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{SECT 0 {PARA 3 "" 0 "" {TEXT -1 88 "The classification of the critica
l points of a function of two variables - an example   " }}{PARA 0 "" 
0 "" {TEXT -1 37 "by Peter Stone, Nanaimo, B.C., Canada" }}{PARA 0 "" 
0 "" {TEXT -1 19 "Version:  26.3.2007" }}{PARA 0 "" 0 "" {TEXT -1 0 "
" }}{EXCHG {PARA 0 "> " 0 "" {MPLTEXT 1 0 8 "restart;" }}}{EXCHG 
{PARA 0 "> " 0 "" {MPLTEXT 1 0 1 ";" }}}{SECT 1 {PARA 4 "" 0 "" {TEXT 
-1 9 "Example  " }}{EXCHG {PARA 0 "> " 0 "" {MPLTEXT 1 0 1 ";" }}}
{PARA 0 "" 0 "" {TEXT -1 35 "Consider the function f defined by " }}
{PARA 256 "" 0 "" {TEXT -1 1 " " }{XPPEDIT 18 0 "f(x,y)=sin(ln(x^2+1)+
sin(x*y)*y)/(1+x^2+x*y+y^2)" "6#/-%\"fG6$%\"xG%\"yG*&-%$sinG6#,&-%#lnG
6#,&*$F'\"\"#\"\"\"F4F4F4*&-F+6#*&F'F4F(F4F4F(F4F4F4,*F4F4*$F'F3F4*&F'
F4F(F4F4*$F(F3F4!\"\"" }{TEXT -1 2 ". " }}{PARA 0 "" 0 "" {TEXT -1 
144 "This function has infinitely many critical points so we restrict \+
our attention to the critical points in the square defined by the ineq
ualities " }{XPPEDIT 18 0 "-2<=x" "6#1,$\"\"#!\"\"%\"xG" }{XPPEDIT 18 
0 "``<=2" "6#1%!G\"\"#" }{TEXT -1 2 ", " }{XPPEDIT 18 0 "-2<=y" "6#1,$
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" }}{PARA 0 "" 0 "" {TEXT -1 0 "" }}{EXCHG {PARA 0 "> " 0 "" {MPLTEXT 
1 0 184 "f := (x,y) -> sin(ln(x^2+1)+sin(x*y)*y)/(1+x^2+x*y+y^2);\nplo
t3d(f(x,y),x=-2..2,y=-2..2,grid=[40,40],\n  style=patchcontour,contour
s=20,shading=ZHUE,orientation=[-80,33],\n  axes=framed);" }}{PARA 11 "
" 1 "" {XPPMATH 20 "6#>%\"fGf*6$%\"xG%\"yG6\"6$%)operatorG%&arrowGF)*&
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0 "" {MPLTEXT 1 0 1 ";" }}}{PARA 0 "" 0 "" {TEXT -1 0 "" }}{PARA 0 "" 
0 "" {TEXT -1 128 "In order to find the location of the critical point
s for the function we need to determine the first order partial deriva
tives. " }}{PARA 0 "" 0 "" {TEXT -1 0 "" }}{EXCHG {PARA 0 "> " 0 "" 
{MPLTEXT 1 0 140 "f := (x,y) -> sin(ln(x^2+1)+sin(x*y)*y)/(1+x^2+x*y+y
^2):\nf_x := unapply(factor(D[1](f)(x,y)),x,y):\nf_y := unapply(factor
(D[2](f)(x,y)),x,y):" }}}{PARA 0 "" 0 "" {TEXT -1 0 "" }}{PARA 0 "" 0 
"" {TEXT -1 46 "The critical points are the points for which f" }
{XPPEDIT 18 0 "``[x](x,y)" "6#-&%!G6#%\"xG6$F'%\"yG" }{TEXT -1 6 " and
 f" }{XPPEDIT 18 0 "``[y](x,y)" "6#-&%!G6#%\"yG6$%\"xGF'" }{TEXT -1 
15 " are both zero." }}{PARA 0 "" 0 "" {TEXT -1 53 "For example, there
 appears to be a maximum point near" }{XPPEDIT 18 0 " ``(1,-1)" "6#-%!
