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{SECT 0 {EXCHG {PARA 0 "" 0 "" {TEXT 256 17 "Fractal Dimension" }}
{PARA 0 "" 0 "" {TEXT -1 0 "" }}{PARA 0 "" 0 "" {TEXT -1 79 "The analy
sis of Poincare plots for the Duffing oscillator which is explored in \+
" }{TEXT 19 11 "Duffing.mws" }{TEXT -1 475 " indicates that for certai
n parameter ranges the Poincare section represents an accumulation of \+
points. Our aim is to calculate the fractal dimension of this strange \+
attractor. We introduce a simple box counting algorithm in order to ca
lculate the capacity dimension, and we test it on a fractal structure \+
whose dimension can be derived from the algorithm that prescribes it. \+
First, we have to construct an algorithm that generates this fractal, \+
which is called a Koch curve." }}{PARA 0 "" 0 "" {TEXT -1 0 "" }}
{PARA 0 "" 0 "" {TEXT 257 10 "Koch curve" }}{PARA 0 "" 0 "" {TEXT -1 
0 "" }}{PARA 0 "" 0 "" {TEXT -1 269 "A Koch curve can be generated by \+
an iterative algorithm. A basic step consists of taking a unit line, c
utting it in three, and replacing the middle segment by an equilateral
 triangle without base, thereby extending the length of the original e
ntire line segment by 4/3." }}{PARA 0 "" 0 "" {TEXT -1 0 "" }}{PARA 0 
"" 0 "" {TEXT -1 95 "Suppose we define the curve by its vertices. We i
mplement the algorithm by the following steps:" }}{PARA 0 "" 0 "" 
{TEXT -1 57 "1) find the points that cut the line into three segments;
" }}{PARA 0 "" 0 "" {TEXT -1 112 "2) find the midpoint, and rotate it \+
to horizontal orientation, displace the y-coordinate by the required a
mount;" }}{PARA 0 "" 0 "" {TEXT -1 64 "3) rotate the shifted midpoint \+
back to the original orientation;" }}{PARA 0 "" 0 "" {TEXT -1 55 "4) a
ssemble a list that contains all required vertices." }}{PARA 0 "" 0 "
" {TEXT -1 0 "" }}{PARA 0 "" 0 "" {TEXT -1 91 "This may not be the mos
t efficient implementation, but it is starightforward to understand." 
}}{PARA 0 "" 0 "" {TEXT -1 0 "" }}}{EXCHG {PARA 0 "> " 0 "" {MPLTEXT 
1 0 73 "restart; with(stats): # statistics package is used for least-s
quares fit." }}}{EXCHG {PARA 0 "> " 0 "" {MPLTEXT 1 0 77 "Koch:=proc(L
L) local xi,yi,xf,yf,x1,y1,x2,y2,xh,yh,phi,cf,sf,x3,y3,xhp,yhp,d;" }}
{PARA 0 "> " 0 "" {MPLTEXT 1 0 55 "xi:=LL[1][1]: yi:=LL[1][2]: xf:=LL[
2][1]: yf:=LL[2][2]:" }}{PARA 0 "> " 0 "" {MPLTEXT 1 0 49 "x1:=evalf(x
i+(xf-xi)/3): y1:=evalf(yi+(yf-yi)/3):" }}{PARA 0 "> " 0 "" {MPLTEXT 
1 0 53 "x2:=evalf(xi+2*(xf-xi)/3): y2:=evalf(yi+2*(yf-yi)/3):" }}
{PARA 0 "> " 0 "" {MPLTEXT 1 0 43 "xh:=evalf((xf+xi)/2): yh:=evalf((yf
+yi)/2):" }}{PARA 0 "> " 0 "" {MPLTEXT 1 0 32 "phi:=evalf(arctan(yf-yi
,xf-xi));" }}{PARA 0 "> " 0 "" {MPLTEXT 1 0 27 "cf:=cos(phi): sf:=sin(
phi):" }}{PARA 0 "> " 0 "" {MPLTEXT 1 0 73 "xhp:=xh*cf+yh*sf: yhp:=-xh
*sf+yh*cf: d:=evalf(sqrt((xf-xi)^2+(yf-yi)^2)):" }}{PARA 0 "> " 0 "" 
{MPLTEXT 1 0 28 "yhp:=evalf(yhp+d/6*sqrt(3)):" }}{PARA 0 "> " 0 "" 
{MPLTEXT 1 0 51 "x3:=evalf(xhp*cf-yhp*sf): y3:=evalf(xhp*sf+yhp*cf):" 
}}{PARA 0 "> " 0 "" {MPLTEXT 1 0 43 "[LL[1],[x1,y1],[x3,y3],[x2,y2],LL
[2]]: end:" }}}{EXCHG {PARA 0 "> " 0 "" {MPLTEXT 1 0 20 "Koch([[0,0],[
0,1]]);" }}{PARA 11 "" 1 "" {XPPMATH 20 "6#7'7$\"\"!F%7$$F%F%$\"+LLLLL
!#57$$!+Z8v')GF*$\"+********\\F*7$F'$\"+nmmmmF*7$F%\"\"\"" }}}{EXCHG 
{PARA 0 "> " 0 "" {MPLTEXT 1 0 20 "Koch([[0,0],[1,0]]);" }}{PARA 11 "
" 1 "" {XPPMATH 20 "6#7'7$\"\"!F%7$$\"+LLLLL!#5$F%F%7$$\"+++++]F)$\"+Z
8v')GF)7$$\"+nmmmmF)F*7$\"\"\"F%" }}}{EXCHG {PARA 0 "> " 0 "" 
{MPLTEXT 1 0 20 "Koch([[0,0],[1,1]]);" }}{PARA 11 "" 1 "" {XPPMATH 20 
