofullyaccomplishitsduty.

Put-away

Becausethepreviousprocesshadhinderedsubstantiallytheflowofma-

terials,therewasnotmuchofthemavailabletobeput-awayinthis

phase(extremelylowutilizationrateof8.7%).Hence,itisessentialtore-

allocateorintegrateresourcesforthe2adjacentareas(Resister&Sort

andPut-away),sothatamorebalanceofutilizationratesandagreater

amountofthroughputcanbeattained.

Cross-docking

Theoperationofcross-dockinghasbeendesignedwell.Intherecorded

result,itsutilizationratereached95.3%andalldemandedworkloadwas

completelyhandledbytheendoftheday.Confidently,managercannow

decidethefinalamountofreservedspacefortheactivity’sconnected-

queue,whichaverageofmaximumcontentsisexpectedtobe3batches

(95%assurance).

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Picking

Pickingisanotherfunctionthatneedmoresupport.Althoughitsre-

sourceshavebeenutilizedupto98.3%,onlyhalfuptheorders(38outof

76)werefullypickedfordelivery.Itisnotsurprisethatthepossiblemaxi-

mumnumberofordersmustendureinthequeueisnotlowerthan36.

Theseareclearimpellentsignsformanagertoconsiderengagingwith

thepaperless-pickingtechnologies(ifnotyet),besidefromincreasingthe

numberofworkersinthisarea.

Sort

(Outbound)

Onlyused38.8%oftheassignedresources,butrapidlysortedoutthein-

putordersforthenextstageofpackaging.Therefore,acertainpropor-

tionofoperatorsshouldbetranslocatedtoworkinotherareas,suchas

pickingorpackaging.

Packaging

Fromthefactthatpackagingareacouldonlyprocessouthalfofthein-

puts(18outof36),eventhough96.5%ofitscapacityhasemployedin

theoperation.Itcanenrolinthelistoffunctions,whichnotgettingas

muchsupportasdesired.Amongtheorders-handling-queues,packag-

ing’squeueplacesasthesecond,intermofnumberofmaximumcon-

tentsrecordedattheline(15ordersonaverage).

Shipping

Asmentionedearlier,theworkatshippingareaisarrangedsothatthere

willbeonetruckparkingateachdock,waitingforcross-dockingproducts

toreach4batches(docknumber1),oroutboundorderstoaccumulate

to40packages(docknumber2).Thisprincipleexplainsforthelowutili-

zationratesatthe2docks.Theproblemisthat,bytheendofrecorded

day,therewasonly1-timetruckleavingtheshippingareafromdock

number1.Theother4availablebatchesmustwaituntiltheearliestof

thefollowingday.Regardingtothedocknumber2,only18orderswere

successfullygatheredafter1workingday,22moreordersstillneededfor

thetrucktoleave.Thisexecutionalmannercausesmajordelayindeliver-

ingproductstocustomers.Therefore,itisbettertooutsourcethisactiv-

ityandcooperatingwithathird-partycarrier,thatcancomeandpickthe

productsinmorefrequenttimes.Otherwise,thecurrentusingtrucks

shouldbereplacedbysmallervehicles,which,forexamplebefully

loadedwith2batchesofcross-dockingproducts,or6outboundorders.

However,thismayresultinhighertransportationcosts.

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Althoughtheinitialpropositionseemstobefineatafirstsight,manydrawbacksbe-

comevisibleafterhavingthesimulatedmodelrunandconsequentresultsgener-

ated.Whilesomefunctionareasbeassignedwithtoomuchofresources,theother

operationshavetosufferwiththeheavyworkload,comparetotheirequippedcapa-

bility.Theinappropriateexecutionalprincipleatshippingdocksalsopreventedabout

two-thirdsofshipmentsfromdepartingfordelivery,intherecordedday.Andover-

all,thewarehouseonlyshippedout4batchesofproductsfromtherequestof76or-

dersplus10batchesofcross-dockingshipments–anextremelylowproductivity.

