2015年美賽O獎?wù)撐腁題Problem_A_40764.pdf

2015年美賽O獎?wù)撐腁題Problem_A_40764.pdf

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時間:2020-03-06

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1、Team#40764Page1of25StochasticandDeterministicModelsoftheEradicationofEbolainWestAfricaSummaryHereinwepresentstochasticanddeterministicmodelsforthecurrentEbolaoutbreakinWestAfrica.Thegeneralapproachusedforbothmodelsistodividethepopulationintothreestates,infectedpeop

2、le,healthyvulnerablepeople,andhealthyimmunepeople.Wethenassignparametersrepresentingtheratesatwhichpossibletransitionsbetweenthesestatesoccur.ThisenablesustopredictthespreadoftheEbolavirusforanyinitialconditions.Toverifythegeneralapproach,stochasticanddeterministic

3、predictionsarecomparedwithWorldHealthOrgnisation(WHO)dataforthemostrecenteighty- vedaysoftheoutbreak.Toensurethegeneralmethodisrobust,weinvestigatefourregions:Guinea,Liberia,SierraLeone,andWestAfricaasawhole.Weestimatethestatetransitionrateparametersusingavailables

4、tatistics,andshowthatrealisticparameterestimatesresultinpredictionsthathavegoodagreementwithknowndata.Wethenusebothmodelstopredictthefutureoftheoutbreak,assumingpresentconditionsremain.Thisprovidesabasiswithwhichtocomparethee ectsofdi erenttreatmentmethods.Inoursen

5、sitivityanalysis,weindependentlyconsiderthee ectofthreetreatmentmethodsonthenumberofdeathscausedbyEbola.Thethreetreatmentmethodstestedare:improvementsinmedicalservices,improvementsinthequalityandquantityofmedicine,anddistributingavaccine.Stochasticsimulationsforsev

6、eraltreatmentregimesareperformedovertheshort-term(sixmonths),andmedium-term(twoyears).Thisenablesustodeterminetherelativee ectivenessofdi erenttreatmentmethods,andwhichnationsshouldbetargetedintheapplication.Wethengeneralisetheinvestigationusingthedeterministicmode

7、l.Byanalysingthestabilityof xedpointsinthemodel,wedeterminetherelationshipbetweenparametersrequiredtoeradicateinfectionsinthelong-term.Qualitatively,key ndingsofthesensitivityanalysisare:Themoste ectiveshort-termstrategyinallcountriesisproducingalargequantityofimp

8、rovedmedicineThemostecientstrategyforreducingmedium-termdeathsistoimprovemedicalservicestoisolateinfectedpatientsShort-termstrategieswillbemos

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