"6#7'7$\"\"!F%7$$\"+LLLLL!#5F'7$$\"+`'[K6#F)$\"+Y8v')yF)7$$\"+nmmmmF)F
07$\"\"\"F3" }}}{EXCHG {PARA 0 "> " 0 "" {MPLTEXT 1 0 39 "plot(%,scali
ng=constrained,axes=boxed);" }}{PARA 13 "" 1 "" {GLPLOT2D 400 300 300 
{PLOTDATA 2 "6'-%'CURVESG6$7'7$$\"\"!F)F(7$$\"3z*****HLLLL$!#=F+7$$\"3
)******Hl[K6#F-$\"3[+++Y8v')yF-7$$\"3m*****pmmmm'F-F47$$\"\"\"F)F7-%'C
OLOURG6&%$RGBG$\"#5!\"\"F(F(-%+AXESLABELSG6$Q!6\"FC-%(SCALINGG6#%,CONS
TRAINEDG-%*AXESSTYLEG6#%$BOXG-%%VIEWG6$%(DEFAULTGFP" 1 2 0 1 10 0 2 9 
1 2 1 1.000000 45.000000 45.000000 0 0 "Curve 1" }}}}{EXCHG {PARA 0 "
" 0 "" {TEXT -1 131 "Now we need a driver: we want to take a list of p
oints, and for each pair of subsequent points we want to apply the Koc
h procedure." }}}{EXCHG {PARA 0 "> " 0 "" {MPLTEXT 1 0 14 "DriveK:=(LL
)->" }}{PARA 0 "> " 0 "" {MPLTEXT 1 0 51 "[seq( op(Koch([LL[i],LL[i+1]
])),i=1..nops(LL)-1 )]:" }}}{EXCHG {PARA 0 "> " 0 "" {MPLTEXT 1 0 22 "
DriveK([[0,0],[1,0]]);" }}{PARA 11 "" 1 "" {XPPMATH 20 "6#7'7$\"\"!F%7
$$\"+LLLLL!#5$F%F%7$$\"+++++]F)$\"+Z8v')GF)7$$\"+nmmmmF)F*7$\"\"\"F%" 
}}}{EXCHG {PARA 0 "> " 0 "" {MPLTEXT 1 0 10 "DriveK(%);" }}{PARA 12 "
" 1 "" {XPPMATH 20 "6#767$\"\"!F%7$$\"+66666!#5$F%F%7$$\"+mmmm;F)$\"+)
[/Di*!#67$$\"+AAAAAF)F*7$$\"+LLLLLF)F*F47$$\"+*)))))))QF)$\"+!\\/Di*F0
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$\"+bbbbbF)FB7$$\"+nmmmmF)F=7$$\"+7666hF)F:7$FMF*FR7$$\"+yxxxxF)F*7$$
\"+MLLL$)F)F.7$$\"+*)))))))))F)F*7$\"\"\"F%" }}}{EXCHG {PARA 0 "> " 0 
"" {MPLTEXT 1 0 39 "plot(%,scaling=constrained,axes=boxed);" }}{PARA 
13 "" 1 "" {GLPLOT2D 400 300 300 {PLOTDATA 2 "6'-%'CURVESG6$767$$\"\"!
F)F(7$$\"3$******46666\"!#=F(7$$\"39+++mmmm;F-$\"3\"******z[/Di*!#>7$$
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+++!\\/Di*F37$F8$\"35+++**3]C>F-7$$\"3s*****RWWWW%F-$\"3-+++)*3]C>F-7$
$\"3++++++++]F-$\"3-+++Z8v')GF-FG7$$\"3?+++bbbbbF-FE7$$\"3m*****pmmmm'
F-F@7$$\"3Y*****>6666'F-F=7$FPF(FU7$$\"39+++yxxxxF-F(7$$\"3V+++MLLL$)F
-F17$$\"3_******))))))))))F-F(7$$\"\"\"F)F(-%'COLOURG6&%$RGBG$\"#5!\"
\"F(F(-%+AXESLABELSG6$Q!6\"Ffo-%(SCALINGG6#%,CONSTRAINEDG-%*AXESSTYLEG
6#%$BOXG-%%VIEWG6$%(DEFAULTGFcp" 1 2 0 1 10 0 2 9 1 2 1 1.000000 
45.000000 45.000000 0 0 "Curve 1" }}}}{EXCHG {PARA 0 "" 0 "" {TEXT -1 
230 "The Koch curve is an important exercise in order to understand fr
actal dimension, because the increase in length of the figure after ea
ch step is obvious: a factor of 4/3 applies for each iteration. Let us
 verify this numerically:" }}}{EXCHG {PARA 0 "> " 0 "" {MPLTEXT 1 0 
94 "Length:=LL->evalf(add(sqrt((LL[i+1][1]-LL[i][1])^2+(LL[i+1][2]-LL[
i][2])^2),i=1..nops(LL)-1));" }}{PARA 11 "" 1 "" {XPPMATH 20 "6#>%'Len
gthGf*6#%#LLG6\"6$%)operatorG%&arrowGF(-%&evalfG6#-%$addG6$-%%sqrtG6#,
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EF?&FBFJFDFEF?F?/F>;F?,&-%%nopsG6#F;F?F?FDF(F(F(" }}}{EXCHG {PARA 0 ">
 " 0 "" {MPLTEXT 1 0 28 "Length(Koch([[0,0],[0,1]]));" }}{PARA 11 "" 
1 "" {XPPMATH 20 "6#$\"+LLLL8!\"*" }}}{EXCHG {PARA 0 "> " 0 "" 
{MPLTEXT 1 0 35 "Length((DriveK@@2)([[0,0],[0,1]]));" }}{PARA 11 "" 1 
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XG-%%VIEWG6$%(DEFAULTGFaiu" 1 2 0 1 10 0 2 9 1 2 1 1.000000 45.000000 
45.000000 0 0 "Curve 1" }}}}{EXCHG {PARA 0 "" 0 "" {TEXT -1 53 "The ca
pacity dimension of the Koch curve is given as:" }}}{EXCHG {PARA 0 "> \+
" 0 "" {MPLTEXT 1 0 29 "D_Koch:=evalf(log(4)/log(3));" }}{PARA 11 "" 
1 "" {XPPMATH 20 "6#>%'D_KochG$\"+2&f=E\"!\"*" }}}{EXCHG {PARA 0 "" 0 
"" {TEXT -1 53 "Why is this so? Do some reading on fractal dimension.
