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Evolution and Optimum Seeking

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336 Appendix A<br />

Figure A.9: Graphical representation of Problem 2.13 for n =2:<br />

a11 = ;2 a12 = 27 a21 = ;70 a22 = ;48<br />

b11 = ;76 b12 = ;51 b21 = 63 b22 = ;50<br />

1 = ;3:0882 2 = 2:0559<br />

F (x) ==238:864 581:372 1403:11 3283:14 7153:45<br />

13635:3 21479:6 27961:4 31831:7 33711:8 34533:5=<br />

nX<br />

j=1<br />

(aij sin xj + bij cos xj) =Ai for i = 1(1)n<br />

The solution is again approximated in the least squares sense.<br />

Minimum:<br />

x i = i for i = 1(1)n F (x )=0<br />

Because the trigonometric functions are multivalued there are in nitely many equivalent<br />

minima (real solutions of the system of equations), of which upto2 n lie in the interval<br />

Start:<br />

i ; xi i + for i = 1(1)n<br />

x (0)<br />

i = i + i for i = 1(1)n<br />

where i are r<strong>and</strong>om numbers in the range [; =10 =10]. To provide the same conditions<br />

for all the search methods the same sequence of r<strong>and</strong>om numbers was used in each case,<br />

<strong>and</strong> hence<br />

F (x (0) ) ' 1182<br />

Because of the proximity of the starting point to the one solution, x i = i for i = 1(1)n,<br />

all the strategies approached this minimum only.

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