美国大学生数学建模竞赛2013 获奖论文
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美国大学生数学建模竞赛
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TheUltimateBrowniePan
JiWang
FengHuang
CongliFan
UniversityofElectronicScienceandTechnologyofChina
Advisor:YongZhang
Summary
Makingdeliciousbrownieshasacloserelationshipwiththeshapeofbakingpans,howevertheproblemdepressingussomuchisthatwhenbakinginrectangularpans,theheatconcentratesonthecornercausingthefoodgetovercooked.Meanwhile,bakinginroundpansisnotefficientwithrespecttousingthespaceinarectangularoven.Nowtherefore,wedevelopoptimalmodelstoselectthebesttypeofpans.
Maximizeevendistributionofheatforthepans,itisnecessaryforustofigureouttheheatdistributionfordifferentshapes’pansprimarily.Basedonthesearchingresults,weuseTwo-DimensionalHeatConductionEquationtodescribethedistributionofheatacrosstheouteredgeofpans.Moreover,wesimulatetheheatdistributionofrectangular,roundandpolygonalpansbyusingthePEDtoolboxinMATLAB.
Forthecaseofthemaximumnumberofpansthatcanfitintheoven,weadoptRectangularPackingAlgorithmtosimplifytheproblem.Fromthiswedemonstrateageneralmethodforchoosingtheshapeofpanstomaximizethespaceutilization.Foranovenwithdeterminedradioofwidthtolength,itcancontainmorerectangularpansthanroundandpolygonalpans.
Inaddition,wesetupanindex definedasthestandarddeviationofthetemperatureinthedomainofpanstorepresenttheuniformityofheatdistribution.Andwedrawaconclusionthattheheatdistributionofroundpansisevenerthanregularpolygonalpans.Meanwhile,forrectangularpans,whentheratioofthelengthtothewidthisnearby1:1,itisaworsechoicethanroundpans.Butwhentheratioislesserthanthe1.0:1.8,therectangularpanscanbeabetterchoice.
Whentwofactorsabovearetakenintoaccount,wedevelopanoptimalmodeltodeterminethefinalbestbakingpan.Finally,wecometoaconclusionthattheoptimalshapeofpansvarieswithvaluesofW/Landp.
Finally,wecommentthestrengthsandweaknessesonourmodels.
KeywordsHeatConductionEquation,PEDtoolbox,RectangularPacking
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Introduction
Whenbakinginarectangularpan,heatisconcentratedinthe4cornersandtheproductgetsovercookedatthecorners(andtoalesserextentattheedges).Inaroundpan,theheatisdistributedevenlyovertheentireouteredgeandtheproductisnotovercookedattheedges.So,heatcannotcirculateevenlyinsidethepan,leadingtotheboundarytemperaturehigherthaninner.
However,sincemostovensarerectangularinshape,usingroundpansisnotefficientwithrespecttousingthespaceinanoven.Thus,searchingforthemostsuitableshapeofthepansintheovenisverybeneficial.
Toexplorethemostsuitableshape,weshouldtaketwoaspectsintoconsideration:
1.Maximizenumberofpansthatcanfitintheoven.
2.Maximizeevendistributionofheatforthepan.
Optimizeacombinationofconditions1and2whereweightspand(1-p)areassignedtoillustratehowtheresultsvarywithdifferentvaluesofW/Landp.
MaximizingthenumberofpansinarectangularovenisequivalenttotheproblemthathowtoarraymoredifferentgeometricfigureswiththesameareaofAinarectangle.ThroughtheLeiHuangetc[4],weuseRectangularPackingAlgorithmtosolveit.
Tomaximizeevendistribution,figuringouttheheatdistributioninthepansfordifferentshapesiscrucial.ApreliminaryresearchofheatconductionhasbeencarriedoutbyFranklinC.daSilvaetc[1]:
TheTwo-DimensionalHeatConductionEquationisusuallyusedtodescribe
theheatconductionprogress.