" }}{PARA 0 "" 0 "" {TEXT -1 0 "" }}{PARA 0 "" 0 "" {TEXT -1 59 "How r
apidly does the number of points grow with each layer?" }}}{EXCHG 
{PARA 0 "> " 0 "" {MPLTEXT 1 0 45 "seq(nops((DriveK@@i)([[0,0],[1,0]])
),i=1..5);" }}{PARA 11 "" 1 "" {XPPMATH 20 "6'\"\"&\"#?\"#&*\"$q%\"%XB
" }}}{EXCHG {PARA 0 "" 0 "" {TEXT -1 183 "In order to implement the bo
x counting method we need to pick a pixel size resolution and connect \+
the points. In a plotting program this is carried out by the graphics \+
engine (in the " }{TEXT 19 4 "plot" }{TEXT -1 109 " command above the \+
default method is to connect the points by a straight line). Redraw th
e above graph using " }{TEXT 19 24 "style=point,symbol=point" }{TEXT 
-1 239 " to observe what the plot engine has done for us. Of course, w
e can simply iterate the curve to a sufficiently high degree such that
 at a given smallest box size resolution (e.g., pixel size for a graph
ics format) all points are connected." }}{PARA 0 "" 0 "" {TEXT -1 0 "
" }}}{EXCHG {PARA 0 "> " 0 "" {MPLTEXT 1 0 31 "K7:=(DriveK@@7)([[0,0],
[1,0]]):" }}}{EXCHG {PARA 0 "> " 0 "" {MPLTEXT 1 0 15 "K8:=DriveK(K7):
" }}}{EXCHG {PARA 0 "" 0 "" {TEXT -1 88 "The two data sets K7 and K8 a
llow us to experiment below. Let us choose the smaller one:" }}}
{EXCHG {PARA 0 "> " 0 "" {MPLTEXT 1 0 8 "K_u:=K7:" }}}{EXCHG {PARA 0 "
> " 0 "" {MPLTEXT 1 0 17 "k_max:=nops(K_u);" }}{PARA 11 "" 1 "" 
{XPPMATH 20 "6#>%&k_maxG\"&&fe" }}}{EXCHG {PARA 0 "" 0 "" {TEXT -1 
613 "Choose a maximum value for the resolution layer (smallest box siz
e) at which the plane with the curve enclosed will be explored. The bo
xes are squares in our case, because the points that make up the Koch \+
curve are two-dimensional. The total area in which the fractal resides
 is a rectangle: we can account for that. We are setting up an algorit
hm analogous to a histogram calculation except that we don't care how \+
many times a given bin has been occupied, we just determine whether it
 has been hit, and then add up how many hits we get at a certain level
 of resolution. The baseline for a bin (square) is called " }{TEXT 19 
11 "epsilon=1/n" }{TEXT -1 105 ", where n is the resolution layer, and
 we need to look at the log of the total number of box hits versus " }
{TEXT 19 14 "log(1/epsilon)" }{TEXT -1 71 "; the slope of this graph g
ives the fractal dimension (in the limit of " }{TEXT 19 7 "epsilon" }
{TEXT -1 81 " going to zero). At the lowest layer of resolution (n=1) \+
we use 10 times 5 boxes." }}}{EXCHG {PARA 0 "> " 0 "" {MPLTEXT 1 0 10 
"layer:=15;" }}{PARA 11 "" 1 "" {XPPMATH 20 "6#>%&layerG\"#:" }}}
{EXCHG {PARA 0 "> " 0 "" {MPLTEXT 1 0 8 "LXY:=[]:" }}{PARA 0 "> " 0 "
" {MPLTEXT 1 0 25 "for n from 1 to layer do:" }}{PARA 0 "> " 0 "" 
{MPLTEXT 1 0 26 "for i from 1 to (10*n) do:" }}{PARA 0 "> " 0 "" 
{MPLTEXT 1 0 25 "for j from 1 to (5*n) do:" }}{PARA 0 "> " 0 "" 
{MPLTEXT 1 0 10 "P[i,j]:=0;" }}{PARA 0 "> " 0 "" {MPLTEXT 1 0 3 "od:" 
}}{PARA 0 "> " 0 "" {MPLTEXT 1 0 4 "od: " }}{PARA 0 "> " 0 "" 
{MPLTEXT 1 0 14 "Pepsilon:=1/n:" }}{PARA 0 "> " 0 "" {MPLTEXT 1 0 13 "
Pboxcount:=0:" }}{PARA 0 "> " 0 "" {MPLTEXT 1 0 92 "for k from 1 to k_
max do:  ix:=trunc(10*n*(K_u[k][1]+0.5)); iy:=trunc(5*n*(K_u[k][2]+0.2
5));" }}{PARA 0 "> " 0 "" {MPLTEXT 1 0 20 "if (P[ix,iy]=0) then" }}
{PARA 0 "> " 0 "" {MPLTEXT 1 0 12 "P[ix,iy]:=1:" }}{PARA 0 "> " 0 "" 
{MPLTEXT 1 0 25 "Pboxcount:=Pboxcount + 1:" }}{PARA 0 "> " 0 "" 
{MPLTEXT 1 0 3 "fi:" }}{PARA 0 "> " 0 "" {MPLTEXT 1 0 77 "od: print(\"
For res. \",n,\"find \",Pboxcount,\" hits out of \",5*n*10*n,\" boxes
\");" }}{PARA 0 "> " 0 "" {MPLTEXT 1 0 67 "LXY:=[op(LXY), [evalf(log10
(1/Pepsilon)),evalf(log10(Pboxcount))]]:" }}{PARA 0 "> " 0 "" 
{MPLTEXT 1 0 3 "od:" }}{PARA 11 "" 1 "" {XPPMATH 20 "6)Q*For~res.~6\"
\"\"\"Q&find~F$\"#8Q.~hits~out~of~F$\"#]Q'~boxesF$" }}{PARA 11 "" 1 "
" {XPPMATH 20 "6)Q*For~res.~6\"\"\"#Q&find~F$\"#OQ.~hits~out~of~F$\"$+
#Q'~boxesF$" }}{PARA 11 "" 1 "" {XPPMATH 20 "6)Q*For~res.~6\"\"\"$Q&fi
nd~F$\"#jQ.~hits~out~of~F$\"$]%Q'~boxesF$" }}{PARA 11 "" 1 "" 
{XPPMATH 20 "6)Q*For~res.~6\"\"\"%Q&find~F$\"#QQ.~hits~out~of~F$\"$+)Q
'~boxesF$" }}{PARA 11 "" 1 "" {XPPMATH 20 "6)Q*For~res.~6\"\"\"&Q&find
~F$\"#`Q.~hits~out~of~F$\"%]7Q'~boxesF$" }}{PARA 11 "" 1 "" {XPPMATH 
20 "6)Q*For~res.~6\"\"\"'Q&find~F$\"#uQ.~hits~out~of~F$\"%+=Q'~boxesF$
" }}{PARA 11 "" 1 "" {XPPMATH 20 "6)Q*For~res.~6\"\"\"(Q&find~F$\"#(*Q
.~hits~out~of~F$\"%]CQ'~boxesF$" }}{PARA 11 "" 1 "" {XPPMATH 20 "6)Q*F
or~res.~6\"\"\")Q&find~F$\"#)*Q.~hits~out~of~F$\"%+KQ'~boxesF$" }}
{PARA 11 "" 1 "" {XPPMATH 20 "6)Q*For~res.~6\"\"\"*Q&find~F$\"$=\"Q.~h
its~out~of~F$\"%]SQ'~boxesF$" }}{PARA 11 "" 1 "" {XPPMATH 20 "6)Q*For~
res.~6\"\"#5Q&find~F$\"$E\"Q.~hits~out~of~F$\"%+]Q'~boxesF$" }}{PARA 
11 "" 1 "" {XPPMATH 20 "6)Q*For~res.~6\"\"#6Q&find~F$\"$a\"Q.~hits~out
~of~F$\"%]gQ'~boxesF$" }}{PARA 11 "" 1 "" {XPPMATH 20 "6)Q*For~res.~6
\"\"#7Q&find~F$\"$j\"Q.~hits~out~of~F$\"%+sQ'~boxesF$" }}{PARA 11 "" 
1 "" {XPPMATH 20 "6)Q*For~res.~6\"\"#8Q&find~F$\"$z\"Q.~hits~out~of~F$
\"%]%)Q'~boxesF$" }}{PARA 11 "" 1 "" {XPPMATH 20 "6)Q*For~res.~6\"\"#9
Q&find~F$\"$G#Q.~hits~out~of~F$\"%+)*Q'~boxesF$" }}{PARA 11 "" 1 "" 
{XPPMATH 20 "6)Q*For~res.~6\"\"#:Q&find~F$\"$B#Q.~hits~out~of~F$\"&]7
\"Q'~boxesF$" }}}{EXCHG {PARA 0 "> " 0 "" {MPLTEXT 1 0 48 "PL1:=plot(L
XY,style=point): plots[display](PL1);" }}{PARA 13 "" 1 "" {GLPLOT2D 
400 300 300 {PLOTDATA 2 "6%-%'CURVESG6%717$$\"\"!F)$\"3%******>NVR6\"!