G6$\"\"\",$F&!\"\"" }{TEXT -1 2 ". " }}{PARA 0 "" 0 "" {TEXT -1 43 "We
 can locate this critical point by using " }{TEXT 0 6 "fsolve" }{TEXT 
-1 6 " with " }{XPPEDIT 18 0 "x=1" "6#/%\"xG\"\"\"" }{TEXT -1 5 " and \+
" }{XPPEDIT 18 0 "y=-1" "6#/%\"yG,$\"\"\"!\"\"" }{TEXT -1 21 " as star
ting values. " }}{PARA 0 "" 0 "" {TEXT -1 0 "" }}{EXCHG {PARA 0 "> " 
0 "" {MPLTEXT 1 0 60 "fsolve(\{f_x(x,y)=0,f_y(x,y)=0\},\{x=1.,y=-1.\})
:\nsubs(%,[x,y]);" }}{PARA 11 "" 1 "" {XPPMATH 20 "6#7$$\"+*)[F&=*!#5$
!+o\">=l)F&" }}}{EXCHG {PARA 0 "> " 0 "" {MPLTEXT 1 0 1 ";" }}}{PARA 
0 "" 0 "" {TEXT -1 0 "" }}{PARA 0 "" 0 "" {TEXT -1 145 "The code follo
wing in the following subsection provides a crude way of determining t
he critical points in the square defined by the inequalities " }
{XPPEDIT 18 0 "-2<=x" "6#1,$\"\"#!\"\"%\"xG" }{XPPEDIT 18 0 "``<=2" "6
#1%!G\"\"#" }{TEXT -1 2 ", " }{XPPEDIT 18 0 "-2<=y" "6#1,$\"\"#!\"\"%
\"yG" }{XPPEDIT 18 0 "``<=2" "6#1%!G\"\"#" }{TEXT -1 2 ". " }}{PARA 0 
"" 0 "" {TEXT -1 97 "This square is subdivided into 100 smaller square
s of side 0.4 given by inequalities of the form " }{XPPEDIT 18 0 "x[0]
<=x" "6#1&%\"xG6#\"\"!F%" }{XPPEDIT 18 0 "``<=x[1]" "6#1%!G&%\"xG6#\"
\"\"" }{TEXT -1 5 " and " }{XPPEDIT 18 0 "y[0]<=y" "6#1&%\"yG6#\"\"!F%
" }{XPPEDIT 18 0 "`` <= y[1];" "6#1%!G&%\"yG6#\"\"\"" }{TEXT -1 2 ". \+
" }}{PARA 0 "" 0 "" {TEXT -1 1 " " }{TEXT 0 6 "fsolve" }{TEXT -1 57 " \+
is then used to try to find a solution of the equations " }}{PARA 256 
"" 0 "" {TEXT -1 1 " " }{XPPEDIT 18 0 "PIECEWISE([f[x](x,y)=0,``],[f[y
](x,y)=0,``])" "6#-%*PIECEWISEG6$7$/-&%\"fG6#%\"xG6$F,%\"yG\"\"!%!G7$/
-&F*6#F.6$F,F.F/F0" }{TEXT -1 1 " " }}{PARA 0 "" 0 "" {TEXT -1 130 "in
 this small square. The assumption is that the squares are small enoug
h that there is at most one critical point in each square." }}{PARA 0 
"" 0 "" {TEXT -1 95 "The critical point at the origin is missed becaus
e it is on the boundary lines of the squares. " }}{PARA 0 "" 0 "" 
{TEXT -1 122 "The calculation takes quite a while, so if you wish to r
epeat it, set it up to run while you go off and do something else." }}
{PARA 0 "" 0 "" {TEXT -1 0 "" }}{EXCHG {PARA 0 "> " 0 "" {MPLTEXT 1 0 
1 ";" }}}{SECT 1 {PARA 4 "" 0 "" {TEXT -1 26 "Search for critical poin
ts" }}{PARA 0 "" 0 "" {TEXT -1 0 "" }}{EXCHG {PARA 0 "> " 0 "" 
{MPLTEXT 1 0 652 "f := (x,y) -> sin(ln(x^2+1)+sin(x*y)*y)/(1+x^2+x*y+y
^2):\nf_x := unapply(factor(D[1](f)(x,y)),x,y):\nf_y := unapply(factor
(D[2](f)(x,y)),x,y):\ncritpts := \{\}:\nnumpts :=  10:\nleft := -2.:\n
right := 2.:\nh := (right-left)/numpts:\nbottom := -2.:\ntop := 2.:\nv
 := (top-bottom)/numpts:\nfor i to numpts do\n   for j  to numpts do\n
      x0 := left+h*(i-1);\n      x1 := x0+h;\n      y0 := bottom+v*(j-
1);\n      y1 := y0+v;\n      sols := fsolve(\{f_x(x,y)=0,f_y(x,y)=0\}
,\{x=x0..x1,y=y0..y1\}):\n      if not has(sols,fsolve) then\n        \+
 #print(sols); \n         critpts := \{op(critpts),subs(sols,[x,y])\};
\n      end if;\n   end do;\nend do:\ncritpts := [op(critpts)]:\ncritp
ts;" }}{PARA 12 "" 1 "" {XPPMATH 20 "6#7,7$$\"+B$o&\\9!\"*$!+6)\\%>:F'
7$$!+\\U*za(!#5$\"+2vI$e\"F'7$$!+>\"=m#=F'$\"+GDl8<F'7$$\"+*)[F&=*F-$!
+o\">=l)F-7$$!+/Z\"R(>F'$!+-r_H:F'7$$!+!oB,H&F-$!+()*)4n;F'7$$\"+kp<G9
F'$\"+8E))o:F'7$$\"+=@f[:F'$\"+1&[;#=F'7$$\"+rY/W;F'$!+7ef`<F'7$$!+ozl
66F'$\"+!f+cm\"F-" }}}{PARA 0 "" 0 "" {TEXT -1 0 "" }}{EXCHG {PARA 0 "
> " 0 "" {MPLTEXT 1 0 1 ";" }}}}{PARA 0 "" 0 "" {TEXT -1 0 "" }}{PARA 
0 "" 0 "" {TEXT -1 249 "It is easy to improve the accuracy of a collec
tion of trial critical points. The trial critical points given below a
re based on the calculation from the previous subsection, but such tri
al points could also be obtained by examining suitable graphs. " }}
{PARA 0 "" 0 "" {TEXT -1 0 "" }}{EXCHG {PARA 0 "> " 0 "" {MPLTEXT 1 0 
642 "f := (x,y) -> sin(ln(x^2+1)+sin(x*y)*y)/(1+x^2+x*y+y^2):\nf_x := \+
unapply(factor(D[1](f)(x,y)),x,y):\nf_y := unapply(factor(D[2](f)(x,y)
),x,y):\n\ntrialpts := [[1.45,-1.52],[-.76,1.58],[-1.83,1.71],[.92,-.8
65],\n[-1.97,-1.53],[-.53,-1.67],[1.43,1.57],[1.55,1.82],[1.64,-1.75],
\n[-1.11,.17],[0,0]]:\n\ncritpts := \{\}:\nfor i to nops(trialpts) do
\n   x0 := trialpts[i,1];\n   y0 := trialpts[i,2];\n   sols := evalf(f
solve(\{f_x(x,y)=0,f_y(x,y)=0\},\{x=x0,y=y0\}),10):\n   if not has(sol
s,fsolve) then \n      critpts := \{op(critpts),subs(sols,[x,y])\};\n \+
  end if;\nend do:\ncritpts := sort([op(critpts)],\n    (_u,_v)->evalb
(_u[1]^2+_u[2]^2<_v[1]^2+_v[2]^2)):\ncritpts;" }}{PARA 12 "" 1 "" 
{XPPMATH 20 "6#7-7$$\"\"!F&F%7$$!+ozl66!\"*$\"+!f+cm\"!#57$$\"+*)[F&=*
F-$!+o\">=l)F-7$$!+!oB,H&F-$!+()*)4n;F*7$$!+\\U*za(F-$\"+2vI$e\"F*7$$
\"+B$o&\\9F*$!+6)\\%>:F*7$$\"+kp<G9F*$\"+8E))o:F*7$$\"+=@f[:F*$\"+1&[;
#=F*7$$\"+rY/W;F*$!+7ef`<F*7$$!+/Z\"R(>F*$!+-r_H:F*7$$!+>\"=m#=F*$\"+G
Dl8<F*" }}}{EXCHG {PARA 0 "> " 0 "" {MPLTEXT 1 0 1 ";" }}}{PARA 0 "" 
0 "" {TEXT -1 0 "" }}{PARA 0 "" 0 "" {TEXT -1 81 "We can apply the fol
lowing standard criteria to characterize the critical points." }}
{PARA 0 "" 0 "" {TEXT -1 2 "If" }{XPPEDIT 18 0 " ``(a,b) " "6#-%!G6$%
\"aG%\"bG" }{TEXT -1 25 " is a critical point of  " }{XPPEDIT 18 0 "ph
i(x,y);" "6#-%$phiG6$%\"xG%\"yG" }{TEXT -1 5 " and " }}{PARA 256 "" 0 
"" {TEXT -1 1 " " }{XPPEDIT 18 0 "Delta=``" "6#/%&DeltaG%!G" }
{XPPEDIT 18 0 "Delta(a,b) = ``;" "6#/-%&DeltaG6$%\"aG%\"bG%!G" }
{XPPEDIT 18 0 "phi[xx](a,b)*phi[yy](a,b)-phi[xy](a,b)*``^2;" "6#,&*&-&
%$phiG6#%#xxG6$%\"aG%\"bG\"\"\"-&F'6#%#yyG6$F+F,F-F-*&-&F'6#%#xyG6$F+F
,F-*$%!G\"\"#F-!\"\"" }{TEXT -1 2 ", " }}{PARA 0 "" 0 "" {TEXT -1 5 "t
hen:" }}{PARA 15 "" 0 "" {TEXT -1 5 " if  " }{XPPEDIT 18 0 "0 < Delta;
" "6#2\"\"!%&DeltaG" }{TEXT -1 8 "   and  " }{XPPEDIT 18 0 "0 < phi[xx
](a,b);" "6#2\"\"!-&%$phiG6#%#xxG6$%\"aG%\"bG" }{TEXT -1 7 ", then " }
{XPPEDIT 18 0 "``(a,b)" "6#-%!G6$%\"aG%\"bG" }{TEXT -1 7 "  is a " }
{TEXT 259 13 "minimum point" }{TEXT -1 2 ", " }}{PARA 15 "" 0 "" 
{TEXT -1 5 " if  " }{XPPEDIT 18 0 "0 < Delta;" "6#2\"\"!%&DeltaG" }
{TEXT -1 11 " > 0  and  " }{XPPEDIT 18 0 "phi[xx](a,b) < 0;" "6#2-&%$p
