Original population-- Population 1: Individual 0: # (fitness: 65) Individual 1: # (fitness: 65) Individual 2: # (fitness: 1) Individual 3: # (fitness: 8) Individual 4: # (fitness: 71) Individual 5: # (fitness: 76) Individual 6: # (fitness: 95) Individual 7: # (fitness: 8) Individual 8: # (fitness: 87) Individual 9: # (fitness: 47) Individual 10: # (fitness: 91) Individual 11: # (fitness: 96) Individual 12: # (fitness: 21) Individual 13: # (fitness: 54) Individual 14: # (fitness: 44) Individual 15: # (fitness: 90) Individual 16: # (fitness: 73) Individual 17: # (fitness: 45) Individual 18: # (fitness: 8) Individual 19: # (fitness: 95) Individual 20: # (fitness: 40) Individual 21: # (fitness: 20) Individual 22: # (fitness: 84) Individual 23: # (fitness: 6) Individual 24: # (fitness: 82) Individual 25: # (fitness: 55) Individual 26: # (fitness: 13) Individual 27: # (fitness: 11) Individual 28: # (fitness: 10) Individual 29: # (fitness: 6) Individual 30: # (fitness: 16) Individual 31: # (fitness: 70) Individual 32: # (fitness: 70) Individual 33: # (fitness: 84) Individual 34: # (fitness: 8) Individual 35: # (fitness: 16) Individual 36: # (fitness: 66) Individual 37: # (fitness: 38) Individual 38: # (fitness: 28) Individual 39: # (fitness: 3) Individual 40: # (fitness: 3) Individual 41: # (fitness: 86) Individual 42: # (fitness: 21) Individual 43: # (fitness: 32) Individual 44: # (fitness: 22) Individual 45: # (fitness: 7) Individual 46: # (fitness: 90) Individual 47: # (fitness: 43) Individual 48: # (fitness: 93) Individual 49: # (fitness: 98) Average fitness: 47.22 contains 50 individuals Next generation... Performing copies doing 20 copies Selected individuals: Individual 17: # (fitness: 45) Individual 13: # (fitness: 54) Individual 25: # (fitness: 55) Individual 21: # (fitness: 20) Individual 45: # (fitness: 7) Best candidate: Individual 25: # (fitness: 55) Selected individuals: Individual 25: # (fitness: 55) Individual 9: # (fitness: 47) Individual 35: # (fitness: 16) Individual 17: # (fitness: 45) Individual 16: # (fitness: 73) Best candidate: Individual 16: # (fitness: 73) Selected individuals: Individual 45: # (fitness: 7) Individual 46: # (fitness: 90) Individual 11: # (fitness: 96) Individual 38: # (fitness: 28) Individual 8: # (fitness: 87) Best candidate: Individual 11: # (fitness: 96) Selected individuals: Individual 12: # (fitness: 21) Individual 33: # (fitness: 84) Individual 16: # (fitness: 73) Individual 27: # (fitness: 11) Individual 45: # (fitness: 7) Best candidate: Individual 33: # (fitness: 84) Selected individuals: Individual 44: # (fitness: 22) Individual 8: # (fitness: 87) Individual 48: # (fitness: 93) Individual 42: # (fitness: 21) Individual 31: # (fitness: 70) Best candidate: Individual 48: # (fitness: 93) Selected individuals: Individual 39: # (fitness: 3) Individual 30: # (fitness: 16) Individual 12: # (fitness: 21) Individual 18: # (fitness: 8) Individual 15: # (fitness: 90) Best candidate: Individual 15: # (fitness: 90) Selected individuals: Individual 49: # (fitness: 98) Individual 0: # (fitness: 65) Individual 32: # (fitness: 70) Individual 8: # (fitness: 87) Individual 33: # (fitness: 84) Best candidate: Individual 49: # (fitness: 98) Selected individuals: Individual 2: # (fitness: 1) Individual 9: # (fitness: 47) Individual 49: # (fitness: 98) Individual 0: # (fitness: 65) Individual 3: # (fitness: 8) Best candidate: Individual 49: # (fitness: 98) Selected individuals: Individual 35: # (fitness: 16) Individual 49: # (fitness: 98) Individual 27: # (fitness: 11) Individual 45: # (fitness: 7) Individual 12: # (fitness: 21) Best candidate: Individual 49: # (fitness: 98) Selected individuals: Individual 21: # (fitness: 20) Individual 22: # (fitness: 84) Individual 45: # (fitness: 7) Individual 13: # (fitness: 54) Individual 26: # (fitness: 13) Best candidate: Individual 22: # (fitness: 84) Selected individuals: Individual 46: # (fitness: 90) Individual 32: # (fitness: 70) Individual 22: # (fitness: 84) Individual 19: # (fitness: 95) Individual 18: # (fitness: 8) Best candidate: Individual 19: # (fitness: 95) Selected individuals: Individual 33: # (fitness: 84) Individual 26: # (fitness: 13) Individual 44: # (fitness: 22) Individual 27: # (fitness: 11) Individual 23: # (fitness: 6) Best candidate: Individual 33: # (fitness: 84) Selected individuals: Individual 47: # (fitness: 43) Individual 40: # (fitness: 3) Individual 32: # (fitness: 70) Individual 27: # (fitness: 11) Individual 34: # (fitness: 8) Best candidate: Individual 32: # (fitness: 70) Selected individuals: Individual 47: # (fitness: 43) Individual 24: # (fitness: 82) Individual 18: # (fitness: 8) Individual 33: # (fitness: 84) Individual 4: # (fitness: 71) Best candidate: Individual 33: # (fitness: 84) Selected individuals: Individual 32: # (fitness: 70) Individual 10: # (fitness: 91) Individual 16: # (fitness: 73) Individual 9: # (fitness: 47) Individual 22: # (fitness: 84) Best candidate: Individual 10: # (fitness: 91) Selected individuals: Individual 32: # (fitness: 70) Individual 29: # (fitness: 6) Individual 30: # (fitness: 16) Individual 18: # (fitness: 8) Individual 43: # (fitness: 32) Best candidate: Individual 32: # (fitness: 70) Selected individuals: Individual 49: # (fitness: 98) Individual 4: # (fitness: 71) Individual 6: # (fitness: 95) Individual 28: # (fitness: 10) Individual 0: # (fitness: 65) Best candidate: Individual 49: # (fitness: 98) Selected individuals: Individual 39: # (fitness: 3) Individual 14: # (fitness: 44) Individual 40: # (fitness: 3) Individual 48: # (fitness: 93) Individual 37: # (fitness: 38) Best candidate: Individual 48: # (fitness: 93) Selected individuals: Individual 17: # (fitness: 45) Individual 30: # (fitness: 16) Individual 0: # (fitness: 65) Individual 3: # (fitness: 8) Individual 10: # (fitness: 91) Best candidate: Individual 10: # (fitness: 91) Selected individuals: Individual 37: # (fitness: 38) Individual 34: # (fitness: 8) Individual 33: # (fitness: 84) Individual 42: # (fitness: 21) Individual 15: # (fitness: 90) Best candidate: Individual 15: # (fitness: 90) Selected individuals: Individual 23: # (fitness: 6) Individual 12: # (fitness: 21) Individual 4: # (fitness: 71) Individual 21: # (fitness: 20) Individual 41: # (fitness: 86) Best candidate: Individual 41: # (fitness: 86) Selected individuals: Individual 14: # (fitness: 44) Individual 34: # (fitness: 8) Individual 44: # (fitness: 22) Individual 37: # (fitness: 38) Individual 4: # (fitness: 71) Best candidate: Individual 4: # (fitness: 71) Selected individuals: Individual 40: # (fitness: 3) Individual 10: # (fitness: 91) Individual 11: # (fitness: 96) Individual 24: # (fitness: 82) Individual 2: # (fitness: 1) Best candidate: Individual 11: # (fitness: 96) Selected individuals: Individual 44: # (fitness: 22) Individual 49: # (fitness: 98) Individual 19: # (fitness: 95) Individual 29: # (fitness: 6) Individual 5: # (fitness: 76) Best candidate: Individual 49: # (fitness: 98) Selected individuals: Individual 