Bynow,themanagermustrealizethattheestablishedplanisseriouslybad.Moreef-

fortsshouldbeputtinginrefiningtheperformanceprinciples;balancingthere-

sourcesforinvolvedactivities;andprovidinggreatersupportforfunctionswith

heavyworkload.Alongtheprocess,simulationshouldalsobeusedasaverifyingtool

foranychangethatmanagerintendsto,evenaverysmallone.Thisway,themodel

canbeimprovedinamorereliableandsteadymanner.

Intermofspaceallocationforthequeuesaswellasareaforeachactivity,decision

shouldbemadebasedonsimulationresultsofmodel,whichemulatedthefinalver-

sionofwarehousedesign.However,fromauthor’spointofview,theidealnumberof

productslingerateachqueueshouldnotlargerthan3batchesor10orders.

4.4 Conclusion

Sincetheexamplemodelisbuiltbasedonpertinentandverifiedmathematicalcon-

cepts,belongingobjectsalsobeconnectedtointeractwitheachotherexactlyinac-

cordancetotheestablishedperformanceprinciples,thesimulationmodelaswellas

itsgeneratedresultsaretotallyreliable,providedthatthecollecteddata(arrivalpat-

ternandinter-arrivaltimeofinboundandoutboundorders,cycletimeoffunctions)

isupdated,relevantandaccurate.Itisworthtoalertonceagainthatamodelfailing

toguaranteeanyoftheabove-mentionedstandardsduringtheconstructionphaseis

useless.Andemployingawronglybuiltsimulationmodel(withoutawareness)asa

lodestaralongdecision-makingprocessmayleadtoterribleconsequences.Hence,it

iscrucialtoexamineandverifythequalityandreliabilityofamodelbeforetheus-

age.

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44

Thecurrentsimulationtechnologyhasgreatlydevelopedsuchthatitispossibleto

replicateexactlyanyreal-worldeventorprocessintoa3-dimensions(3D)computer-

basedmodel.Forinstance,differenttypesofautomaticconveying,sortation,packag-

ingsystemcanbeemulatedas3Dsimulationmodels;andvirtuallybeimplemented

toexamineandidentifythemostsuitableonesforacertainrangeofproducts.

Infact,thepreviouslyusedprogramme(EnterpriseDynamics9)alsooffers3Dsimu-

lationfeatures.Buttoabletobuildthatkindofcomplexmodel,acertainlarger

amountoftimeandeffortmustbespendingongatherthenecessaryinformation.

Andthistime,theaccuracyrequirementoncollecteddatashouldbestrictertoavoid

anyprobabledominoeffects.Modeldesigneralsoexpectedtopossessasolid

enoughmathematicalbase,accompaniedbyaskilfullevelinsoftwaremanipulation.

Nonetheless,ifwarehousemanagerdoesnotwanttobearthelearningofadvanced

mathematicsandsimulationsoftware,thenjustsimplyhireasimulationspecialist,

whocaneasilycreateanydemandedmodel,providespecializedadvicesandassist

him(orher)alongthepainfuldecision-makingprocess.Thetotalcostisnotmore

thanaperiodicsubscriptionfeeofsimulationsoftwareandmonthlysalaryforavalu-

ableexpert.

Althoughthemodelcreatedintheillustrativecaseisquitesimple,thatbasingonly

onacouplepiecesofdataandmathematicalconcepts,withsomeutilitiesofasimu-

lationsoftwareinvolved,itworksbestforwarehousingfirm,whichoperationsare

pureandplainlyconnectedwithoneanother.Inthesituationthatasupportive

modelisinurgentneedandwherethereisnotmuchofaccurateandreliabledata

availableatthetime,thiskindoffocusandsolidmodelismorepreferredthana

largeandcomplexone,withvariouspotentialerrorsassociated.Besides,thelevelof

simulationknowledgeofgeneralwarehousemanagersshouldalsobetakinginto

considerationwhendecidingonthecomplexityscaleofamodel.Astheextentof

benefitsthatasimulationmodelcanbringindependingonhowmuchitcanbeuti-

lizedbytheuser.