hiG6#%#xxG6$%\"aG%\"bG\"\"!" }{TEXT -1 7 ", then " }{XPPEDIT 18 0 "``(
a,b)" "6#-%!G6$%\"aG%\"bG" }{TEXT -1 7 "  is a " }{TEXT 259 13 "maximu
m point" }{TEXT -1 2 ", " }}{PARA 15 "" 0 "" {TEXT -1 5 " if  " }
{XPPEDIT 18 0 "Delta < 0;" "6#2%&DeltaG\"\"!" }{TEXT -1 8 ",  then " }
{XPPEDIT 18 0 "``(a,b)" "6#-%!G6$%\"aG%\"bG" }{TEXT -1 7 "  is a " }
{TEXT 259 12 "saddle point" }{TEXT -1 4 ",   " }}{PARA 15 "" 0 "" 
{TEXT -1 5 " if  " }{XPPEDIT 18 0 "Delta = 0;" "6#/%&DeltaG\"\"!" }
{TEXT -1 66 ", no conclusion can be made about the nature of the criti
cal point" }{XPPEDIT 18 0 " ``(a,b)" "6#-%!G6$%\"aG%\"bG" }{TEXT -1 
31 " without further investigation." }}{PARA 0 "" 0 "" {TEXT -1 0 "" }
}{PARA 0 "" 0 "" {TEXT -1 97 "The following code can be used to tabula
te all the required information regarding the signs of  f" }{XPPEDIT 
18 0 "``[xx](x,y);" "6#-&%!G6#%#xxG6$%\"xG%\"yG" }{TEXT -1 5 " and " }
{XPPEDIT 18 0 "Delta" "6#%&DeltaG" }{TEXT -1 54 " to attempt a classif
ication of the critical points.  " }}{PARA 0 "" 0 "" {TEXT -1 1 " " }}
{EXCHG {PARA 0 "> " 0 "" {MPLTEXT 1 0 1800 "f := (x,y) -> sin(ln(x^2+1
)+sin(x*y)*y)/(1+x^2+x*y+y^2):\nf_xx := unapply(factor(D[1,1](f)(x,y))
,x,y):\nf_xy := unapply(factor(D[2,1](f)(x,y)),x,y):\nf_yy := unapply(
factor(D[2,2](f)(x,y)),x,y):\nf_xx(x,y)*f_yy(x,y)-f_xy(x,y)^2:\nfactor
(%):\nDelta := unapply(%,x,y):\nA := array(1..nops(critpts)+2,1..5):\n
A[1,1] := `critical point`:\nA[1,2] := `2nd deriv`:\nA[1,3] := `discri
minant`:\nA[1,4] := `type`:\nA[1,5] := `value`: \nA[2,1] := `---`: A[2
,2] := `---`: A[2,3] := `---`:\nA[2,4] := `---`: A[2,5] := `---`:\nmin
pts := []: maxpts := []: \nsadpts := []: undetpts := []:\nfor i from 1
 to nops(critpts) do \n   A[i+2,1] := ``(op(critpts[i]));\n   xC := cr
itpts[i,1];\n   yC := critpts[i,2];\n   sA := signum(f_xx(xC,yC));\n  \+
 sdel := signum(Delta(xC,yC));\n   if sdel>0 then\n      A[i+2,3] := `
+`; \n      if sA>0 then\n         minpts := [op(minpts),critpts[i]];
\n         A[i+2,2] := `+`;\n         A[i+2,4] := `minimum`;      \n  \+
    elif sA<0 then\n         maxpts := [op(maxpts),critpts[i]];\n     \+
    A[i+2,2] := `-`;\n         A[i+2,4] := `maximum`; \n      elif sA=
0 then A[i+2,2] := 0 \n      else A[i+2,2] := `?` end if;\n   elif sde
l<0 then\n      if sA>0 then\n         A[i+2,2] := `+`;     \n      el
if sA<0 then\n         A[i+2,2] := `-`;\n      elif sA=0 then A[i+2,2]
 := 0 \n      else A[i+2,2] := `?` end if;\n      sadpts := [op(sadpts
),critpts[i]];\n      A[i+2,3] := `-`;\n      A[i+2,4] := `saddle poin
t`; \n   else\n      if sdel=0 then\n         A[i+2,3] := 0;\n      el
se\n         A[i+2,3] := `?`;\n      end if; \n      if sA>0 then\n   \+
      A[i+2,2] := `+`;     \n      elif sA<0 then\n         A[i+2,2] :
= `-`;\n      elif sA=0 then A[i+2,2] := 0 \n      else A[i+2,2] := `?