42: # (fitness: 21) Individual 28: # (fitness: 10) Individual 17: # (fitness: 45) Individual 6: # (fitness: 95) Individual 26: # (fitness: 13) Best candidate: Individual 6: # (fitness: 95) Selected individuals: Individual 14: # (fitness: 44) Individual 3: # (fitness: 8) Individual 34: # (fitness: 8) Individual 38: # (fitness: 28) Individual 46: # (fitness: 90) Best candidate: Individual 46: # (fitness: 90) Selected individuals: Individual 11: # (fitness: 96) Individual 6: # (fitness: 95) Individual 17: # (fitness: 45) Individual 40: # (fitness: 3) Individual 38: # (fitness: 28) Best candidate: Individual 11: # (fitness: 96) Selected individuals: Individual 25: # (fitness: 55) Individual 34: # (fitness: 8) Individual 13: # (fitness: 54) Individual 32: # (fitness: 70) Individual 7: # (fitness: 8) Best candidate: Individual 32: # (fitness: 70) Selected individuals: Individual 2: # (fitness: 1) Individual 23: # (fitness: 6) Individual 43: # (fitness: 32) Individual 30: # (fitness: 16) Individual 33: # (fitness: 84) Best candidate: Individual 33: # (fitness: 84) Selected individuals: Individual 3: # (fitness: 8) Individual 31: # (fitness: 70) Individual 18: # (fitness: 8) Individual 2: # (fitness: 1) Individual 16: # (fitness: 73) Best candidate: Individual 16: # (fitness: 73) Selected individuals: Individual 15: # (fitness: 90) Individual 6: # (fitness: 95) Individual 14: # (fitness: 44) Individual 4: # (fitness: 71) Individual 32: # (fitness: 70) Best candidate: Individual 6: # (fitness: 95) Selected individuals: Individual 2: # (fitness: 1) Individual 43: # (fitness: 32) Individual 42: # (fitness: 21) Individual 16: # (fitness: 73) Individual 13: # (fitness: 54) Best candidate: Individual 16: # (fitness: 73) Selected individuals: Individual 47: # (fitness: 43) Individual 14: # (fitness: 44) Individual 3: # (fitness: 8) Individual 13: # (fitness: 54) Individual 16: # (fitness: 73) Best candidate: Individual 16: # (fitness: 73) Selected individuals: Individual 11: # (fitness: 96) Individual 36: # (fitness: 66) Individual 30: # (fitness: 16) Individual 23: # (fitness: 6) Individual 37: # (fitness: 38) Best candidate: Individual 11: # (fitness: 96) Selected individuals: Individual 24: # (fitness: 82) Individual 45: # (fitness: 7) Individual 41: # (fitness: 86) Individual 29: # (fitness: 6) Individual 18: # (fitness: 8) Best candidate: Individual 41: # (fitness: 86) Selected individuals: Individual 33: # (fitness: 84) Individual 32: # (fitness: 70) Individual 15: # (fitness: 90) Individual 36: # (fitness: 66) Individual 37: # (fitness: 38) Best candidate: Individual 15: # (fitness: 90) Selected individuals: Individual 39: # (fitness: 3) Individual 42: # (fitness: 21) Individual 33: # (fitness: 84) Individual 48: # (fitness: 93) Individual 24: # (fitness: 82) Best candidate: Individual 48: # (fitness: 93) Selected individuals: Individual 44: # (fitness: 22) Individual 21: # (fitness: 20) Individual 4: # (fitness: 71) Individual 6: # (fitness: 95) Individual 0: # (fitness: 65) Best candidate: Individual 6: # (fitness: 95) Selected individuals: Individual 31: # (fitness: 70) Individual 21: # (fitness: 20) Individual 49: # (fitness: 98) Individual 16: # (fitness: 73) Individual 39: # (fitness: 3) Best candidate: Individual 49: # (fitness: 98) Selected individuals: Individual 40: # (fitness: 3) Individual 7: # (fitness: 8) Individual 15: # (fitness: 90) Individual 44: # (fitness: 22) Individual 37: # (fitness: 38) Best candidate: Individual 15: # (fitness: 