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4X)F0$\"3'******Rtrn)>F,7$$\"3\"******4()**3.*F0$\"3-+++wgA\"*>F,7$$\"
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6F,$\"33+++j[I[BF,-%'COLOURG6&%$RGBG$\"#5!\"\"F(F(-%&STYLEG6#%&POINTG-
%+AXESLABELSG6$Q!6\"Fjp-%%VIEWG6$%(DEFAULTGF_q" 1 2 0 1 10 0 2 9 1 4 
2 1.000000 45.000000 45.000000 0 0 "Curve 1" }}}}{EXCHG {PARA 0 "" 0 "
" {TEXT -1 110 "When the number of boxes is small we have no useful re
sults, so let us ignore them in the regression analysis:" }}}{EXCHG 
{PARA 0 "> " 0 "" {MPLTEXT 1 0 21 "nL:=4; nU:=nops(LXY);" }}{PARA 11 "
" 1 "" {XPPMATH 20 "6#>%#nLG\"\"%" }}{PARA 11 "" 1 "" {XPPMATH 20 "6#>
%#nUG\"#:" }}}{EXCHG {PARA 0 "> " 0 "" {MPLTEXT 1 0 84 "sol:=fit[least
square[[x,y]]]([[seq(LXY[i][1],i=nL..nU)],[seq(LXY[i][2],i=nL..nU)]]);
" }}{PARA 11 "" 1 "" {XPPMATH 20 "6#>%$solG/%\"yG,&$\"+YnQR#)!#5\"\"\"
*&$\"+(pq[I\"!\"*F+%\"xGF+F+" }}}{EXCHG {PARA 0 "> " 0 "" {MPLTEXT 1 
0 28 "FractDim:=coeff(rhs(sol),x);" }}{PARA 11 "" 1 "" {XPPMATH 20 "6#
>%)FractDimG$\"+(pq[I\"!\"*" }}}{EXCHG {PARA 0 "> " 0 "" {MPLTEXT 1 0 
67 "PL2:=plot(rhs(sol),x=0.5..1.2,color=blue): plots[display](PL1,PL2)
;" }}{PARA 13 "" 1 "" {GLPLOT2D 400 300 300 {PLOTDATA 2 "6&-%'CURVESG6
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$\"*++++\"!\")-%+AXESLABELSG6%Q!6\"Fg`l-%%FONTG6#%(DEFAULTG-%%VIEWG6$;
$\"\"&Fbp$\"#7FbpF\\al" 1 2 0 1 10 0 2 9 1 4 2 1.000000 45.000000 
45.000000 0 0 "Curve 1" "Curve 2" }}}}{EXCHG {PARA 0 "" 0 "" {TEXT 
258 11 "Exercise 1:" }}{PARA 0 "" 0 "" {TEXT -1 104 "Push the calculat
ion to higher levels of resolution. What do you find? Then use the lar
ger data sample (" }{TEXT 19 2 "K8" }{TEXT -1 180 ") and repeat the an
alysis. For a better analysis you want to use a regression fit with un
certainty estimate of the coefficients. An algorithm for this is provi
ded in the worksheet " }{TEXT 19 16 "DataAnalysis.mws" }{TEXT -1 1 ".
" }}{PARA 0 "" 0 "" {TEXT -1 0 "" }}}{EXCHG {PARA 0 "" 0 "" {TEXT 259 
17 "Duffing Attractor" }}{PARA 0 "" 0 "" {TEXT -1 0 "" }}{PARA 0 "" 0 
"" {TEXT -1 0 "" }}{PARA 0 "" 0 "" {TEXT -1 46 "The Duffing oscillator
 has been introduced in " }{TEXT 19 11 "Duffing.mws" }{TEXT -1 625 " a
nd it has been shown that for certain parameter values the limit cycle
 becomes an interesting structure. Here we carry out a measurement of \+
a capacity dimension to demonstrate the fractal nature of the attracto
r, which is therefore called a strange attractor. In maple8 the integr
ation in dsolve[numeric] has become fast enough that we can extract us
eful information without having to resort to C-coded routines (such as
 the method=dna option, which requires a special library to be loaded)
. For maple7 we still recommend the usage of the DNA package; for mapl
e8 it was unavailable yet at the beginning of September, 2002)." }}
{PARA 0 "" 0 "" {TEXT -1 0 "" }}{PARA 0 "" 0 "" {TEXT -1 119 "For mapl
e8 (without DNA) we restrict the precision to 13 digits. Going beyond \+
14 digits results in a massive slow-down." }}}{EXCHG {PARA 0 "> " 0 "
" {MPLTEXT 1 0 20 "restart; Digits:=13;" }}{PARA 11 "" 1 "" {XPPMATH 
20 "6#>%'DigitsG\"#8" }}}{EXCHG {PARA 0 "> " 0 "" {MPLTEXT 1 0 43 "unp
rotect(gamma): with(plots): with(stats):" }}{PARA 7 "" 1 "" {TEXT -1 
50 "Warning, the name changecoords has been redefined\n" }}}{EXCHG 
{PARA 0 "> " 0 "" {MPLTEXT 1 0 32 "gamma:=1/10: eta:=1: delta:=1/4:" }
}}{EXCHG {PARA 0 "> " 0 "" {MPLTEXT 1 0 64 "plot(-1/2*eta*x^2+delta*x^
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4 2 1.000000 45.000000 45.000000 0 0 "Curve 1" }}}}{EXCHG {PARA 0 "" 
0 "" {TEXT -1 47 "We include a periodic driving force (amplitude " }
{TEXT 19 2 "F0" }{TEXT -1 24 " and circular frequency " }{TEXT 19 2 "n
u" }{TEXT -1 63 ") and start the oscillator from the unstable equilibr
ium point:" }}}{EXCHG {PARA 0 "> " 0 "" {MPLTEXT 1 0 33 "nu:=2: F0:=2.
5: DF:=F0*sin(nu*t);" }}{PARA 11 "" 1 "" {XPPMATH 20 "6#>%#DFG,$*&$\"#
D!\"\"\"\"\"-%$sinG6#,$*&\"\"#F*%\"tGF*F*F*F*" }}}{EXCHG {PARA 0 "> " 
0 "" {MPLTEXT 1 0 72 "DE:=diff(x(t),t)=y(t),diff(y(t),t)=-gamma*y(t)+e
ta*x(t)-delta*x(t)^3+DF;" }}{PARA 11 "" 1 "" {XPPMATH 20 "6#>%#DEG6$/-
%%diffG6$-%\"xG6#%\"tGF--%\"yGF,/-F(6$F.F-,**&#\"\"\"\"#5F6F.F6!\"\"F*
F6*&#F6\"\"%F6*$)F*\"\"$F6F6F8*&$\"#DF8F6-%$sinG6#,$*&\"\"#F6F-F6F6F6F
6" }}}{EXCHG {PARA 0 "> " 0 "" {MPLTEXT 1 0 59 "IC:=x(0)=0,y(0)=0; #st
art at the unstable equilibrium point" }}{PARA 11 "" 1 "" {XPPMATH 20 
"6#>%#ICG6$/-%\"xG6#\"\"!F*/-%\"yGF)F*" }}}{EXCHG {PARA 0 "" 0 "" 
{TEXT -1 71 "In case you haven't looked at Duffing.mws: here is a samp
le trajectory:" }}}{EXCHG {PARA 0 "> " 0 "" {MPLTEXT 1 0 63 "#sol:=dso
lve(\{DE,IC\},\{x(t),y(t)\},numeric,output=listprocedure):" }}}{EXCHG 
{PARA 0 "> " 0 "" {MPLTEXT 1 0 38 "#X:=subs(sol,x(t)): Y:=subs(sol,y(t
)):" }}}{EXCHG {PARA 0 "> " 0 "" {MPLTEXT 1 0 57 "#plot('X(t)',t=0..10
0,numpoints=2000,title=\"Trajectory\");" }}}{EXCHG {PARA 0 "> " 0 "" 
{MPLTEXT 1 0 74 "#plot(['X(t)','Y(t)',t=0..50],numpoints=1000,title=\"
Phase-space Diagram\");" }}}{EXCHG {PARA 0 "" 0 "" {TEXT -1 553 "The P
oincare section is obtained by a stroboscopic view at intervals spaced
 apart by the period of the driving force. An interesting question ari
ses: what happens to the Poincare section when we change the phase at \+
which we record the phase-space point? It turns out that one gets a si
milar structure. It is possible to record these different sequences, a
nd run an animation. We do this before we proceed to compute the fract
al dimension, just to convince ourselves that there is no loss of gene
rality by fixing the phase at which we record the section." }}}{EXCHG 
{PARA 0 "> " 0 "" {MPLTEXT 1 0 30 "tau:=evalf(2*Pi/nu); LL:='LL':" }}
{PARA 11 "" 1 "" {XPPMATH 20 "6#>%$tauG$\".!f`EfTJ!#7" }}}{EXCHG 
{PARA 0 "> " 0 "" {MPLTEXT 1 0 70 "t:='t': sol:=dsolve(\{DE,IC\},\{x(t
),y(t)\},numeric,output=listprocedure):" }}}{EXCHG {PARA 0 "> " 0 "" 
{MPLTEXT 1 0 37 "X:=subs(sol,x(t)): Y:=subs(sol,y(t)):" }}}{EXCHG 
{PARA 0 "> " 0 "" {MPLTEXT 1 0 13 "dtau:=tau/10;" }}{PARA 11 "" 1 "" 
{XPPMATH 20 "6#>%%dtauG$\".!f`EfTJ!#8" }}}{EXCHG {PARA 0 "> " 0 "" 
{MPLTEXT 1 0 112 "for i from 1 to 2000 do: for j from 1 to 10 do: t_i:
=evalf(i*tau+(j-1)*dtau); LL||j[i]:=[X(t_i),Y(t_i)]: od: od:" }}}
{EXCHG {PARA 0 "> " 0 "" {MPLTEXT 1 0 22 "for j from 1 to 10 do:" }}
{PARA 0 "> " 0 "" {MPLTEXT 1 0 134 "PL[j]:=plot([seq(LL||j[i],i=1..200
0)],style=point,symbol=point,axes=boxed,view=[-5..5,-8..8],title=\"Poi
ncare Section\",color=blue): od:" }}}{EXCHG {PARA 0 "> " 0 "" 
{MPLTEXT 1 0 46 "display([seq(PL[j],j=1..10)],insequence=true);" }}
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$!3#*)4\"ez7-(G$F17$$!3'pt5X8,M)zF.$!3&R$=>()ykEhF.7$$!3d1rGYvhDCF1$!3
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$\"3'*zzsI.JfmF.7$$\"3)zNxu\\<rr)F.$!3ES(o!f\\#y]#F17$$!3!H<m'ywZ,HF1$
!3E8XHj6!)RoF.7$$\"3JT)*4WAPFHF1$!3ASa\"Q+q%==F17$$\"3f_bm%*Qu8:F1$!3-
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pz'[2*z%F17$$\"3`Q$eF:X\"HMF1$!3+WB#o\"*>kv#F17$$!3)fy3^6_ma$F1$!3&p#=
6\\tYBVF.7$$\"3Nl)HtYdnA\"F1$!3+1a!)e-W*Q&F17$$\"3m&)=3#fO#*Q#F1$\"33W
,T+%Qw)=F17$$\"3XpQ\\desPEF.$!3!G,NxIp8b#F17$$!3]h=ayh\"o1#F1$!3o#HXw
\"[xt6F17$$\"3z)>+j!G(HB\"F1$\"3\"p.-!>%o(Q[F.7$$!3#QV_Q#\\[kFF.$!3=Yi
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p\">S\"F17$$\"3k$34j;YNA#F1$!36K\\B$el)H<F17$$\"34)p7n(p)p6#F1$!3m]N,6
CUq9F17$$\"3)o/(4ZO$o%>F1$!35JTW?@(*eAF17$$\"3jf%yr(QvDAF.$!3$=XT$\\')
3G5F17$$!3p\\\">s.[*G<F1$!3UoZO5q1!\\#F17$$\"3qu6z5mzdDF1$\"3Y[qS$R'p#
=)F.7$$\"3<,/7UN[PvF.$!33')*31M([kDF17$$!3YKM)o2,uq#F1$!3oliGBM`muF.7$
$\"3'G4+]bv.%GF1$!3'pE?=v(37ZF.7$$\"3P:&>'H))eM:F1$!3%fPF![&[Q>#F17$$!