` end if;\n      undetpts := [op(undetpts),critpts[i]];\n      A[i+2,4
] := `undetermined`;\n   end if;\n   A[i+2,5] := f(xC,yC);\nend do:\ne
valm(A);         " }}{PARA 11 "" 1 "" {XPPMATH 20 "6#-%'matrixG6#7/7'%
/critical~pointG%*2nd~derivG%-discriminantG%%typeG%&valueG7'%$---GF.F.
F.F.7'-%!G6$$\"\"!F4F3%\"+GF4%-undeterminedGF37'-F16$$!+ozl66!\"*$\"+!
f+cm\"!#5%\"-GF5%(maximumG$\"+7N(HO$F?7'-F16$$\"+*)[F&=*F?$!+o\">=l)F?
F@F5FA$\"+2-uT_F?7'-F16$$!+!oB,H&F?$!+()*)4n;F<F5F5%(minimumG$!+!H(fX<
F?7'-F16$$!+\\U*za(F?$\"+2vI$e\"F<F5F5FT$!+4isgHF?7'-F16$$\"+B$o&\\9F<
$!+6)\\%>:F<F5F@%-saddle~pointG$\"+q.i+AF?7'-F16$$\"+kp<G9F<$\"+8E))o:
F<F5F@Fao$\"+.wwl#*!#67'-F16$$\"+=@f[:F<$\"+1&[;#=F<F@F5FA$\"+M(3<-\"F
?7'-F16$$\"+rY/W;F<$!+7ef`<F<F@F5FA$\"+oSvADF?7'-F16$$!+/Z\"R(>F<$!+-r
_H:F<F@F5FA$\"+$)RG7'*F]p7'-F16$$!+>\"=m#=F<$\"+GDl8<F<F@F5FA$\"+k`U&R
#F?" }}}{PARA 0 "" 0 "" {TEXT -1 0 "" }}{PARA 0 "" 0 "" {TEXT -1 89 "T
he next picture shows the critical points along with the contour plot \+
drawn previously. " }}{PARA 0 "" 0 "" {TEXT 259 4 "Note" }{TEXT -1 55 
": The previous segment of code must be executed first. " }}{PARA 0 "
" 0 "" {TEXT -1 0 "" }}{EXCHG {PARA 0 "> " 0 "" {MPLTEXT 1 0 857 "pp :
= plots[contourplot](f(x,y),x=-2..2,y=-2..2,\n grid=[75,75],contours=4
0,coloring=[grey,brown]):\nplts := [pp]:\nif maxpts<>[] then\n   pp :=
 plot([maxpts$4],style=point,symbol=[circle,diamond,cross,cross],\n   \+
     symbolsize=[10$3,20],color=[red$3,black]);\n   plts := [op(plts),
pp];\nend if:\nif minpts<>[] then\n   pp := plot([minpts$4],style=poin
t,symbol=[circle,diamond,cross,cross],\n        symbolsize=[10$3,20],c
olor=[blue$3,black]);\n   plts := [op(plts),pp];\nend if:\nif sadpts<>
[] then\n   pp := plot([sadpts$4],style=point,symbol=[circle,diamond,c
ross,cross],\n        symbolsize=[10$3,20],color=[green$3,black]);\n  \+
 plts := [op(plts),pp];\nend if:\nif undetpts<>[] then\n   pp := plot(
[undetpts$4],style=point,symbol=[circle,diamond,cross,cross],\n       \+
 symbolsize=[10$3,20],color=[magenta$3,black]);\n   plts := [op(plts),
pp];\nend if:\nplots[display](plts);" }}{PARA 13 "" 1 "" {GLPLOT2D 
518 391 391 {PLOTDATA 2 "6fn-%'CURVESG6S7$7$$\"3o*33\"3\"3\"3\")!#=$!3
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1 2 0 1 10 0 2 9 1 4 2 1.000000 45.000000 45.000000 0 0 "Curve 1" "Cur
ve 2" "Curve 3" "Curve 4" "Curve 5" "Curve 6" "Curve 7" "Curve 8" "Cur
ve 9" "Curve 10" "Curve 11" "Curve 12" "Curve 13" "Curve 14" "Curve 15
" "Curve 16" "Curve 17" "Curve 18" "Curve 19" "Curve 20" "Curve 21" "C
urve 22" "Curve 23" "Curve 24" "Curve 25" "Curve 26" "Curve 27" "Curve