PDEToolboxinMATLABcanbeusedtosimulatetheheatpartialdifferential
equation,especiallyfortheconductionequation.
Sowecanapplytheresearchabovetodevelopthemathematicmodelofheatdistributionandsimulateit.
VariablesandAssumption
Variables
Variable
u(x,y,t)
Q
Tw
Tf
S
ATable1.VariablesusedinthemodelDefinitionthetemperatureoftheanypointx,yofpanatthetimet( C)theheattransferringtothepanintheunitareaandunittime(W/m2)theouteredgetemperatureofthepan( C)theairtemperatureintheoven( C)theareaoftherectangularoven(cm2)theareaofthepan(cm2)
anindextodescribethedegreeoftheuniformityofheatdistribution
anindextomeasuretheoptimizenumberandtheevendistributioncomprehensively
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GeneralAssumptions
Theheatcanonlytransfertothepanfromitsouteredgethroughtheair.Sincethefoodplacedonitpreventstheheatfromconductingtoit,thisisareasonable.Thetemperatureinovenisevensincetheairisflowing.Thatthereisonlyonekindofpansintheovens.Initiallytherearetworacksintheoven,evenlyspaced.Wesupposethatthe
temperatureandheatareequivalentandconstant,sowejustconsiderateonerackandtheotheroneisthesamewithit
Theratiooftheovenplane’swidthandlengthisW/L.
EverypansharesthesameareaofA.
Thedatawecitedinthemodelsaretrue.TheareaoftheovenisS 750cm2,andtheratiobetweenwidthandlengthisW/L 22:34.Moreover,theareaofpanisA 100cm2.[2]
TheMathematicalModelofHeatDistribution
Definitions
TheouteredgeandouteredgeandinnerofthepansareillustratedintheFigure1.
Figure1.Theillustrationofdifferentedges.
1.Overview
Firstly,weassumethatthetemperatureinsidetheovenisaconstantandthe
motionstateoftheinternalairisstable.Asaresult,weignoretheinfluencefromtheinternalenvironmentoftheovenwhenheatconductinginthepan.Theairflows
circularlyinsidetheoventoensurethesteadytemperature(intheoven).Accordingtothis,weassumedthatthereisnocertainflowdirectionofair,andtheflowvelocitytowardsanydirectionisconsistent.
Decomposetheairflowintothreedirectionsparallelingtothex,y,andz-axis.Whentakingthepanasathinplane,thereisnoheattransferringtothepanfromthez-axis’directionbecauseofthefoodplacedonit.Sotheprocessofheattransfercanbedescribedbyatwo-dimensionalheatconductionequation.
Theschematicdiagramoftwo-dimensionalheatconductionprocessshowsin
Figure2.
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HeatdirectionConductionHeatConduction
direction
HeatConduction
direction
Figure2.Diagramoftwo-dimensionalheatconductionprocess
2.Two-dimensionalHeat-conductionEquation
Asexplainedintheoverview,wehaveignoredtheconvectioninfluencefromz-axisandchosetwo-dimensionalheatconductionmodeltodescribethedistributionofheatacrosstheouteredgeofdifferentshapes’pans.TheTwo-DimensionalHeatConductionEquationshowsasfollows:
2 u 2u2 u a(2 2 t x y(1)where
isaconstant;
u(x,y,t)isthetemperatureoftheanypoint x,y inthetimet;
cistheheatcapacityofthepan;
isthedensityofthepan;
isaconstantandrepresentsthermalconductivity.
Theheattransferisthroughairconvectionintheoven.Inaddition,accordingtotheNewton’scoolingformula:
(2)Q h(Tw Tf)
where
Qistheheattransferringtothepanintheunitareaandunittime;
histhermalconductivity;
Twistheouteredgetemperatureofthepan;
Tfistheairtemperatureintheoven.
