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ExtremeValuesofFunctionsofSeveralVariablesReviewWhatisthegradient(gradientvector)ofafunctionz=f(x,y)atapoint(a,b)?Whatisthegeometricsignificanceofthegradientofafunctionatpoint?Howtofindthedirectionalderivativeofafunctionatapoint(a,b)?Ifz=f(x,y),FindtangentplaneatthepointIfz=f(x,y),FindtotaldifferentialatthepointRecallFunctionsofone-variableLocalMaxLocalMin.StationarypointNeither非駐點(diǎn)InflectionpointFunctionsoftwovariablesDomain(M0
interiorpointin
D)Localminimum,alsoglobalminimumlocalmaximum/alsoglobalmaximumLocalmaxLocalminLocalmaxLocalminLocalmaxLocalminGlobalmaxGlobalminimumAlsolocalmaximumNotlocalminiHowtoFind?NecessaryconditionRecallAnecessaryconditionisalocalextremum,TheordoesnotexistForFunctionoftwovariables?ForFunctionoftwovariablesIf
attainsitslocalextremumatThenThegradientthereis0ordoesnotexistGeometricinterpretationExample:FindcandidatepointsofextremepointsSolutionStationarypoint在點(diǎn)(1,0)處取得極小值-1看上去這是一個(gè)橢圓拋物面極小值點(diǎn)
with(plots):x_axis:=plot3d([u,0,0],u=0..3,v=0..0.01,thickness=2):y_axis:=plot3d([0,u,0],u=0..3,v=0..0.01,thickness=2):z_axis:=plot3d([0,0,u],u=0..3,v=0..0.01,thickness=2):qumian:=implicitplot3d({z=x^2-x*y+y^2-2*x+y},x=-2..3,y=-2..2,z=-2..2,scaling=constrained,style=patchcontour,numpoints=10000,contours=20):display(qumian,x_axis,y_axis,z_axis,orientation=[40,70]);contourplot(x^2-x*y+y^2-2*x+y,x=-1..3,y=-2..2,contours=30,thickness=2);SolutionStationarypointsExample:Findcandidatepointsofextremepointswith(plots):contourplot(x^4+y^4-4*x*y,x=-1..1,y=-1..1,thickness=2,contours=50,coloring=[red,green]);SaddlepointSolutionStationarypointEample:FindcandidatepointsofextremepointsCriticalpointThepartialderivativedoesnotexist,sothegradientdoesnotexistat(0,0),but…qumian:=plot3d([abs(y)*cos(t),abs(y)*sin(t),y],y=0..1,t=0..2*Pi,grid=[30,30]):x_axis:=plot3d([u,0,0],u=-1..1,v=0..0.01,thickness=2):y_axis:=plot3d([0,u,0],u=-1..1,v=0..0.01,thickness=2):z_axis:=plot3d([0,0,u],u=0..2,v=0..0.01,thickness=2):display(qumian,x_axis,y_axis,z_axis);Wenowknowhowtofindcandidatesforpossiblelocalextrema,buthowtodeterminethenatureofacandidate:whetherornotitisalocalmaximum,localminimumorneither.Asufficientcondition:secondderivativetestIfisastationarypoint:AndisalocalextremumthenLocalminimumLocalmaximumSaddlepoint,notlocalextremuminconclusiveExample:FindlocalExtremaSolution:FindcriticalpointsfirstStationarypointSothereisalocalextremumandsoLocalminimumAttainsalocalminimumat(1,0)with(plots):x_axis:=plot3d([u,0,0],u=0..3,v=0..0.01,thickness=2):y_axis:=plot3d([0,u,0],u=0..3,v=0..0.01,thickness=2):z_axis:=plot3d([0,0,u],u=0..3,v=0..0.01,thickness=2):qumian:=implicitplot3d({z=x^2-x*y+y^2-2*x+y},x=-2..3,y=-2..2,z=-2..2,scaling=constrained,style=patchcontour,numpoints=10000,contours=20):display(qumian,x_axis,y_axis,z_axis,orientation=[40,70]);contourplot(x^2-x*y+y^2-2*x+y,x=-1..3,y=-2..2,contours=30,thickness=2);StationarypointsExample:FindlocalExtremaSolution:FindcriticalpointsfirstStationarypointsnoandsoLocalminimumyesAlsolocalminimumsowith(plots):qumian:=implicitplot3d(z=x^4+y^4-4*x*y,x=-2..2,y=-2..2,z=-2..3,numpoints=5000,style=patchcontour):x_axis:=plot3d([u,0,0],u=-1..3,v=0..0.01,thickness=3):y_axis:=plot3d([0,u,0],u=-1..1.5,v=0..0.01,thickness=3):z_axis:=plot3d([0,0,u],u=-1..3,v=0..0.01,thickness=3):display(qumian,x_axis,y_axis,z_axis,orientation=[-28,45]);with(plots):contourplot(x^4+y^4-4*x*y,x=-1..1,y=-1..1,thickness=2,contours=50,coloring=[red,green]);SaddlepointFindallthelocalmaxima,localminima,andsaddlepointsofthefunctionEND例解:先求駐點(diǎn)駐點(diǎn)無(wú)極值所以不是極值z(mì)=xy無(wú)極值
(0,0)是鞍點(diǎn)雙曲拋物面鞍點(diǎn)
with(plots):qumian:=implicitplot3d(x*y=z,x=-2..2,y=-2..2,z=-2..2,grid=[15,15,15],style=patchcontour,contours=20):x_axis:=plot3d([u,0,0],u=-2..3,v=0..0.01,thickness=2):y_axis:=plot3d([0,u,0],u=-2..3,v=0..0.01,thickness=2):z_axis:=plot3d([0,0,u],u=0..3,v=0..0.01,thickness=2):display(qumian,x_axis,y_axis,z_axis,orientation=[-17,66],scaling=constrained);證設(shè)在點(diǎn)處取得極大值,則一元函數(shù)在點(diǎn)處取得極大值同理可得由一元函數(shù)極值的必要條件所以曲面z=f(x,y)在點(diǎn)(x0,y0,z0)有切平面:極值的必要條件的幾何解釋則設(shè)函數(shù)z=f(x,y)在點(diǎn)(x0,y0)取得極值水平的切平面Geometricinterpretation多么驚人的類似!極值的必要條件的梯度形式可記為:即比較:一元函數(shù)極值的必要條件:這種說(shuō)法適用于n元函數(shù)多元函數(shù)取得極值得必要條件是:梯度為零矢駐點(diǎn)(stationarypoint)駐點(diǎn)(x0,y0):推論:有偏導(dǎo)數(shù)的極值點(diǎn)必為駐點(diǎn)駐點(diǎn)就是梯度為零矢的點(diǎn)注1駐點(diǎn)不一定是極值點(diǎn)例如雙曲拋物面得駐點(diǎn):(0,0)但z=f(0,0)=0不是極值:但在(0,0)的任何鄰域內(nèi),函數(shù)值有正有負(fù)。非極值點(diǎn)的駐點(diǎn)稱為鞍點(diǎn)(saddlepoint)qumian:=implicitplot3d(x*y=z,x=-2..2,y=-2..2,z=-2..2,color=yellow,grid=[15,15,15]):pingmian:=implicitplot3d(x=0.6,x=-2..2,y=-2..2,z=-2..2,color=green):x_axis:=plot3d([u,0,0],u=-2..3,v=0..0.01,thickness=2):y_axis:=plot3d([0,u,0],u=-2..3,v=0..0.01,thickness=2):z_axis:=plot3d([0,0,u],u=0..3,v=0..0.01,thickness=2):display(qumian,x_axis,y_axis,z_axis,orientation=[-17,66],scaling=constrained);鞍點(diǎn)SaddlepointThesaddlepointThesaddle在鞍點(diǎn)處,切平面將穿過(guò)曲面注2極值點(diǎn)不一定是駐點(diǎn)例如圓錐面在原點(diǎn)(0,0)取得極小值因?yàn)闃O值點(diǎn)不一定有偏導(dǎo)數(shù)但在原點(diǎn)(0,0),函數(shù)沒(méi)有偏導(dǎo)數(shù)qumian:=plot3d([abs(y)*cos(t),abs(y)*sin(t),y],y=0..1,t=0..2*Pi,grid=[30,30]):x_axis:=plot3d([u,0,0],u=-1..1,v=0..0.01,thickness=2):y_axis:=plot3d([0,u,0],u=-1..1,v=0..0.01,thickness=2):z_axis:=plot3d([0,0,u],u=0..2,v=0..0.01,thickness=2):display(qumian,x_axis,y_axis,z_axis);以前曾經(jīng)講過(guò)設(shè)證明:偏導(dǎo)數(shù)fx(0,0)和fy(0,0)不存在證不存在同理,fy(0,0)也不存在上半圓錐面無(wú)偏導(dǎo)數(shù)無(wú)導(dǎo)數(shù)圓錐面在頂點(diǎn)無(wú)切平面原點(diǎn)是函數(shù)的奇點(diǎn)以上二元函數(shù)的極值的概念、極值的必要條件:梯度=零矢均可推廣到三元、四元乃至n元函數(shù)極值的充分條件?回憶:一元函數(shù)極值的充分條件極值的充分條件(二階):是極小值是極大值二元函數(shù)極值的充分條件定理讀書是駐點(diǎn):二階偏導(dǎo)數(shù)注:此時(shí)(x0,y0)是鞍點(diǎn)是極值是極小值是極大值不是極值注:此時(shí),A與C同號(hào)可能是極值也可能不是極值即,此法不能確定f(x0,y0)是否為極值須利用更高階的偏導(dǎo)數(shù)進(jìn)行判定極值充分條件的證明涉及二元函數(shù)的泰勒公式從略例解:先求駐點(diǎn)駐點(diǎn)有極值又所以是極小值在點(diǎn)(1,0)處取得極小值-1看上去這是一個(gè)橢圓拋物面極小值點(diǎn)
with(plots):x_axis:=plot3d([u,0,0],u=0..3,v=0..0.01,thickness=2):y_axis:=plot3d([0,u,0],u=0..3,v=0..0.01,thickness=2):z_axis:=plot3d([0,0,u],u=0..3,v=0..0.01,thickness=2):qumian:=implicitplot3d({z=x^2-x*y+y^2-2*x+y},x=-2..3,y=-2..2,z=-2..2,scaling=constrained,style=patchcontour,numpoints=10000,contours=20):display(qumian,x_axis,y_axis,z_axis,orientation=[40,70]);contourplot(x^2-x*y+y^2-2*x+y,x=-1..3,y=-2..2,contours=30,thickness=2);例解:先求駐點(diǎn)駐點(diǎn)駐點(diǎn)無(wú)極值又所以是極小值有極值也是極小值同理with(plots):qumian:=implicitplot3d(z=x^4+y^4-4*x*y,x=-2..2,y=-2..2,z=-2..3,numpoints=5000,style=patchcontour):x_axis:=plot3d([u,0,0],u=-1..3,v=0..0.01,thickness=3):y_axis:=plot3d([0,u,0],u=-1..1.5,v=0..0.01,thickness=3):z_axis:=plot3d([0,0,u],u=-1..3,v=0..0.01,thickness=3):display(qumian,x_axis,y_axis,z_axis,orientation=[-28,45]);褲子?with(plots):contourplot(x^4+y^4-4*x*y,x=-1..1,y=-1..1,thickness=2,contours=50,coloring=[red,green]);鞍點(diǎn)例解:先求駐點(diǎn)駐點(diǎn)無(wú)極值所以不是極值z(mì)=xy無(wú)極值
(0,0)是鞍點(diǎn)雙曲拋物面鞍點(diǎn)
with(plots):qumian:=implicitplot3d(x*y=z,x=-2..2,y=-2..2,z=-2..2,grid=[15,15,15],style=patchcontour,contours=20):x_axis:=plot3d([u,0,0],u=-2..3,v=0..0.01,thickness=2):y_axis:=plot3d([0,u,0],u=-2..3,v=0..0.01,thickness=2):z_axis:=plot3d([0,0,u],u=0..3,v=0..0.01,thickness=2):display(qumian,x_axis,y_axis,z_axis,orientation=[-17,66],scaling=constrained);再論極值的充分條件:用Hesse矩陣設(shè)(x0,y0)是駐點(diǎn):或作f(x,y)
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