 28" "Curve 29" "Curve 30" "Curve 31" "Curve 32" "Curve 33" "Curve 34
" "Curve 35" "Curve 36" "Curve 37" "Curve 38" "Curve 39" "Curve 40" "C
urve 41" "Curve 42" "Curve 43" "Curve 44" "Curve 45" "Curve 46" "Curve
 47" "Curve 48" "Curve 49" "Curve 50" "Curve 51" "Curve 52" "Curve 53
" "Curve 54" "Curve 55" "Curve 56" }}}}{PARA 0 "" 0 "" {TEXT -1 0 "" }
}{PARA 0 "" 0 "" {TEXT -1 4 "The " }{TEXT 261 7 "maximum" }{TEXT -1 
23 " points are plotted in " }{TEXT 260 3 "red" }{TEXT -1 6 ", the " }
{TEXT 258 7 "minimum" }{TEXT -1 23 " points are plotted in " }{TEXT 
256 4 "blue" }{TEXT -1 9 " and the " }{TEXT 257 13 "saddle points" }
{TEXT -1 16 " are plotted in " }{TEXT 263 5 "green" }{TEXT -1 1 "." }}
{PARA 0 "" 0 "" {TEXT -1 4 "The " }{TEXT 258 12 "undetermined" }{TEXT 
-1 44 " critical point at the origin is plotted in " }{TEXT 264 7 "mag
enta" }{TEXT -1 2 ". " }}{PARA 0 "" 0 "" {TEXT -1 88 "The following gr
aph suggests that critical point point at the origin is a saddle point
. " }}{PARA 0 "" 0 "" {TEXT -1 0 "" }}{EXCHG {PARA 0 "> " 0 "" 
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{PARA 0 "> " 0 "" {MPLTEXT 1 0 1 ";" }}}{SECT 1 {PARA 4 "" 0 "" {TEXT 
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gits) and classify all the critical points of " }}{PARA 256 "" 0 "" 
{TEXT -1 1 " " }{XPPEDIT 18 0 "f(x,y) = (x^3-2*x^2*y+4*x*y^2-y^3)/(1+x
^4+x^2*y^2+y^4)" "6#/-%\"fG6$%\"xG%\"yG*&,**$F'\"\"$\"\"\"*(\"\"#F-*$F
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{TEXT -1 67 ": The solution to this task question is given in another \+
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0 0 "" }}}{PARA 0 "" 0 "" {TEXT -1 32 "_______________________________
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o about 10 digits) and classify all the critical points of " }}{PARA 
256 "" 0 "" {TEXT -1 1 " " }{XPPEDIT 18 0 "f(x,y)=(2*x*y^2+5*x^2*y-y^3
-x^4)/(1+x^4+y^4)^2" "6#/-%\"fG6$%\"xG%\"yG*&,**(\"\"#\"\"\"F'F-F(F,F-
*(\"\"&F-*$F'F,F-F(F-F-*$F(\"\"$!\"\"*$F'\"\"%F3F-*$,(F-F-*$F'F5F-*$F(
F5F-F,F3" }{TEXT -1 2 ". " }}{PARA 0 "" 0 "" {TEXT 259 4 "Hint" }
{TEXT -1 66 ":  The approximate location of the critical points is as \+
follows: " }}{PARA 256 "" 0 "" {TEXT -1 1 " " }{XPPEDIT 18 0 "``(0,0),
 ``(-2.5,2.5), ``(-.83,-.66), ``(-.78,.53), ``(-.18,.89), ``(.17,-.88)
, ``(.75,.69), ``(.89,-.52), ``(10.5,28.3)" "6+-%!G6$\"\"!F&-F$6$,$-%&
FloatG6$\"#D!\"\"F.-F+6$F-F.-F$6$,$-F+6$\"#$)!\"#F.,$-F+6$\"#mF7F.-F$6
$,$-F+6$\"#yF7F.-F+6$\"#`F7-F$6$,$-F+6$\"#=F7F.-F+6$\"#*)F7-F$6$-F+6$
\"#<F7,$-F+6$\"#))F7F.-F$6$-F+6$\"#vF7-F+6$\"#pF7-F$6$-F+6$FMF7,$-F+6$
\"#_F7F.-F$6$-F+6$\"$0\"F.-F+6$\"$$GF." }{TEXT -1 1 "." }}{PARA 0 "" 