From(1)and(2),wecanobtaintheboundarycondition:
u (w h(uw uf) n(3)a2 3.Heat-ConductionEquationSolutionbyFiniteDifferenceMethod
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Finitedifferencemethodisanefficientnumericalmethodwhichisusedtosolvepartialdifferentialequation,especiallyheat-conductionequation[1].Usingfinitedifferencemethodtosolvethesystemofdifferenceequation,weshouldsubstitutefinitediscretepointsforthecontinuousarea.
SolvingstepsofFiniteDifferenceEquation’numericalcalculationisasshownbelow:
Step1:Dispersethearea
Firstly,wegivethemeshgenerationofthecomputationaldomain.Inthearea
D:{(x,y,t)|0 x X,0 y Y,0 t T},wesetinitialconditionandboundaryconditionsofthetwo-dimensionalheat-conductionequationasfollows:
2 u 2u2 u a(2 2),0 x X,0 y Y,0 t T t x y u(x,y,0) u0(x,y),0 x X,0 y Y
u(x,y,0) f(y,t),u(x,y,t) g(y,t)X 0
u(x,y0,0) h(x,t),u(x,yY,t) k(x,t)
where(4)a2 isaconstant.
Throughtheknownequation,wecanbuildafunctionaboutthetimetandstep-size.Inthisway,wefirstparttheinitialareaDintomeshDkasfollows:
Dk {(xi,yj,tn)|xi i x,yj j y,tn n t;i 0,1 ,Nx;j 0,1, ,Ny;n 0,1, Nt}where
x Xand y x
tyarethestep-sizeofx-axisandy-axis. t T
isthestep-sizeoftime.Step2:stabilityanalysis
Itisbasedonthedrivingtimesequenceusingthefinitedifferencemethodtocompute.Theresulterrorfromtheupperlevelmustinfluencetheresultofthenextstep.Hence,itisnecessarytoanalyzethetransmissionoftheerror.Firstly,weusenormtomeasuretheerror.
un n (ui)k i 0 N1kk(5)
Letthatui0haserror i0,thenuinhaserror in.
AslongasaconstantKexists,andwhen t t0,n t T,thereexistsuniformlyn k 0,thenweconsiderthedifferenceasstable.Wecandrawaconclusionthatthedifferenceschemeisstable.[3]
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Step3:Establishingthedifferencescheme
WeusetheForwardDifferenceFormatandSecondCentralDifferenceFormattoestablishthedifferencescheme.
unuin 1 uin()i (6) t t
2unuin 1 2uin uin 1(2)i (7)2 x( x)
2unuin 1 2uin uin 1(2)i y( y)2
Letrx (8) t2 t2a,r athenwecangety x2 y2
1 2(rx ry)nr ruin 1 ui xyuin 11 rx ry1 rx ry(9)
4.TheSimulationofHeat-conductionEquation
AfterestablishingthemathematicalmodelofHeat-conductionandthesolutionalgorithm,weapplythemtothespecificbrowniepanofdifferentshapes(rectangulartocircularandseveralothershapesinbetween).
ByusingthePDEtoolboxinMATLAB,wecompare(1)withtheparabolicequationdefinedinthetoolbox
ud C u au f(10) t
ThenitiseasytoknowtheparameterofPDEmodel
C ;d c (11) a f 0
Moreover,theboundaryconditionofferedbythePDEtoolboxwhichissuitableforbothrectangleandcirculariscorrespondingtotheNeumannboundarycondition. (12)n (C u) qu g
where nistheunitvectorwhichisperpendiculartotheboundary.
Atthesametime,wecanobtain
q h(13) g huf
Moreover,weknowtheheatcapacityofthepanisc 480J(kg K),thedensityofthepanis 7.8 g3,thethermalconductivityis 48 W/(m K)andh 348W/(m2 K).[3]
Thenwesettheinitialtemperatureofthepanas25 Candthetemperatureintheovenis200 C.TakingtheseparametersintoMATLABprogramandsettingtheobservingtimet 5s,wecangettheheatdistributionacrosstheedgeofpansintheshapeofrectangular,circularandwechooseregularoctagonastheshapesinbetweentoanalyzetheheatdistribution.ThetemperatureprofilesareshowedinFigure3-5.