3ir#\\Ef(z,9F1$!3S%=0)zhADCF17$$\"39%\\St*Q)Qo\"F1$\"3O2mt<qX1**F.7$$!
3%*yab8=Q_LF.$!3\"fCB&z.&z$QF17$$\"3ZM2y<6C>CF1$\"32PQKnbf99F17$$\"3x=
\"33f&HRVF.$!3mh+Om\"o\"4EF17$$!3())zr')zx8C#F1$!3A]WU3\"[Q1\"F17$$\"3
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mFf]bmFh]bmF\\^bmFa^bmFe^bm" 1 2 0 1 10 0 2 9 1 4 2 1.000000 
45.000000 45.000000 0 0 "Curve 1" }}}}{EXCHG {PARA 0 "" 0 "" {TEXT 
260 11 "Exercise 2:" }}{PARA 0 "" 0 "" {TEXT -1 147 "Explore the behav
iour of this Duffing dust for small variations in the drive amplitude \+
and frequency. What is your guess for the fractal dimension?" }}{PARA 
0 "" 0 "" {TEXT -1 0 "" }}}{EXCHG {PARA 0 "" 0 "" {TEXT -1 162 "Now we
 collect our data sample for fractal dimensions analysis. We record in
 excess of 100,000 points. This takes some time (under 10 minutes on a
 > 1GHz machine)" }}}{EXCHG {PARA 0 "> " 0 "" {MPLTEXT 1 0 70 "t:='t':
 sol:=dsolve(\{DE,IC\},\{x(t),y(t)\},numeric,output=listprocedure):" }
}{PARA 0 "> " 0 "" {MPLTEXT 1 0 37 "X:=subs(sol,x(t)): Y:=subs(sol,y(t
)):" }}}{EXCHG {PARA 0 "> " 0 "" {MPLTEXT 1 0 66 "for i from 1 to 2000
00 do: t_i:=i*tau; LL[i]:=[X(t_i),Y(t_i)]: od:" }}}{EXCHG {PARA 0 "" 
0 "" {TEXT -1 0 "" }}{PARA 0 "" 0 "" {TEXT -1 145 "To analyze the sect
ion we adapt the box counting method. We should perform the analysis w
ith varying level of layers and increasing point number " }{TEXT 19 5 
"k_max" }{TEXT -1 212 " (the maximum possible value being limited to t
he pre-computed maximum). We start with 200,000 points, and can repeat
 the exploration with larger samples (requires a re-run of the previou
s loop for longer times)." }}{PARA 0 "" 0 "" {TEXT -1 0 "" }}{PARA 0 "
" 0 "" {TEXT -1 157 "The adjustment to the box counting method concern
s a shift in the x- and y-coordinates by 5 and 8 units respectively, a
nd a choice of resolution (rectangle)." }}}{EXCHG {PARA 0 "> " 0 "" 
{MPLTEXT 1 0 14 "k_max:=200000;" }}{PARA 11 "" 1 "" {XPPMATH 20 "6#>%&
k_maxG\"'++?" }}}{EXCHG {PARA 0 "> " 0 "" {MPLTEXT 1 0 10 "layer:=20;
" }}{PARA 11 "" 1 "" {XPPMATH 20 "6#>%&layerG\"#?" }}}{EXCHG {PARA 0 "
> " 0 "" {MPLTEXT 1 0 8 "LXY:=[]:" }}{PARA 0 "> " 0 "" {MPLTEXT 1 0 
25 "for n from 1 to layer do:" }}{PARA 0 "> " 0 "" {MPLTEXT 1 0 26 "fo
r i from 1 to (10*n) do:" }}{PARA 0 "> " 0 "" {MPLTEXT 1 0 26 "for j f
rom 1 to (12*n) do:" }}{PARA 0 "> " 0 "" {MPLTEXT 1 0 10 "P[i,j]:=0;" 
}}{PARA 0 "> " 0 "" {MPLTEXT 1 0 3 "od:" }}{PARA 0 "> " 0 "" {MPLTEXT 
1 0 4 "od: " }}{PARA 0 "> " 0 "" {MPLTEXT 1 0 14 "Pepsilon:=1/n:" }}
{PARA 0 "> " 0 "" {MPLTEXT 1 0 13 "Pboxcount:=0:" }}{PARA 0 "> " 0 "" 
{MPLTEXT 1 0 80 "for k from 1 to k_max do:  ix:=trunc(n*(LL[k][1]+5));
 iy:=trunc(n*(LL[k][2]+8));" }}{PARA 0 "> " 0 "" {MPLTEXT 1 0 20 "if (
P[ix,iy]=0) then" }}{PARA 0 "> " 0 "" {MPLTEXT 1 0 12 "P[ix,iy]:=1:" }
}{PARA 0 "> " 0 "" {MPLTEXT 1 0 25 "Pboxcount:=Pboxcount + 1:" }}
{PARA 0 "> " 0 "" {MPLTEXT 1 0 3 "fi:" }}{PARA 0 "> " 0 "" {MPLTEXT 1 
0 78 "od: print(\"For res. \",n,\"find \",Pboxcount,\" hits out of \",
12*n*10*n,\" boxes\");" }}{PARA 0 "> " 0 "" {MPLTEXT 1 0 67 "LXY:=[op(
LXY), [evalf(log10(1/Pepsilon)),evalf(log10(Pboxcount))]]:" }}{PARA 0 
"> " 0 "" {MPLTEXT 1 0 3 "od:" }}{PARA 11 "" 1 "" {XPPMATH 20 "6)Q*For
~res.~6\"\"\"\"Q&find~F$\"#\\Q.~hits~out~of~F$\"$?\"Q'~boxesF$" }}
{PARA 11 "" 1 "" {XPPMATH 20 "6)Q*For~res.~6\"\"\"#Q&find~F$\"$f\"Q.~h
its~out~of~F$\"$![Q'~boxesF$" }}{PARA 11 "" 1 "" {XPPMATH 20 "6)Q*For~
res.~6\"\"\"$Q&find~F$\"$-$Q.~hits~out~of~F$\"%!3\"Q'~boxesF$" }}
{PARA 11 "" 1 "" {XPPMATH 20 "6)Q*For~res.~6\"\"\"%Q&find~F$\"$![Q.~hi
ts~out~of~F$\"%?>Q'~boxesF$" }}{PARA 11 "" 1 "" {XPPMATH 20 "6)Q*For~r
