美国大学生数学建模C题参考论文.docx
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美国大学生数学建模C题参考论文
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2012MathematicalContestinModeling(MCM)SummarySheet
(Attachacopyofthispagetoeachcopyofyoursolutionpaper.)
Typeasummaryofyourresultsonthispage.Donotinclude
thenameofyourschool,advisor,orteammembersonthispage.
ModelingforCrimeBusting
Yourorganization,theIntergalacticCrimeModelers(ICM),isinvestigatingaconspiracytocommitacriminalact.Theinvestigatorsarehighlyconfidenttheyknowseveralmembersoftheconspiracy,buthopetoidentifytheothermembersandtheleadersbeforetheymakearrests.Theconspiratorsandthepossiblesuspectedconspiratorsallworkforthesamecompanyinalargeofficecomplex.The
companyhasbeengrowingfastandmakinganameforitselfindevelopingandmarketingcomputersoftwareforbanksandcreditcardcompanies.ICMhasrecentlyfoundasmallsetofmessagesfromagroupof82workersinthecompanythattheybelievewillhelpthemfindthemostlikelycandidatesfortheunidentifiedco‐conspiratorsandunknownleaders.Sincethemessagetrafficisforalltheofficeworkersinthecompany,itisverylikelythatsome(maybemany)oftheidentifiedcommunicatorsinthemessagetrafficarenotinvolvedintheconspiracy.Theywanttodeterminehowtheymightscheduleanoptimalmixoftrips,ofvaryingduration(measuredinnightsontheriver)andpropulsion(motororoar)thatwillutilizethecampsitesinthebestwaypossible.Inotherwords,howmanymoreboattripscouldbeaddedtotheBigLongRiver’sraftingseason?
Therivermanagershavehiredyoutoadvisethemonwaysinwhichtodevelopthebestscheduleandonwaysinwhichtodeterminethecarryingcapacityoftheriver,rememberingthatnotwosetsofcamperscanoccupythesamesiteatthesametime.Inadditiontoyouronepagesummarysheet,prepareaonepagememotothemanagersoftheriverdescribingyourkeyfindings.Throughthecarefulstudying,weabstractthecollisionsystemintoasimpleharmonicmotionsystemwhichisconstitutedby4partsofobjectsandelasticforcebetweenthem.ByanalyzingtheSimpleharmonicsystem,webuilddifferentialequationsmodelforthecollision,andgaintheballleavespeedatalllocationsofthehittingpoint.Then,wecangetthelocationofsweetpointbyfindingthemaximumreturnspeedoftheball.Forproblem2and3,wechangesomecoefficientofthemodelusedinproblem1accordingtothesituation,andconcludedthatcorkingabatwillslowthespeedofball,whileusingabatmadeofaluminumwillincreasetheballspeed.
Keywords:
simpleharmonicmotionsystem,differentialequationsmodel,collisionsystem
TheProbabilityModelforPredictingtheAreaofASerialCrime
Keywords:
theBayesTheoremequation;"centerofmass";crime;theDistanceDecayFunction;reliability;model;thegeographicalprofile.
Contents
1Introduction3
1.1ComprehensiontotheProblem..................................................................3
1.2TheGoaloftheModel...............................................................................4
1.3TheAnalysisoftheProblem......................................................................4
2NotationandDefinitions4
3SimplifyingAssumptions4
4TheModel
4.1MarktheLocationsofCrime......................................................................5
4.2PredicttheLocations...................................................................................7
4.3TwoMethodstofindthe"centerofmass"...................................................8
4.3.1TheFirstMethod........................................................................8
4.3.2TheResultoftheFirstMethod...................................................8
4.3.3TheSecondMethod..................................................................10
4.3.4TheResultoftheSecondMethod............................................12
4.3.5TheCombinationoftheTwoResults.......................................13
5CaseStudy:
TheTestoftheModel14
6ModelEvaluation16
7ExecutiveSummary17
8LiteratureReferences19
9AdditionalLists20
1Introduction
Aftergettingtheproblem,wesearchthefollowingsitesforrelevantinformation.
http:
//en.wikipedia.org/wiki/Peter_Sutcliffe
PeterWilliamSutcliffe(born2June1946inBingley,WestRidingofYorkshire)isanEnglishserialkillerwhowasdubbedTheYorkshireRipper.Sutcliffecommittedhisfirstdocumentedassaultonthenightof5July1975inKeighley.On2January1981,Sutcliffewasstoppedbythepolicewith24yearoldprostituteOliviaReiversinthedrivewayofLightTradesHouse,MelbourneAvenue,Broomhill,Sheffield,SouthYorkshire.ApolicecheckrevealedthecarwasfittedwithfalsenumberplatesandSutcliffewasarrestedforthisoffenceandtransferredtoDewsburyPoliceStation,Sutcliffewasconvictedin1981ofmurdering13womenandattackingseveralothers.Detailsareasfollows:
MurderType/Practices-SerialKiller/Sadism.Method/WeaponsUsed-Stabbing,Strangulation,Bashing/Ball-PeinHammer,Knives,ClawHammer,Hacksaw,Screwdrivers,Rope.