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(a)heatmap(b)surfaceplot
Figure
3.
Thetemperatureprofilesofrectangularpan
(a)heatmap(b)surfaceplot
Figure4.Thetemperatureprofilesofcircularpan
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(a)heatmap(b)surfaceplot
Figure5.Thetemperatureprofilesofregularoctagonpan
ObservingtheheatdistributionacrosstheouteredgeinFigure3-5,wecanfindthatthetemperatureofthecornersisobviouslyhigherthanotherspotsforrectangularandpolygonalpans,meanwhile,forroundpans,thetemperatureisequalonthespotswhichhavethesamedistancefromthecentreofthepan.Andthetemperaturegraduallyreducesfromtheedgetotheinner.
Sincehavingfoundtheheatdistributionforthepans,itisthefoundationtodevelopamodelaimingtomaximizeevendistributionofheatforthepan.
MaximizeNumberforDifferentShape’sPans
1.Overview
Inthissection,wesupposethatthewidthtolengthratioofW/Lfortheovenisacertaindeterminateconstant.Wedevelopamodeltomaximizethenumberofpansputintotheoven.Here,weonlyconsideronerackduetothetworacks’equivalence.
Obviously,thisisanarrangementproblemabouthowtoarraymorepanswiththesameareaintherectangularplane.
Sincemostovensarerectangularshape,itisnotefficientwithrespecttousingthespacebyusingroundpansinanoven.Sowefirstlyconsidertherectangularpansanddeterminethemaximalnumberofitthatcanbeputintotheovenononerack.Andthenwediscusstheroundpans.Finallyforthepolygonalpans,weutilizeRectangularPackingAlgorithmtotransformittothecaseofrectangularpans.
2.MaximizeNumberofRectangularPans
Consideringthehabitofpeopletoarrangepansintheoven,weassumethatwhenputtingpansintotheoven,thelongeredgeofpansiscorrespondingtotheoven’slongeredgeaswellastheshortertotheshorter.
Meanwhile,wesupposethatthewaytoputpansintotheovenisfromlefttoright.However,whentheremainingblackspaceoftheovencannotaccommodatethelongersideoftherectangularpanafterputtingenoughpans,itmaybeenoughtocontaininvertedpans.Sowecancontinuetoarraythepansintheoven.TheschematicdiagramshowsinFigure6.
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Length
...
...
Width
Figure6.Theschematicdiagramofarrayforrectangularpans
Inthisway,wedevelopanoptimizationmodelwiththegoalofmaximumpans.......
maxn1n2 n3
s.t. ab A
a b 0L n1a b 1L n1a b
where
representstorounddown;
LandWrespectivelyrepresentthelengthandthewidthoftheoven;
aandbrespectivelyrepresentthelengthandthewidthoftherectangularpans;Aistheareaofthepans.
Fromthemodelassumption,weknowthatthelengthandthewidthoftheovenrespectivelyare34cmand22cm[2].What’smore,theareaofthepansis100cm2[2].WeuseLINGOsoftwaretosolvetheaboveoptimizationmodelinordertogetthemaximumnumbernofrectangularpanswithdifferentsize.Whenthepanissquarewithalengthoften,itfollowsthatthemaximumthenumberoftherectangularpansissix. LWWn1 [n2 [],n3 [aba......(1)(2)
3.MaximizeNumberofRoundPans
SinceallthepanshavethesameareaA,wecaneasilygetthediameterdofthe
d24Aroundpansviatheexpression:A .Then,itisexpressedbyd .4
Supposingthatthewaytoputpansintotheovenisfromlefttorightandfromthetopdown,wearraytheroundpansbythewayshowninFigure7.
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Length
...
......…...
...
