2MCMBM.docx
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2MCMBM
Summary
TheQuickPasssystemallowsthetouriststodoubleusetheoriginalwaitingtimeandoffersthemmoretimeforotheractivitiesinthepark.However,therestillexitsomeproblemsinthecurrentQPsystem.Inthispaper,weanalyzetheexistingQPsystem,proposebetterQPschemes,andtesttheirvalidity.
AfterthecarefulanalysisofthecommonpursuitoftouristsandCEOs,weconcludethattheprincipleobjectiveofaQPsystemistoincreasetheaveragefreetimeoftourists.Thisincrementisdirectlyreflectedinthedecreaseofthelengthofawaitingline.Empirically,weassumethatthelengthofaregularlinehasanoptimalvalue.WealsosetalimittothelengthofthelineforQPholders.
WhenformulatingQPschemes,themostimportantfactoristhereturntimedesignatedtoeachtourist.First,weproposeScheme1,asimplifiedversionoftherealQPsystem,inwhichthereturntimeisdeterminedbythecurrentlengthoftheregularline.Weusetheresultofthisschemeasthebaselineofanalyzingthelaterschemes.ThenwetakeintoaccountthenumberofQPholdersinthevirtuallineandcreateScheme2.ThisisaFIFOsystemandthuscanavoidtheproblemoftheinstabilityoftheassignedreturntime.InScheme3,wepredictthearrivalpatternofthedayunderdiscussionusingthehistoricaldataandcomeupwithanalgorithmthatguaranteesthereturningQPholderstoavoidthepeaktimeoftourists’arrival.Scheme3cansuccessfullyimprovetheperformanceofthesystem.BasedonScheme3,wefurtherrecordthereturntimeofeachQPholderinthevirtuallineandintroduceScheme4.WestaggerthereturntimeofQPholdersandthuscontrolthelengthofthelineforreturningQPholderswithinadesirablelevel.Finally,weformulateScheme5fromanewperspective.Thisnewschemewillmakesurethateachdesignatedreturntimemaximizesthefreetimeincrementofthesystem!
Astheextensionofthismodel,wealsoproposeasystemwithpartialpriorityforQPholders.WebrieflycomparethenewsystemwiththeoriginalQPsystemwithabsolutepriorityandrecommendthesituationsofintroducingthispartialprioritystrategy.
Totesttheaboveschemes,weestablishaconsideratesimulationprogram,takingintoaccountmanycomplexfactorsintherealworldsituation.Thenwehavethepowerfulweapontotestourproposedschemes.Basedontheresultsofsimulation,wecometosomeusefulconclusionsandstrongrecommendationsfortheCEOs:
Thetwocriteriaofevaluatingaschemearethefreetimeincrementandtheregularlinelength.Thetwoquantitiesfollowalinearrelationshipapproximately.
AftertheimplementationofQPsystems,thelengthofregularlinereducesbyabout20%.
Tomaintainthelengthofregularlinewithinaproperrange,anappropriatenumberofQPticketsshouldbeissued.
Itisimportanttoaccumulateandupdatethehistoricaldata.
TheQuickPassStrategy
1AnalysisoftheProblem
Nowadays,theemergenceof"QuickPass"systemhasreducedthepeople’stimewaitinginlineandthushasbeenwidelyusedinmanyareas.Especiallyinamusementparks,thesystemhelpthetouristsgetridofthehorriblylongwaitinglineandofferthemmoretimeforotherrecreationalactivities.Itseemstobeawin-winstrategy.WehaveaccumulatedlotsofcommentspraisingtheintroducingofthissystembothfromtouristsandCEOsoftheparks.However,doestheQuickPassreallyhavethegreatpowertoenhancethesatisfactionoftouristsononehandandontheother,tobringmoreprofitstothebusinessmen?
Actually,wehavefoundsome“necessaryevils”fromtheQuickPasssystem(wewillcallitQPforshort),whichweshouldpayspecialattentionto:
●AlongreturntimedesignatedbyQuickPass(say,6-8hours)willblockatouristfromgettinganyfurtherQPfortherestoftheday!
●AtouristmaynotgetaQPfromabigattractionlateinaday.
●Thereturntimemaybecomeunstablesometimes.Forinstance,atouristmayfinditunfairtobeassignedtoreturn4hourslaterwhenheobservesthatjustashortlateronthesameride,theQuickPasswasgivenforanhourorsolater.
●PerhapsthemostdissatisfactorysituationisthattheQPholdersreturntotheridehappilyonlytofindthattheystillhavetowaitinalinenearlyaslongastheregularlines.
Accordingtothosedrawbacks(maybemore),itisclearthatthere’sstillgreatneedtoimprovethecurrentsystem.Ourtaskisanalyzingtheproblemsintheoldsystem,proposingourbetterstrategiesandthentestingthevalidityofourschemes.Moreover,wewillcomeupwithsomekeycriteriatoevaluatetheQPschemesbasedonourmodel.