0 "" {TEXT 259 4 "Note" }{TEXT -1 69 ": The solution to this task ques
tion is given in another worksheet.  " }}{PARA 0 "" 0 "" {TEXT -1 32 "
________________________________" }}{PARA 0 "" 0 "" {TEXT -1 0 "" }}
{EXCHG {PARA 0 "> " 0 "" {MPLTEXT 1 0 0 "" }}}{PARA 0 "" 0 "" {TEXT 
-1 0 "" }}{EXCHG {PARA 0 "> " 0 "" {MPLTEXT 1 0 0 "" }}}{PARA 0 "" 0 "
" {TEXT -1 0 "" }}{EXCHG {PARA 0 "> " 0 "" {MPLTEXT 1 0 0 "" }}}{PARA 
0 "" 0 "" {TEXT -1 0 "" }}{EXCHG {PARA 0 "> " 0 "" {MPLTEXT 1 0 0 "" }
}}{PARA 0 "" 0 "" {TEXT -1 0 "" }}{EXCHG {PARA 0 "> " 0 "" {MPLTEXT 1 
0 0 "" }}}{PARA 0 "" 0 "" {TEXT -1 0 "" }}{EXCHG {PARA 0 "> " 0 "" 
{MPLTEXT 1 0 0 "" }}}{PARA 0 "" 0 "" {TEXT -1 0 "" }}{EXCHG {PARA 0 ">
 " 0 "" {MPLTEXT 1 0 0 "" }}}{PARA 0 "" 0 "" {TEXT -1 0 "" }}{EXCHG 
{PARA 0 "> " 0 "" {MPLTEXT 1 0 0 "" }}}{PARA 0 "" 0 "" {TEXT -1 32 "__
______________________________" }}{EXCHG {PARA 0 "> " 0 "" {MPLTEXT 1 
0 1 ";" }}}}{SECT 1 {PARA 4 "" 0 "" {TEXT -1 3 "Q3 " }}{PARA 0 "" 0 "
" {TEXT -1 74 "Find (correct to about 10 digits) and classify all the \+
critical points of " }}{PARA 256 "" 0 "" {TEXT -1 1 " " }{XPPEDIT 18 
0 "f(x,y)=sin(arctan(x^2)+cos(x+y)*y)/(1+2*x^2-x*y+3*y^2)" "6#/-%\"fG6
$%\"xG%\"yG*&-%$sinG6#,&-%'arctanG6#*$F'\"\"#\"\"\"*&-%$cosG6#,&F'F3F(
F3F3F(F3F3F3,*F3F3*&F2F3*$F'F2F3F3*&F'F3F(F3!\"\"*&\"\"$F3*$F(F2F3F3F=
" }{TEXT -1 2 ". " }}{PARA 0 "" 0 "" {TEXT -1 33 "which lie in the squ
are given by " }{XPPEDIT 18 0 "-4<=x" "6#1,$\"\"%!\"\"%\"xG" }
{XPPEDIT 18 0 "``<=4" "6#1%!G\"\"%" }{TEXT -1 2 ", " }{XPPEDIT 18 0 "-
4<=y" "6#1,$\"\"%!\"\"%\"yG" }{XPPEDIT 18 0 "``<=4" "6#1%!G\"\"%" }
{TEXT -1 2 ". " }}{PARA 0 "" 0 "" {TEXT 259 4 "Hint" }{TEXT -1 67 ":  \+
The approximate location of the critical points is as follows:  " }}
{PARA 256 "" 0 "" {TEXT -1 1 " " }{XPPEDIT 18 0 "``(2.8,1.9),``(-.38,3
.7),``(.11,.43),``(3.2,.90),``(.021,-.45),``(-2.8,-3.1),``(.60,1.9),``
(2.9,3.2)" "6*-%!G6$-%&FloatG6$\"#G!\"\"-F'6$\"#>F*-F$6$,$-F'6$\"#Q!\"
#F*-F'6$\"#PF*-F$6$-F'6$\"#6F4-F'6$\"#VF4-F$6$-F'6$\"#KF*-F'6$\"#!*F4-
F$6$-F'6$\"#@!\"$,$-F'6$\"#XF4F*-F$6$,$-F'6$F)F*F*,$-F'6$\"#JF*F*-F$6$
-F'6$\"#gF4-F'6$F-F*-F$6$-F'6$\"#HF*-F'6$FDF*" }{TEXT -1 1 "," }}
{PARA 256 "" 0 "" {TEXT -1 1 " " }{XPPEDIT 18 0 "``(-.57,.39),``(-2.7,
-1.8),``(-2.9,-1.2),``(-2.6,2.7),``(-.54,-2.9),``(-1.1,-2.5),``(.86,-3
.8),``(.71,.27)" "6*-%!G6$,$-%&FloatG6$\"#d!\"#!\"\"-F(6$\"#RF+-F$6$,$
-F(6$\"#FF,F,,$-F(6$\"#=F,F,-F$6$,$-F(6$\"#HF,F,,$-F(6$\"#7F,F,-F$6$,$
-F(6$\"#EF,F,-F(6$F5F,-F$6$,$-F(6$\"#aF+F,,$-F(6$F?F,F,-F$6$,$-F(6$\"#
6F,F,,$-F(6$\"#DF,F,-F$6$-F(6$\"#')F+,$-F(6$\"#QF,F,-F$6$-F(6$\"#rF+-F