Figure7.Theschematicdiagramofarrayforroundpans
Inthisway,wedevelopanoptimizationmodelwiththegoalofmaximumnumber: max n1n2 1 n1 1 2 n2 1 s.t. L n 1 d W n 2 d 0 W-nd d 0 2 2 1 (3) 1 W-nd d 0 2 2 0 L-nd d 0 1 2 2 1 L-nd d 0 1 2 d2
A4
Accordingtosolvingthemodelabove,themaximumoftheroundpansis5.
4.Maximizenumberofpolygonalpans
WeadoptRectangularPackingAlgorithm[4]tosolvethepolygonalproblem,whichcantransformtheproblemofpolygontotheproblemofrectangle.
RectangularPackingAlgorithm
Definition
Theminimumpackingrectangle:Thepackingrectangleofgeometryisarectangle
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whichincludesallofthepoints,lineofthegeometry,andeachsideofwhichcontactswiththegeometry.Thenumberofpackingrectangleofgeometryisinfinite,thesmallestpackingrectangleisonewithasmallestarea[4].
ForthecaseofPolygon
Firstofall,weillustratetheprinciplesoftheRectangularPackingAlgorithmwithRegularpentagonandRegularhexagoninFigure
8.
(a)(b)
Figure8.ThesmallestpackingrectanglesofRegularpentagon(a)andRegularhexagon(b)Forequilateralpolygon,alloftheedgesandtheanglesarethesame.Sothepackingrectangleiswell-determined,andwedevelopamodeltogetit.
ForaregularpentagonwithanareaofA,itsareacanbeexpressedas:
a12A 4
where,a1isthevalueofedges.
Theparametersofthepackingrectangleis:25 105(4)
108 L1 2a12 1 cos 180
W1 a1 cos sin 189
where,L1,W1isthelengthandwidthoftherectangle.(5)(6)
ForaregularhexagonwithanareaofA,itsareacanbeexpressedas:
32(7)A a22
where,a2isthelengthedgeofregularofhexagon.
Thelengthandthewidthofthepackingrectangleare:
(8)L2 a
(9)W2 2a2
Sincewehavegotthepackingrectangleoftheregularpolygon,wecansolvethemaximumnumberofitviatherectangleswhichhavebeendiscussedabove.
WeobtainsomeresultsbasedonthedataZhangWentingprovidedinhispaper[2].
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Table2showstheparametersofthepackingrectanglesontheconditionthatthepans’areais100cm2.
Table2.Theparametersofthepackingrectangles
Shape
Regularpentagon
RegularhexagonMaximumnumber(m)35Lengthoflength/cm7.66.2Packingrectangles’length/cm12.311.7Packingrectangles’width/cm12.410.7
Accordingtotheanalysisofmaximumnumberfordifferentshape’spans,wecometoaconclusionthatweshouldchooserectangularpanwithalengthof10cm.
MaximizetheEvenDistributionofHeatforthePan
Todescribethedegreeoftheuniformityofheatdistributionfordifferentpans,wesetupanindex ,whichisafunctionabouttemperatureofpans’edgeandgeometricalcenter.However,wheneachpanmusthaveaareaofA,theshapeofregularpolygonalpansandcircularpansisonlydetermined,butasfor
therectangularpans,itscanvarywiththewidthtolengthratioa.So,weneedtorespectivelyanalyzetheuniformityofheatdistributionspecifictorectangularpans,regularpolygonalandcircularpans.
FirstlywetakethedifferentshapepanstodisplayinCartesiancoordinates.
Figure9.TherepresentationofdifferentshapepansinCartesiancoordinates
Ithasbeenknownthatwhenbakinginarectangularpan,heatisconcentratedinthefourcornersaccordingtotheresultofheatdistributionmodel.Therefore,thetemperatureincornerisgreatlyhigherthanthetemperatureinthegeometricalcentreofthepan.Andasforthecircularandregularpolygonalpans,thetemperatureoftheedgeandcornerishighest.Sowecandefineindexwiththestandarddeviationofthetemperatureinthedomainofdifferentshapepanstodescribethedegreeoftheuniformityofheatdistribution.