Beforeestablishingourmathmodel,itisimportanttogetadeeperunderstandingofthe“QuickPass”System.ThekeywordinaQuickPassSystemis“virtualline”.Thisconceptderivesfromaverysimpleidea,thatis,tousesomecertainformtorecordthepositionofapeopleinaline,toestimatethetimefromnowonuntilhegetstheserviceandtoassignareturntimeforthepeople.Thesystemthenallowsthepeopleto“idle”duringtheperiodofhisoriginalwaitingtime,doingwhateverhewants,solongashereturnstoaccepttheserviceatthedesignatedtime.Disneylandisoneofthefirstamusementparkswhoadoptthiskindofsystem,namely,FastPass,andthecompanyhasachievedsomesuccess.Inthepast,touristsvisitingDisneylandcomplainironicallythatthe“mostfrequentactivity”issimplytowaitinaline!
Althoughitmaybealittleexaggerating,thelongwaitinglineisindeedtheNO.1headacheofbothtouristsandtheCEO.Obviously,itiscausedbythecontradictionbetweentheever-increasingtouristsandthelimitedcapacityofsomehotattractions.Longwaitinglineswillnotonlycauselargeamountsofcomplaintsfromtouristsbutalsothelackoftimeforthemtogoshoppingordininginthepark,whichisagainstthehopeoftheCEO?
(Sincetouristsdonotbuyextraticketsaftertheyenterthepark,theprofitgainfromshoppingcentersorrestaurantsistheonlypossiblesourceforprofitincrement.)Therefore,DisneylandintroducestheFastPasssystemtoskillfullyallocatetourists’timeandmakespossiblethedoubleuseoftheirtime.
NowwehavegotsomeideaofthereasonforintroducingtheQuickPasssystem.ButwestillwouldliketofurtherexploretheexpectedbenefitsoftheQPsystemfromtwodifferentperspectives:
theenjoymentrelatedconsiderationoftouristsandtheprofitrelatedconsiderationsofCEOs.
●Tourists
1.Toplayinasmanyattractionsaspossible
Ofcourseitisthesincerehopeofeverytouristsandtoday’sQPsystemfacilitatetherealizationofthishope.Ourschemeswillfurtherimprovetheenjoymentoftourists.
2.Toreducethewaitingtime
QPsystemwillgivetouristsmoretimeforotheractivities,includingplayinginmoreattractions.Therefore,thisfactorincorporatesthefirstone.
●CEOs
1.Tostretchtheaveragefreetimeforeachtourist
The“averagefreetimeofatourist”isdefinedastheaveragevalueofatourist’stotaltimeusedintheparkminusthetimeusedtowaitinlinesandactuallyplayinattractions.TheincreaseofthistimemeansthatthelikelihoodforthetouriststogoshoppingordiningintheparkmaybecomelargerandsodoesthelikelihoodfortheCEOstoearnmoreprofitgains(althoughwecannotexactlycontrolthebehavioroftourists).Ontheotherhand,touristsalsoprefertohavemorefreetimeforplayingorshoppingratherthanpassivelywaitinanendlessline.
Weputemphasisontheincreaseofaveragefreetimeforallthetourists,includingQPholdersandtouristsintheregularline.Obviously,QPsystemcanincreasethefreetimeofthoseQPholders,butatthesametimesomeoftheQPstrategiesmayalsostretchthewaitingtimeofthoseintheregularlines.SincetotheCEOsthetwogroupsoftouristshaveequalstatus,weshouldtakeintoaccounttheinterestsofbothgroups.SomeofourQPschemescanincreasethefreetimeforbothQPholdersandregulartourists.
2.Tomaintainawaitinglinewithappropriatelengthinfrontofeachattraction
Thisstatementmayseemalittleconfusingatthefirstsight,butaccordingtothecommentsfrommanyCEOSofamusementparks,theyhopethatthereisawaitinglineinfrontofeachattractionbecauseitisasymbolofattractivenessofthisattraction.Obviously,theQPrulestrytoreducethewaitingline.ButthegoalofourQPsystemistomaintainawaitinglinewithappropriatelengthinsteadofeliminatingtheline.
Fromtheaboveanalysis,wefindthatthepursuitsofCEOandtouristsarequitesimilar:
morefreetimefortourists.WithregardtothesecondhopeofCEO,althoughitisobviouslynotthehopeoftourists,mosttouristsarewillingtoacceptalinewithanappropriatelength,especiallyinathemepark.
2Assumptions
●Atouristonlybuysonetickettoenteranamusementparkandnoextramoneyforplayinginanyattraction.Butgoingshoppingordiningintheparkisextracost.
●TouristscanfreelychoosewhetherornottorequestaQPticket.
●EverytouristisallowedtohaveonlyoneQPticketatatime.
●Thelengthofreturntimewindowisaconstantvalue.
●Acertainpercentage(1-m%)ofQPholderswillreturntotheattractionatthedesignatedtime.
●OverdueQPticketisinvalid.
●Thereisnobreakdownofanattractionandstaffsoftheattractionarealwaysworkingduringbusinesshours.Therefore,thecapacityofanattractionremainsconstantduringaday.
3TermsandDefinition
Name
Definition
ri
thearrivetimeoftouristi
qi
thelengthofregularlinewhentouristiarrives
vi
thelengthofvirtualline(thenumberofthepreviousvalidQPholders)whentouristiarrives
Ti
ther