(6$F5F+" }{TEXT -1 2 ". " }}{PARA 0 "" 0 "" {TEXT -1 87 "You could mak
e a copy of this worksheet and alter the code used for the example abo
ve. " }}{PARA 0 "" 0 "" {TEXT 259 4 "Note" }{TEXT -1 68 ": The solutio
n to this task question is given in another worksheet. " }}{PARA 0 "" 
0 "" {TEXT -1 32 "________________________________" }}{PARA 0 "" 0 "" 
{TEXT -1 0 "" }}{EXCHG {PARA 0 "> " 0 "" {MPLTEXT 1 0 0 "" }}}{PARA 0 
"" 0 "" {TEXT -1 0 "" }}{EXCHG {PARA 0 "> " 0 "" {MPLTEXT 1 0 0 "" }}}
{PARA 0 "" 0 "" {TEXT -1 0 "" }}{EXCHG {PARA 0 "> " 0 "" {MPLTEXT 1 0 
0 "" }}}{PARA 0 "" 0 "" {TEXT -1 0 "" }}{EXCHG {PARA 0 "> " 0 "" 
{MPLTEXT 1 0 0 "" }}}{PARA 0 "" 0 "" {TEXT -1 0 "" }}{EXCHG {PARA 0 ">
 " 0 "" {MPLTEXT 1 0 0 "" }}}{PARA 0 "" 0 "" {TEXT -1 0 "" }}{EXCHG 
{PARA 0 "> " 0 "" {MPLTEXT 1 0 0 "" }}}{PARA 0 "" 0 "" {TEXT -1 0 "" }
}{EXCHG {PARA 0 "> " 0 "" {MPLTEXT 1 0 0 "" }}}{PARA 0 "" 0 "" {TEXT 
-1 0 "" }}{EXCHG {PARA 0 "> " 0 "" {MPLTEXT 1 0 0 "" }}}{PARA 0 "" 0 "
" {TEXT -1 32 "________________________________" }}{EXCHG {PARA 0 "> \+
" 0 "" {MPLTEXT 1 0 1 ";" }}}}{SECT 1 {PARA 4 "" 0 "" {TEXT -1 3 "Q4 \+
" }}{PARA 0 "" 0 "" {TEXT -1 299 "Construct a function of two variable
s which has at least 8 critical points in a specific region of the coo
rdinate plane. Determine the location of these critical points (with t
he coordinates given correct to about 10 digits) and classify them acc
ording to the criteria considered in this worksheet. " }}{PARA 0 "" 0 
"" {TEXT -1 87 "You could make a copy of this worksheet and alter the \+
code used for the example above. " }}{PARA 0 "" 0 "" {TEXT -1 32 "____
____________________________" }}{PARA 0 "" 0 "" {TEXT -1 0 "" }}
{EXCHG {PARA 0 "> " 0 "" {MPLTEXT 1 0 0 "" }}}{PARA 0 "" 0 "" {TEXT 
-1 0 "" }}{EXCHG {PARA 0 "> " 0 "" {MPLTEXT 1 0 0 "" }}}{PARA 0 "" 0 "
" {TEXT -1 0 "" }}{EXCHG {PARA 0 "> " 0 "" {MPLTEXT 1 0 0 "" }}}{PARA 
0 "" 0 "" {TEXT -1 0 "" }}{EXCHG {PARA 0 "> " 0 "" {MPLTEXT 1 0 0 "" }
}}{PARA 0 "" 0 "" {TEXT -1 0 "" }}{EXCHG {PARA 0 "> " 0 "" {MPLTEXT 1 
0 0 "" }}}{PARA 0 "" 0 "" {TEXT -1 0 "" }}{EXCHG {PARA 0 "> " 0 "" 
{MPLTEXT 1 0 0 "" }}}{PARA 0 "" 0 "" {TEXT -1 0 "" }}{EXCHG {PARA 0 ">
 " 0 "" {MPLTEXT 1 0 0 "" }}}{PARA 0 "" 0 "" {TEXT -1 0 "" }}{EXCHG 
{PARA 0 "> " 0 "" {MPLTEXT 1 0 0 "" }}}{PARA 0 "" 0 "" {TEXT -1 32 "__
______________________________" }}{EXCHG {PARA 0 "> " 0 "" {MPLTEXT 1 
0 1 ";" }}}}{EXCHG {PARA 0 "> " 0 "" {MPLTEXT 1 0 1 ";" }}}}{PARA 0 "
" 0 "" {TEXT -1 0 "" }}{PARA 0 "" 0 "" {TEXT -1 0 "" }}{PARA 0 "" 0 "
" {TEXT -1 0 "" }}}{MARK "4 0 0" 0 }{VIEWOPTS 1 1 0 1 1 1803 1 1 1 1 }
{PAGENUMBERS 0 1 2 33 1 1 }