Where,ux,y,t ,2ij0NxNy(xi,yj) ,i 0,1, Nx,j 0,1, ,Ny(1)
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NxNyPage13of22NxNy
representsthedomainofdifferentshapepans.
t0representsacertainmoment.
Inthisway,wehavetheconclusionthatthesmaller is,theevenertheheatdistributionis.What’smore,theu(x,y,t)mustmeettheTwo-DimensionalHeat-ConductionEquationinviewofthediscussionabove.Sowecandeveloptheoptimizationmodeltodecidethebesttypeofthepan. u(x,y,t)ij0i 0j 0(2)
min s.t. 2 u 2u2 u a(2 2 x y t
u(x,y,0) u(x,y)ij0ij u(x0,yj,0) f(yj,t),u(xX,yj,t) g(yj,t) u(xi,y0,0) h(xi,t),u(xi,yY,t) k(xi,t)
0 x W,0 y L,0 t Tij
(3)SomeResults
Thispart,wegivesomeresultsbasedonthedatainthemodelassumptions.
Wechoosethefifthsecondaftertheheat-conductionprocessbeginningtocomputethevaluesof .AccordingtotheresultdataofthePDEtoolboxofMATLAB,wegetthe forthecircularpanswiththeradiusof1cmis41.7197,fortheregularhexagonwiththelengthof1.1cmis43.0405,whoseareaisnearlythesameasthecircularpans.
Butasfortherectangularpanswhoseareaisnearlyequaltoothershapes,consideringthefeasibility,wechooseninekindsofratiosofthewidthtothelengthandrespectivelycomputethestandarddeviationofthetemperature.Wecangetthedatagraphasfellows:
Table3.Datagraphoftemperaturestandarddeviation
1:1.21:1.41:1.61:1.81:2.01:3.01:4.0
43.6944.8043.5742.3442.1239.0034.90RatioStd1:1.045.111:5.031.97
Inordertoobtaintherelationalexpressionthattheindex iswithrespecttotheratioofthelengthtothewidth,weadoptthepolynomialfittingtoapproximateit.Theexpressionis
a(4) 3.33 48.6b
ThefittedcurveshowsintheFigureX.
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123
Rtion45
Figure10.Thestandarddeviationandfittedfigureofdifferentratioforrectangular
Resultanalysis
Inviewoftheresultabove,wecandrawaconclusionthattheheatdistributionofroundpansisevenerthantheregularhexagonundertheconditionofthesamearea.Inaddition,forrectangularpans,whentheratioofthelengthtothewidthisnearby1:1,theuniformityisworsethantheothershapes,butitisbetterthantheminthecontextofratiolesserthanthe1.0:1.8.
SelecttheBestTypeofPan
Accordingtothecontentabove,wehaverespectivelydevelopedamathematicalmodeltodescribethemaximumnumberandthemaximumevendistribution.Thus,inthissection,wecanusesomeconclusionswehavegot.
Furthermore,wehavetransformedtheregularpolygonintorectangletodiscussthemaximumthenumberofthepansbasedonRectangularPackingAlgorithm.Sowejustanalyzetheoptimalcombinationofthetwoconditionsfortherectangularandcircularpans.
Weuseobjectivefunctionbelowtooptimizethecombinationofthetwoconditions.
(2)max pm (1 p)
Where,
mand respectivelyrepresentsthenumberofthepansandthedegreeoftheuniformityofheatdistributionforsomeashapepan.
