! ! "# $ % & ' ( ) * + $ + $ & ,-. -./ 0 ,. +$ .,/ + $ 1 ,,, ,2 3 4 5 6 % ) 7 & 1 0 ! 8 0 " 0 . 1 0 9 " #$%# &' # $ !# "# 0 0 .# 3 6 6 6 & 9 - 2# 6 : ; ' ( 3 + < ,# % 1 $ : $ % $ 6 3 $ = $ 1 6 ' ( 3 > * 0 !6 , #-.#+#%$ %# ##+% 3 + $ .,, .,, ? * 3 5 ; ,, , ; 3 5 * ,. , 3 5 * ,. ,, 3 , ,! 0.75 0.7 0.65 0.6 Fitness ( %)%$ $)# *+$% 0.55 0.5 0.45 0.00 Crossover 0.25 Crossover 0.50 Crossover 0.75 Crossover 1.00 Crossover 0.4 0.35 0 50 100 150 200 250 300 Generations 350 400 450 500 5 + $ '( & ? + % ,. 6 , ,-. ,. ,-. + $ ," + & 6 % ,,/ @ ,,/ 0 $ A ,, $ B ,, % / #0$%1 %# ##+% 0.7 0.65 Fitness 0.6 0.55 0.5 0.45 0.4 0.00 Mutation 0.02 Mutation 0.04 Mutation 0.06 Mutation 0.35 0 50 100 150 200 250 300 350 400 450 500 Generations ,,, ,, ,, ,," ,( 1 0.9 Fitness 0.8 0.7 0.6 0.5 0.4 0 Training Cycles 50 Training Cycles 100 Training Cycles 0.3 0 10 20 30 40 50 60 70 80 90 100 Generations & ! % A % ., $ ,< !, ,, % $ 9, = -. ., % ., % & $ , 6 ,, 96 + + 3 +$ & $ 3 ) C & C .,, & & D ' ( 0 $ /! #2 .,, !6 ,, ,. ,, , 3 , ,". 6 : + A 8 A ,,. & 1 <, ,, . ,, 6 ,," 0.68 0.66 0.64 Crossover Rate 0.62 0.6 0.58 0.56 0.54 /, # 0.52 0.5 0.48 10 20 30 40 50 Generations 60 70 80 90 45 /" # " ,"2 : ,99 B ,.25,.< $ 5 % ' ,. ,-.( /( # + 0.5 0.45 0.4 Mutation Rate 0.35 0.3 0.25 0.2 0.15 0.1 0.05 0 0 10 20 30 50 100 40 50 60 70 80 90 100 Generations 1 . $ Training Rate 0 40 35 30 25 0 10 20 30 40 50 Generations 60 70 80 90 100 0 + 9 - % $ ,<. , ) $ // . # & - " ,9 . ,, ,, #)###* 1 0.9 Fitness 0.8 0.7 0.6 0.5 Determined Rates Evolved Rates 0.4 0 10 20 30 40 50 Generations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