90) Selected individuals: Individual 34: # (fitness: 8) Individual 44: # (fitness: 22) Individual 38: # (fitness: 28) Individual 40: # (fitness: 3) Individual 46: # (fitness: 90) Best candidate: Individual 46: # (fitness: 90) Selected individuals: Individual 43: # (fitness: 32) Individual 35: # (fitness: 16) Individual 12: # (fitness: 21) Individual 8: # (fitness: 87) Individual 33: # (fitness: 84) Best candidate: Individual 8: # (fitness: 87) Selected individuals: Individual 42: # (fitness: 21) Individual 47: # (fitness: 43) Individual 44: # (fitness: 22) Individual 21: # (fitness: 20) Individual 49: # (fitness: 98) Best candidate: Individual 49: # (fitness: 98) Selected individuals: Individual 13: # (fitness: 54) Individual 0: # (fitness: 65) Individual 36: # (fitness: 66) Individual 11: # (fitness: 96) Individual 17: # (fitness: 45) Best candidate: Individual 11: # (fitness: 96) Selected individuals: Individual 7: # (fitness: 8) Individual 20: # (fitness: 40) Individual 6: # (fitness: 95) Individual 25: # (fitness: 55) Individual 4: # (fitness: 71) Best candidate: Individual 6: # (fitness: 95) Selected individuals: Individual 46: # (fitness: 90) Individual 37: # (fitness: 38) Individual 5: # (fitness: 76) Individual 19: # (fitness: 95) Individual 49: # (fitness: 98) Best candidate: Individual 49: # (fitness: 98) Selected individuals: Individual 47: # (fitness: 43) Individual 5: # (fitness: 76) Individual 4: # (fitness: 71) Individual 27: # (fitness: 11) Individual 40: # (fitness: 3) Best candidate: Individual 5: # (fitness: 76) Selected individuals: Individual 21: # (fitness: 20) Individual 25: # (fitness: 55) Individual 46: # (fitness: 90) Individual 42: # (fitness: 21) Individual 24: # (fitness: 82) Best candidate: Individual 46: # (fitness: 90) Selected individuals: Individual 6: # (fitness: 95) Individual 40: # (fitness: 3) Individual 37: # (fitness: 38) Individual 15: # (fitness: 90) Individual 14: # (fitness: 44) Best candidate: Individual 6: # (fitness: 95) Selected individuals: Individual 5: # (fitness: 76) Individual 25: # (fitness: 55) Individual 35: # (fitness: 16) Individual 33: # (fitness: 84) Individual 14: # (fitness: 44) Best candidate: Individual 33: # (fitness: 84) Selected individuals: Individual 40: # (fitness: 3) Individual 42: # (fitness: 21) Individual 37: # (fitness: 38) Individual 18: # (fitness: 8) Individual 36: # (fitness: 66) Best candidate: Individual 36: # (fitness: 66) Selected individuals: Individual 40: # (fitness: 3) Individual 16: # (fitness: 73) Individual 5: # (fitness: 76) Individual 48: # (fitness: 93) Individual 43: # (fitness: 32) Best candidate: Individual 48: # (fitness: 93) Selected individuals: Individual 28: # (fitness: 10) Individual 33: # (fitness: 84) Individual 44: # (fitness: 22) Individual 5: # (fitness: 76) Individual 39: # (fitness: 3) Best candidate: Individual 33: # (fitness: 84) Selected individuals: Individual 19: # (fitness: 95) Individual 3: # (fitness: 8) Individual 36: # (fitness: 66) Individual 38: # (fitness: 28) Individual 5: # (fitness: 76) Best candidate: Individual 19: # (fitness: 95) Selected individuals: Individual 32: # (fitness: 70) Individual 21: # (fitness: 20) Individual 12: # (fitness: 21) Individual 16: # (fitness: 73) Individual 48: # (fitness: 93) Best candidate: Individual 48: # (fitness: 93) Selected individuals: Individual 13: # (fitness: 54) Individual 12: # (fitness: 21) Individual 5: # (fitness: 76) Individual 33: # (fitness: 84) Individual 9: # (fitness: 47) Best