es.~6\"\"\"&Q&find~F$\"$x'Q.~hits~out~of~F$\"%+IQ'~boxesF$" }}{PARA 
11 "" 1 "" {XPPMATH 20 "6)Q*For~res.~6\"\"\"'Q&find~F$\"$i)Q.~hits~out
~of~F$\"%?VQ'~boxesF$" }}{PARA 11 "" 1 "" {XPPMATH 20 "6)Q*For~res.~6
\"\"\"(Q&find~F$\"%Q5Q.~hits~out~of~F$\"%!)eQ'~boxesF$" }}{PARA 11 "" 
1 "" {XPPMATH 20 "6)Q*For~res.~6\"\"\")Q&find~F$\"%T7Q.~hits~out~of~F$
\"%!o(Q'~boxesF$" }}{PARA 11 "" 1 "" {XPPMATH 20 "6)Q*For~res.~6\"\"\"
*Q&find~F$\"%$Q\"Q.~hits~out~of~F$\"%?(*Q'~boxesF$" }}{PARA 11 "" 1 "
" {XPPMATH 20 "6)Q*For~res.~6\"\"#5Q&find~F$\"%([\"Q.~hits~out~of~F$\"
&+?\"Q'~boxesF$" }}{PARA 11 "" 1 "" {XPPMATH 20 "6)Q*For~res.~6\"\"#6Q
&find~F$\"%8;Q.~hits~out~of~F$\"&?X\"Q'~boxesF$" }}{PARA 11 "" 1 "" 
{XPPMATH 20 "6)Q*For~res.~6\"\"#7Q&find~F$\"%<<Q.~hits~out~of~F$\"&!G<
Q'~boxesF$" }}{PARA 11 "" 1 "" {XPPMATH 20 "6)Q*For~res.~6\"\"#8Q&find
~F$\"%;=Q.~hits~out~of~F$\"&!G?Q'~boxesF$" }}{PARA 11 "" 1 "" 
{XPPMATH 20 "6)Q*For~res.~6\"\"#9Q&find~F$\"%'*=Q.~hits~out~of~F$\"&?N
#Q'~boxesF$" }}{PARA 11 "" 1 "" {XPPMATH 20 "6)Q*For~res.~6\"\"#:Q&fin
d~F$\"%g>Q.~hits~out~of~F$\"&+q#Q'~boxesF$" }}{PARA 11 "" 1 "" 
{XPPMATH 20 "6)Q*For~res.~6\"\"#;Q&find~F$\"%G?Q.~hits~out~of~F$\"&?2$
Q'~boxesF$" }}{PARA 11 "" 1 "" {XPPMATH 20 "6)Q*For~res.~6\"\"#<Q&find
~F$\"%z?Q.~hits~out~of~F$\"&!oMQ'~boxesF$" }}{PARA 11 "" 1 "" 
{XPPMATH 20 "6)Q*For~res.~6\"\"#=Q&find~F$\"%G@Q.~hits~out~of~F$\"&!))
QQ'~boxesF$" }}{PARA 11 "" 1 "" {XPPMATH 20 "6)Q*For~res.~6\"\"#>Q&fin
d~F$\"%*=#Q.~hits~out~of~F$\"&?L%Q'~boxesF$" }}{PARA 11 "" 1 "" 
{XPPMATH 20 "6)Q*For~res.~6\"\"#?Q&find~F$\"%.AQ.~hits~out~of~F$\"&+![
Q'~boxesF$" }}}{EXCHG {PARA 0 "> " 0 "" {MPLTEXT 1 0 41 "PL1:=plot(LXY
,style=point): display(PL1);" }}{PARA 13 "" 1 "" {GLPLOT2D 400 300 
300 {PLOTDATA 2 "6%-%'CURVESG6%767$$\"\"!F)$\"37+!H+3'>!p\"!#<7$$\"3;+
+kc**H5I!#=$\"37++KCrR,AF,7$$\"3')**f>ZD@rZF0$\"3)***p&H%p+![#F,7$$\"3
L++G8**f?gF0$\"3s**fPP7C\"o#F,7$$\"3%)***fL/+(*)pF0$\"3#***\\oo')eIGF,
7$$\"3-+g$Q]7:y(F0$\"35+]#eE2b$HF,7$$\"3]+59+/)4X)F0$\"3A+I^`t>;IF,7$$
\"3\\++#*p)**3.*F0$\"3++!*\\\"yrP4$F,7$$\"3r**>R%4DCa*F0$\"3;+!4,=A39$
F,7$$\"\"\"F)$\"3!***>_o4JsJF,7$$\"3****z:&o#RT5F,$\"3@+!*QnVj2KF,7$$
\"3#***z/Y7=z5F,$\"3z**4;&HqZB$F,7$$\"3#***pI_L%R6\"F,$\"37+]=We6fKF,7
$$\"3#***znN!Gh9\"F,$\"3A+?+L$QyF$F,7$$\"3)***f0f74w6F,$\"3%***pNrgD#H
$F,7$$\"32+gl#)*>T?\"F,$\"37+5m]z12LF,7$$\"35+!y8#*[/B\"F,$\"3*)**>L*[
ayJ$F,7$$\"3/+I50DFb7F,$\"39+IiB;(zK$F,7$$\"31+I&4g`(y7F,$\"37+!o:wX-M
$F,7$$\"3\"***Rm&**H5I\"F,$\"32+5:(\\9IM$F,-%'COLOURG6&%$RGBG$\"#5!\"
\"F(F(-%&STYLEG6#%&POINTG-%+AXESLABELSG6$Q!6\"Fer-%%VIEWG6$%(DEFAULTGF
jr" 1 2 0 1 10 0 2 9 1 4 2 1.000000 45.000000 45.000000 0 0 "Curve 1" 
}}}}{EXCHG {PARA 0 "" 0 "" {TEXT -1 56 "The numbers and the graph tell
 us two things (at least):" }}{PARA 0 "" 0 "" {TEXT -1 0 "" }}{PARA 0 
"" 0 "" {TEXT -1 98 "1) early on for relatively large boxes the box co
unt increases with a slope of approximately 1.6; " }}{PARA 0 "" 0 "" 
{TEXT -1 115 "2) later the slope settles to about 0.6, and epsilon is \+
beginning to be small, i.e., we should trust those results." }}{PARA 
0 "" 0 "" {TEXT -1 125 "3) clearly, for the last few points we are hit
ting the limit: the number of boxes becomes comparable to the number o
f points." }}{PARA 0 "" 0 "" {TEXT -1 0 "" }}{PARA 0 "" 0 "" {TEXT -1 
26 "So let us extract a slope:" }}}{EXCHG {PARA 0 "> " 0 "" {MPLTEXT 
1 0 24 "nL:=10; nU:=nops(LXY)-2;" }}{PARA 11 "" 1 "" {XPPMATH 20 "6#>%
#nLG\"#5" }}{PARA 11 "" 1 "" {XPPMATH 20 "6#>%#nUG\"#=" }}}{EXCHG 
{PARA 0 "> " 0 "" {MPLTEXT 1 0 84 "sol:=fit[leastsquare[[x,y]]]([[seq(
LXY[i][1],i=nL..nU)],[seq(LXY[i][2],i=nL..nU)]]);" }}{PARA 11 "" 1 "" 
{XPPMATH 20 "6#>%$solG/%\"yG,&$\".,s='o\"e#!#7\"\"\"*&$\".pV%yO8g!#8F+