Addingtheconditionsthemodelshavetoconsider,wedevelopthemodelindetailasthefollowingwhichillustratestherectangularpans:
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max p(n1n2 n3) (1 p) s.t. ab A a 1 0L n1a b 1L n1a b LWWn1 [n2 [n3 [ aba WL S 1
2 u 2u2 u a(2 )2 t x y u(xi,yj,0) u0(xi,yj) u(x0,yj,0) f(yj,t),u(xX,yj,t) g(yj,t) u(xi,y0,0) h(xi,t),u(xi,yY,t) k(xi,t) 0 xi W,0 yj L,0 t T (3)
Inthesameway,wecandevelopthesimilartheoptimalmodelbelowwhichillustratestheroundpans.
max p(n1n2 1(n1 1) 2(n2 1)) (1 p)i s.t. L W n1 ,n2 d d 3 0 W-nd d 0 2 2 1 1 W-nd d 0 2 2 3 0 L-nd d 0 1 2 2 1 L-nd 3d 0 1 2 d2 A 4 WL S L 1
2 u 2u2 u a( t x y u(xi,yj,0) u0(xi,yj) u(x0,yj,0) f(yj,t),u(xX,yj,t) g(yj,t) u(xi,y0,0) h(xi,t),u(xi,yY,t) k(xi,t) 0 xi W,0 yj L,0 t T (4)
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Where
a,brespectivelyrepresentthelengthandthewidthoftherectangularpan;
W,Lrespectivelyrepresentthewidthandthelengthoftheoven;
Sistheareaofpan;
Aistheareaofthepans,includingrectangularpanandroundpan;
m,arespectivelyrepresentthenumberofthepansandthedegreeoftheuniformityofheatdistributionforsomeashapepan;
u(xi,yi,t)isthetemperatureoftheanypoint xi,yj inthetimet.
Result
Thebesttypeofpansbeingselectedcountonthedataweassumedinthemodelassumption.Asweassumedabove,theareaofthepansis100cm2andtheacreageis750cm2[2].Moreover,wetakeintoaccountthefactorthatwhenbakingintheoven,peopleusuallythinktheuniformityofheatdistributionmoreimportantthanthe
numberthepanscontainedintheoven.Andweassumethattheweightvaluepislessthan0.5.ThenwetrytoacquirethebesttypeofthepansandratioofthelengthtothewidthbelongingtotheovenbymeansoftheLINGOsoftware.
Throughthesolvingprocess,wegetseveraldifferentlocaloptimumsolutionsforthevariousweightvaluepbelow.Table4.Thebesttypeofthepansandthesizeoftheovenforrectangle
p0.100.150.200.300.410.50
a34.4417.1513.7020.0345.6515.20
b2.905.837.305.002.196.58
L34.4434.3027.3940.0545.6530.40
W21.7721.874.4218.7216.4324.67
W/L0.630.640.160.470.360.81
Optimalvalue-7.47-32.09-31.80-22.8715.14-17.45
Table5.Thebesttypeofthepansandthesizeoftheovenforroundness
p0.100.150.200.300.410.50
L27.3988.7376.0576.0588.7388.73
W27.398.459.869.868.458.45
W/L1.000.100.130.130.100.10
Optimalvalue-37.15-35.61-32.38-27.70-25.02-21.36 Analysis
AstheTable4andTable5reveal,theopticalchoiceofthebakingpansgreatlydependsonthesizeoftheoven.
Wefoundthatselectingrectangularpanswitha 15.20,b 6.58isfarbetterthanselectingroundpanswhenp 0.50.Whenp 0.5,selectingrectanglepansinbetterthanroundpanstoadegree.When W/L 1,weshouldselectrectangularpansortheshapesbetweenrectangleandroundness.
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Conclusion
Heat-conductionequationisveryapplicabletodescribingthedistributionofheatacrosstheouteredgeofpans.Thesimulationresultconformswellwiththerealitiesofthesituation.Inviewofthediscussionaboutthedistributionofheatofapan,werespectivelydevelopanoptimalmodeltomaximizenumberandevenheatdistributionforpans.Inaddition,inordertoillustratehowtheresultsvarywithdifferentshapesofpans,werespectivelymakeanalysisfortherectangular,circularpansandothershapesinbetween.