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References

Automatedstorageandretrievalsystems.N.d.PageontheIntegratedSystemsDe-sign’swebsite.Accessedon12January2018.Retrievedfromhttp://www.isddd.com/storage-retrieval-systems

Brink,D.2010.Essentialsofstatistics.1sted.VentusPublishingApS.

Castaldi,C.2016.Howtopicktherightsortationsystem.Accessedon4November2017.Retrievedfromhttp://www.dmwandh.com/pick-right-sortation-system/#.WgsQAraB1-X

Curley,R.2017.3stylesofwarehousereplenishment.Accessedon15December2017.Retrievedfromhttps://info.archon-interactive.com/blog/3-styles-of-warehouse-replenishment

DelBovo,M.2011.Cross-dockingrediscovered.Accessedon24September2017.Retrievedfromhttp://www.mhlnews.com/transportation-amp-distribution/cross-docking-rediscovered

Dresch,A.,Lacerda,D.P.,&AntunesJr.,J.A.V.2015.Designscienceresearch.1sted.SpringerInternationalPublishingSwitzerland.

Fain,B.2014.Fivebenefitsofcyclecountingoverannualinventorycounts.Accessedon10December2017.Retrievedfromhttps://www.stitchlabs.com/blog/benefits-cycle-counts-over-annual-inventory-counts/

Frazelle,E.2002.World-classwarehousingandmaterialhandling.1sted.McGraw-HillEducation.

Gray,C.N.d.Theimportanceofcycleinventorycounting.Accessedon10December2017.Retrievedfromhttp://smallbusiness.chron.com/importance-cycle-inventory-counting-24718.html

Hobkirk,I.2016.10waystoachievee-commercedistributionsuccess:optimizepacking.Accessedon19November2017.Retrievedfromhttp://www.commonwealth-sca.com/10-ways-to-achieve-e-commerce-distribution-success-part-6-of-10-optimize-packing/

Kennedy,T.2017.Howvoicepickingstacksupagainstpaper,RFscanningandpick-to-light.Accessedon21October2017.Retrievedfromhttps://blog.highjump.com/how-voice-picking-stacks-up-against-paper-rf-scanning-and-pick-to-light

Lahdevaara,H.E.2016.Simulationandqueuingtheory.Lectureslides.JAMKUniver-sityofAppliedSciences,SchoolofTechnology.

Lyman,P.N.d.Processsimulationanditsbenefits.Accessedon16January2018.Retrievedfromhttps://www.crbusa.com/process-simulation-and-its-benefits

Marfo,A.N.d.Howtoreduceinventoryshrinkage.Accessedon17December2017.Retrievedfromhttp://smallbusiness.chron.com/reduce-inventory-shrinkage-19240.html

Page 48: Warehouse in Today’s Business and Benefits of Simulation ...2 Warehouse In General 2.1 The Importance of Warehouse Although warehouse often being under-evaluated as just a place

46

Martins,F.2017.Whyautomateyourparcelsortationoperation.Accessedon12November2017.Retrievedfromhttps://www.pitneybowes.com/us/blog/why-automate-parcel-sortation-operations.html

Melendez,K.2013.Benefitsofreal-timeRFscanning.Accessedon21October2017.Retrievedfromhttp://info.mkmdistribution.com/blog/bid/342267/benefits-of-real-time-rf-scanning

Montgomery,K.2016.WhyuseaugmentedrealityinyourwarehouseorDC.Accessedon22October2017.Retrievedfromhttps://talkinglogistics.com/2016/01/26/why-use-augmented-reality-in-your-warehouse-or-dc/

Murray,M.2016a.Picktolightwarehousesystems.Accessedon14October2017.Retrievedfromhttps://www.thebalance.com/pick-to-light-warehouse-systems-2221456