candidate: Individual 33: # (fitness: 84) Selected individuals: Individual 1: # (fitness: 65) Individual 22: # (fitness: 84) Individual 24: # (fitness: 82) Individual 23: # (fitness: 6) Individual 8: # (fitness: 87) Best candidate: Individual 8: # (fitness: 87) Selected individuals: Individual 27: # (fitness: 11) Individual 36: # (fitness: 66) Individual 0: # (fitness: 65) Individual 6: # (fitness: 95) Individual 11: # (fitness: 96) Best candidate: Individual 11: # (fitness: 96) Selected individuals: Individual 6: # (fitness: 95) Individual 21: # (fitness: 20) Individual 32: # (fitness: 70) Individual 44: # (fitness: 22) Individual 29: # (fitness: 6) Best candidate: Individual 6: # (fitness: 95) Selected individuals: Individual 11: # (fitness: 96) Individual 12: # (fitness: 21) Individual 22: # (fitness: 84) Individual 16: # (fitness: 73) Individual 45: # (fitness: 7) Best candidate: Individual 11: # (fitness: 96) Selected individuals: Individual 21: # (fitness: 20) Individual 41: # (fitness: 86) Individual 22: # (fitness: 84) Individual 34: # (fitness: 8) Individual 18: # (fitness: 8) Best candidate: Individual 41: # (fitness: 86) Selected individuals: Individual 48: # (fitness: 93) Individual 3: # (fitness: 8) Individual 1: # (fitness: 65) Individual 7: # (fitness: 8) Individual 20: # (fitness: 40) Best candidate: Individual 48: # (fitness: 93) Selected individuals: Individual 18: # (fitness: 8) Individual 15: # (fitness: 90) Individual 0: # (fitness: 65) Individual 32: # (fitness: 70) Individual 43: # (fitness: 32) Best candidate: Individual 15: # (fitness: 90) Selected individuals: Individual 35: # (fitness: 16) Individual 46: # (fitness: 90) Individual 34: # (fitness: 8) Individual 31: # (fitness: 70) Individual 19: # (fitness: 95) Best candidate: Individual 19: # (fitness: 95) Selected individuals: Individual 28: # (fitness: 10) Individual 37: # (fitness: 38) Individual 40: # (fitness: 3) Individual 46: # (fitness: 90) Individual 19: # (fitness: 95) Best candidate: Individual 19: # (fitness: 95) Selected individuals: Individual 45: # (fitness: 7) Individual 11: # (fitness: 96) Individual 39: # (fitness: 3) Individual 15: # (fitness: 90) Individual 1: # (fitness: 65) Best candidate: Individual 11: # (fitness: 96) Selected individuals: Individual 47: # (fitness: 43) Individual 10: # (fitness: 91) Individual 0: # (fitness: 65) Individual 46: # (fitness: 90) Individual 35: # (fitness: 16) Best candidate: Individual 10: # (fitness: 91) Selected individuals: Individual 6: # (fitness: 95) Individual 1: # (fitness: 65) Individual 17: # (fitness: 45) Individual 34: # (fitness: 8) Individual 3: # (fitness: 8) Best candidate: Individual 6: # (fitness: 95) Selected individuals: Individual 47: # (fitness: 43) Individual 0: # (fitness: 65) Individual 14: # (fitness: 44) Individual 1: # (fitness: 65) Individual 18: # (fitness: 8) Best candidate: Individual 0: # (fitness: 65) Selected individuals: Individual 38: # (fitness: 28) Individual 32: # (fitness: 70) Individual 47: # (fitness: 43) Individual 0: # (fitness: 65) Individual 10: # (fitness: 91) Best candidate: Individual 10: # (fitness: 91) Selected individuals: Individual 21: # (fitness: 20) Individual 1: # (fitness: 65) Individual 49: # (fitness: 98) Individual 5: # (fitness: 76) Individual 24: # (fitness: 82) Best candidate: Individual 49: # (fitness: 98) Selected individuals: Individual 9: # (fitness: 47) Individual 39: # (fitness: 3) Individual 40: # (fitness: 3) Individual 44: # (fitness: 22) Individual 