%\"xGF+F+" }}}{EXCHG {PARA 0 "> " 0 "" {MPLTEXT 1 0 58 "PL2:=plot(rhs(
sol),x=0..1.5,color=blue): display(PL1,PL2);" }}{PARA 13 "" 1 "" 
{GLPLOT2D 400 300 300 {PLOTDATA 2 "6&-%'CURVESG6%767$$\"\"!F)$\"37+!H+
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ELHTvEa_LF,7$$\"34+v=(4bMJ\"F,$\"35()f%=0::P$F,7$$\"32++]xlWU8F,$\"3cr
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\"!\")-%+AXESLABELSG6%Q!6\"Fabl-%%FONTG6#%(DEFAULTG-%%VIEWG6$;F($\"#:F
]rFfbl" 1 2 0 1 10 0 2 9 1 4 2 1.000000 45.000000 45.000000 0 0 "Curve
 1" "Curve 2" }}}}{EXCHG {PARA 0 "> " 0 "" {MPLTEXT 1 0 28 "FractDim:=
coeff(rhs(sol),x);" }}{PARA 11 "" 1 "" {XPPMATH 20 "6#>%)FractDimG$\".
pV%yO8g!#8" }}}{EXCHG {PARA 0 "" 0 "" {TEXT -1 111 "So it appears as i
f the attractor is indeed made of dust, i.e. a set of points of dimens
ionality less than one." }}{PARA 0 "" 0 "" {TEXT -1 0 "" }}{PARA 0 "" 
0 "" {TEXT -1 429 "If one runs for a million points one can go reasona
bly to layer 20, and extract a slope of about 0.5-0.6. The ODE was sol
ved using 13 digits, and one has to worry about the inaccuracies that \+
will accumulate in very long time sequences. From this perspective the
 measurement of the capcity dimension is problematic with the present \+
method. Various methods have been devised to accelerate the convergenc
e of the capacity dimension." }}{PARA 0 "" 0 "" {TEXT -1 0 "" }}{PARA 
0 "" 0 "" {TEXT -1 59 "Look at research articles in the journal Physic
s Letters A:" }}{PARA 0 "" 0 "" {TEXT -1 127 "Phys. Lett. A 141, p. 38
6; A 148, p. 63; A 151, p.43 have O(N*log(N)) accurate methods, and ev
en O(N) methods apparently exist." }}{PARA 0 "" 0 "" {TEXT -1 0 "" }}
{PARA 257 "" 0 "" {TEXT -1 11 "Exercise 3:" }}{PARA 0 "" 0 "" {TEXT 
-1 145 "Experiment with different data sets, in particular, confirm th
e finding of the small-epsilon regime by using a larger sample of attr
actor points." }}{PARA 0 "" 0 "" {TEXT -1 0 "" }}{PARA 0 "" 0 "" 
{TEXT -1 0 "" }}{PARA 0 "" 0 "" {TEXT -1 51 "It is also illustrative t
o look at histograms over " }{TEXT 19 1 "x" }{TEXT -1 4 " or " }{TEXT 
19 1 "y" }{TEXT -1 1 ":" }}}{EXCHG {PARA 0 "> " 0 "" {MPLTEXT 1 0 47 "
Nh:=1000: for i from 1 to Nh do: Pxh[i]:=0: od:" }}{PARA 0 "> " 0 "" 
{MPLTEXT 1 0 186 "Nbin:=0: for k from 1 to 200000 do: ix:=trunc(Nh/10*
(LL[k][1]+5)); if ix>0 and ix<Nh then if Pxh[ix]=0 then Nbin:=Nbin+1; \+
fi: Pxh[ix]:=Pxh[ix]+1: fi: od: print(\"Nr of occ. bins: \",Nbin);" }}
{PARA 11 "" 1 "" {XPPMATH 20 "6$Q2Nr~of~occ.~bins:~6\"\"$k'" }}}
{EXCHG {PARA 0 "> " 0 "" {MPLTEXT 1 0 90 "plot([seq([i,Pxh[i]],i=1..Nh
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{EXCHG {PARA 0 "" 0 "" {TEXT -1 584 "The histograms over x or y only, \+
i.e., over position or velocity only are similar in the sense that abo
ut 2/3 of the bins are being filled at all, the majority are filled wi
th relatively few points, and a few bins (we find seven; to reveal the
m: repeat the plots without a y-range restriction!) get filled very st
rongly. For an object of dimensionality greater than one we should not
 be missing any bins in the 1d histogram. Thus, it is an interesting q
uestion to ask whether there are gaps in the histogram. Will these gap
s be filled if more points are added to the Poincare section?" }}
{PARA 0 "" 0 "" {TEXT -1 0 "" }}{PARA 0 "" 0 "" {TEXT 261 10 "Exercise
4:" }}{PARA 0 "" 0 "" {TEXT -1 136 "Scan the histogram to find the gap
s. What are the regions of x (or y) that are left out? Find out whethe
r they are filled in eventually." }}}{EXCHG {PARA 0 "> " 0 "" 
{MPLTEXT 1 0 0 "" }}}}{MARK "80 2 0" 0 }{VIEWOPTS 1 1 0 3 2 1804 1 1 
1 1 }{PAGENUMBERS 0 1 2 33 1 1 }