Murray,M.2016b.Packaginginthewarehouse.Accessedon18November2017.Retrievedfromhttps://www.thebalance.com/packaging-in-the-warehouse-2221182

Murray,M.2017a.Orderpickinginthewarehouse.Accessedon29September2017.Retrievedfromhttps://www.thebalance.com/order-picking-in-the-warehouse-2221190

Murray,M.2017b.Picktovoicewarehousesystems.Accessedon14October2017.Retrievedfromhttps://www.thebalance.com/pick-to-voice-warehouse-systems-2221457

Murray,M.2017c.Cyclecountinginthewarehouse.Accessedon2December2017.Retrievedfromhttps://www.thebalance.com/cycle-counting-in-the-warehouse-2221188

Murray,M.2017d.Planningandoptimizingyourwarehouselayout–supplychainim-pact.Accessedon7January2018.Retrievedfromhttps://www.the-balance.com/planning-your-warehouse-layout-2221065

Pasian,B.2015.Designs,methodsandpracticesforresearchofprojectmanagement.1sted.GowerPublishingLimited.

Piasecki,D.N.d.Orderpicking:methodsandequipmentforpiecepick,casepick,andpalletpickoperations.Accessedon29September2017.Retrievedfromhttp://www.inventoryops.com/order_picking.htm

Prescott,A.2008.Advantagesanddisadvantagesofsecondaryresearch.Accessedon15February2018.Retrievedfromhttp://prosandconsofsecondaryresearch.blogspot.fi

Rogers,L.K.2011.Equipment101:sortationequipment.Accessedon12November2017.Retrievedfromhttp://www.logisticsmgmt.com/article/equipment_101_sortation_equipment

Sherman,P.J.N.d.Queuingtheoryandpractice:asourceofcompetitiveadvantage.Accessedon17January2018.Retrievedfromhttps://www.isixsigma.com/indus-tries/retail/queuing-theory-and-practice-source-competitive-advantage/

Page 49: Warehouse in Today’s Business and Benefits of Simulation ...2 Warehouse In General 2.1 The Importance of Warehouse Although warehouse often being under-evaluated as just a place

47

Stone,S.2017.Thedockisyourfirstlineofcustomerservice.Accessedon26November2017.Retrievedfromhttp://www.cisco-eagle.com/blog/2017/01/10/the-dock-is-your-first-line-of-customer-service/

Sunol,H.2017.Warehouseoperations:optimizingtheput-awayprocess.Accessedon27September2017.Retrievedfromhttp://articles.cyzerg.com/warehouse-operations-optimizing-the-put-away-process

Travis,D.2016.Deskresearch:thewhat,whyandhow.Accessedon15February2018.Retrievedfromhttps://www.userfocus.co.uk/articles/desk-research-the-what-why-and-how.html

Vitasek,K.2007.Bestpracticesinmaterialhandlingandput-away.Accessedon27September2017.Retrievedfromhttp://multichannelmerchant.com/operations/best-practices-in-material-handling-and-put-away/

Woollard,D.2015.Couldyourwarehouseloadingbaybemoreefficient.Accessedon26November2017.Retrievedfromhttps://www.dmg-freight.com/could-your-warehouse-loading-bay-be-more-efficient/

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Appendices

Appendix1. U-shapelayout(adaptedfromFrazelle2002,187)

Appendix2. Straight-thrulayout(adaptedfromFrazelle2002,188)

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Appendix3. Modular-spinelayout(adaptedfromFrazelle2002,189)

Appendix4. Multistorylayout(adaptedfromFrazelle2002,190)

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Appendix5. Actualconnectionsofobjectsintheprogramme

Appendix6. Capacityofwaitinglines

Queue 1 2 3 4 5 6 7 A B

Capacity 30 60 30 150 50 50 50 15 15

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Appendix7. Data-setupforthearrivingofregularshipment

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Appendix8. Data-setupforreceivingdocks’queue

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Appendix9. Data-setupforcross-dockingfunction

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Appendix10. Truckonlydepartafterhaving40ordersloaded