Fromourdiscussion,wedrawthefollowingrecommendation:
Theheatdistribution:Fortherectangularandregularpolygonalpans,thetemperatureatthecornersisgreatlyhigherthanotherregionsofthepans.However,itdoesnotappeartobemuchdifferentforthesameradiusareaoftheroundpans.Soweshouldtrytoselecttheapproximatecircularshapeofthepans.
Maximizethenumberofthepans:Whenonlyconsideringmaximizingthenumberofthepans,wefoundthattherectangularpanswiththelengthandwidthbothare10cmisanoptimalshapeforthepans.
Sensitivitytomodel:TheweightedvaluepandthevalueoftheW/Lcanenormouslyinfluencetheresults.Hence,weconstantlyalterthemtosimulateourmodelinordertoillustratehowtheresultsvarywithdifferentvaluesofthepandW/L.WefoundtheoptimalshapeofthepansisdifferentwithdifferentpandW/L.
Strength&Weakness
Strengths
Forpolygons,whendiscusshowmanypanscanfittheoven,itisfilledwithdifficulty;tosomeextent,therectangulariseasierthanotherpolygons,thus,weuserectangularpackingalgorithm,aimingatchangethepolygonsintorectangular,whichdoesn’taltertheanswerbutmakethecalculationmoresimpleandconvenient.
Ourmodelisflexibilityandrealistic,thatistosay,ourmodeleasilyadaptstoproblemswithdifferentshapeofpans,suchastriangleandoctagonwhichmaynotberegular.Ontheotherhand,basedonthereality,wesetarightratioaboutthewidthtolengthofthepan.
Weaknesses
Inourmodel,someindexisfullofsubjectivity,whichmaymakethemodelnottootypical.
Someassumptionsmakeforsimplicitythatlikelydonothold.Forinstance,formostovens,wewillputdifferentshapepansinit,ratherthanonlyonekindofshapes.
References[1]FranklinC.daSilva,AntBnioM.Soares,andLeonardoR.A.X.deMenezes.”NewAbsorbingBoundaryConditionsfortheFiniteDifferenceMethodbasedonDiscreteSolutionsofLaplaceEquation”.IeeeConferencePublications,2003
1037-1041.
美国大学生数学建模竞赛
[2]ZhangWenting,ChengJie,”Astudyofanalyzingtheheatdistributiononvaryingtypesofpansanditsoptimal“,20136thInternationalConferenceonInformationManagement,2013.
[3]LuoXuanCuiGuozhongLeFulong.2014.HeatDistributionMathematicalModelandNumericalSimulationofanElectricOven.Proceedingsofthe33rdChineseControlConferenceJuly28-30,2014,Nanjing,China.
[4]LeiHuang,ZhongLiu,ZhiLiu,”Animprovedlowest-levelbest-fitalgorithmwithmemoryforthe2Drectangularpackingproblem”,InformationScience,ElectronicsandElectricalEngineering(ISEEE),2014InternationalConferenceonVolume:2PublicationYear:2014,Page(s):1279–1282.
[5]Hoshi,F.,Murai,Y.,Tsuji,H.Tokumasu,S.“Anewdeterministicalgorithmfortwo-dimensionalrectangularpackingproblemsbasedonpolyominopacking
models”SystemsManandCybernetics(SMC),2010IEEEInternational
ConferenceonPublicationYear:2010,Page(s):2760-2766
[6]Zecova,M.,Terpak,J.,Dorcak,L.”Usageoftheheatconductionmodelfortheexperimentaldeterminationofthermaldiffusivity“CarpathianControlConference(ICCC),201314thInternationalPublicationYear:2013,Page(s):436-441
[7]Nakayama,W.“Heatconductionincompositesofthermallydissimilarmaterials-amethodologytoeconomizenumericalheattransferanalysisofelectronic
components“ElectronicsMaterialsandPackaging,2005.EMAP2005.
InternationalSymposiumonPublicationYear:2005,Page(s):282-287
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