Organization-Disorganized
Mobility-Stable..
VictimVicinity-Yorkshire,NorthernEngland.(Leeds,Bradford,Huddersfield,Manchester)
MurderTimeSpan-July1975-January1981.
VictimType-Prostitutes.
Victims-WilmaMcCann(Died30Oct1975),EmilyJackson(Died20Jan1976),IreneRichardson(Died5Feb1977),PatriciaAtkinson(Died23Apr1977),JayneMacDonald(Died26Jun1977),JeanJordan(Died1Oct1977),YvonnePearson(Died21Jan1978),HelenRytka(Died31Jan1978),VeraMillward(Died16May1978),JosephineWhitaker(Died4Apr1979),BarbaraLeach(Died2Sep1979),MargueriteWalls(Died18Aug1980),JacquelineHill(Died17Nov1980).
Therearealotofmurderslikethis,whichleadtoplentyofvictimseveryday.Wehavedevelopedanumberofwaystopredictthemurderbasedontheseproblemsinordertomaketheinnocentpeopleawayfromthesuffering.
1.1Comprehensiontotheproblem
Thegivenproblemrequiresustosolveserialcrimes.Ononehand,wehavetopredictthepossiblelocationsinthenextstagesbasedonthetimeandlocationsofthepastcrimescenes.Ontheotherhand,estimatingthereliabilityofourpredictioniswhatwehavetodo.Inaddition,thegivenproblemalsoasksustoaccomplishadditionaltwo-pageexecutivesummarywhichwillbereadbythechiefofpolice.Aftertheaboveanalysisoftheproblem'srequirements,weunderstandthathowtodeterminethelocationsandenvironmentofthepastcrimescenesisthekeyfactortosolvetheproblem.Themodelwehaveestablishedshouldfindawaytosolvethisproblem.Onlyinthiswaycanwemakethebestprediction.
1.2Thegoalofthemodel
Thegoalofourmodelistopredictthepossiblelocationsofthecrime.Inordertoachievethisgoal,wetakethefollowingsteps.
Step1:
Analyzingthelocationsandenvironmentsofthepastcrimescenes.
Step2:
Makinguseoftwodifferentschemestogenerateageographicalprofile.
Step3:
Combiningtheresultsoftheschemesandgenerateausefulprediction.
Step4:
Estimatethereliabilityofourpredictionandaccomplishthesummary.
1.3Theanalysisoftheproblem
First,wemarkthelocationsofmurdersandattacksonthemapandfindthemurdersandtheirattacktime.Then,usinglongitudeandlatitudetorepresentthesepoints,andregardthemasthecoordinatesofthesepoints.What'smore,findingoutthe“centerofmass”iswhatwehavetodo.Wealsohavetousetwodifferentmethodstoformageographicalprofile.Finally,theprobabilityofnextmurderingineachregioncanbepredicted.Inadditiontothat,wehavetotestandverifyourmodel.Thus,theproblemanalysisiscompleted.
2NotationandDefinitions
Notation
meaning
Xi
Thepastcrimepoints
Yi
Thepredictedpoints
d(x,y)
Thedistancebetweenxandy
f(d)
Thedistancedecayfunction
S(y)
Thehitscorefunction
Lon
Longitude
Lat
Latitude
Won
Thelatitude'sactualdistance
Wat
Thelongitude'sactualdistance
Δon
Thelongitudedifference
Δat
Thelatitudedifference
Theexpectedvalue
Zi
Thedividedarea
m
The"centerofmass"point
3SimplifyingAssumptions
1.Duringashortperiod,thecriminal'smentalfeaturedoesn'talter.
2.Thecriminaldoesn'tsufferfromtheunexpectedthings,suchastheaccident,theillnessandsoon.
3.Naturedisastersdon'tappearinthisregion.
4.Thecriminalhasastableresidence.
4Themodel
4.1MarktheLocationsofcrime
Inordertoeasilymakeaforecast,wefindoutthedetailedlocationsandtimeofthemurdersandtheattacks.Thenwemarkthemoutonthemap.
Sutcliffeisconvictedofmurderingthefollowing13victims:
Table.1locationsandtimeofthecrime
Date
Nameofvictim
Ageatdeath
Bodyfound
Locationonmap
30October1975
WilmaMcCann
28
PrincePhillipPlayingFields,Leeds
1
20January1976
EmilyJackson
42
ManorStreet,Sheepscar,Leedsat
2
5February1977
IreneRichardson
28
RoundhayPark,Leedsat
3
23April1977
PatriciaAtkinson
32
Flat3,9OakAvenue,Bradford
4
26June1977
JayneMacDonald
16
Adventureplayground,ReginaldStreet,Leeds
5
1October1977
JeanJordan
20
AllotmentsnexttoSouthernCemetery,Manchester
6
21January1978
YvonnePearson
21
UnderadiscardedsofaonwastegroundoffArthing