15: # (fitness: 90) Best candidate: Individual 15: # (fitness: 90) Selected individuals: Individual 31: # (fitness: 70) Individual 43: # (fitness: 32) Individual 11: # (fitness: 96) Individual 2: # (fitness: 1) Individual 38: # (fitness: 28) Best candidate: Individual 11: # (fitness: 96) Selected individuals: Individual 13: # (fitness: 54) Individual 38: # (fitness: 28) Individual 5: # (fitness: 76) Individual 41: # (fitness: 86) Individual 16: # (fitness: 73) Best candidate: Individual 41: # (fitness: 86) Selected individuals: Individual 48: # (fitness: 93) Individual 20: # (fitness: 40) Individual 6: # (fitness: 95) Individual 26: # (fitness: 13) Individual 35: # (fitness: 16) Best candidate: Individual 6: # (fitness: 95) Selected individuals: Individual 17: # (fitness: 45) Individual 24: # (fitness: 82) Individual 49: # (fitness: 98) Individual 1: # (fitness: 65) Individual 6: # (fitness: 95) Best candidate: Individual 49: # (fitness: 98) Selected individuals: Individual 17: # (fitness: 45) Individual 25: # (fitness: 55) Individual 20: # (fitness: 40) Individual 34: # (fitness: 8) Individual 11: # (fitness: 96) Best candidate: Individual 11: # (fitness: 96) Selected individuals: Individual 3: # (fitness: 8) Individual 30: # (fitness: 16) Individual 11: # (fitness: 96) Individual 22: # (fitness: 84) Individual 29: # (fitness: 6) Best candidate: Individual 11: # (fitness: 96) Selected individuals: Individual 25: # (fitness: 55) Individual 42: # (fitness: 21) Individual 45: # (fitness: 7) Individual 33: # (fitness: 84) Individual 20: # (fitness: 40) Best candidate: Individual 33: # (fitness: 84) Selected individuals: Individual 0: # (fitness: 65) Individual 9: # (fitness: 47) Individual 37: # (fitness: 38) Individual 34: # (fitness: 8) Individual 23: # (fitness: 6) Best candidate: Individual 0: # (fitness: 65) Selected individuals: Individual 23: # (fitness: 6) Individual 14: # (fitness: 44) Individual 33: # (fitness: 84) Individual 12: # (fitness: 21) Individual 19: # (fitness: 95) Best candidate: Individual 19: # (fitness: 95) Selected individuals: Individual 31: # (fitness: 70) Individual 0: # (fitness: 65) Individual 19: # (fitness: 95) Individual 16: # (fitness: 73) Individual 45: # (fitness: 7) Best candidate: Individual 19: # (fitness: 95) Selected individuals: Individual 23: # (fitness: 6) Individual 25: # (fitness: 55) Individual 0: # (fitness: 65) Individual 14: # (fitness: 44) Individual 38: # (fitness: 28) Best candidate: Individual 0: # (fitness: 65) Selected individuals: Individual 32: # (fitness: 70) Individual 15: # (fitness: 90) Individual 25: # (fitness: 55) Individual 13: # (fitness: 54) Individual 22: # (fitness: 84) Best candidate: Individual 15: # (fitness: 90) Selected individuals: Individual 11: # (fitness: 96) Individual 25: # (fitness: 55) Individual 3: # (fitness: 8) Individual 17: # (fitness: 45) Individual 16: # (fitness: 73) Best candidate: Individual 11: # (fitness: 96) Selected individuals: Individual 17: # (fitness: 45) Individual 44: # (fitness: 22) Individual 14: # (fitness: 44) Individual 32: # (fitness: 70) Individual 31: # (fitness: 70) Best candidate: Individual 32: # (fitness: 70) Selected individuals: Individual 9: # (fitness: 47) Individual 22: # (fitness: 84) Individual 46: # (fitness: 90) Individual 48: # (fitness: 93) Individual 7: # (fitness: 8) Best candidate: Individual 48: # (fitness: 93) Selected individuals: Individual 26: # (fitness: 13) Individual 24: # (fitness: 82) Individual 20: # (fitness: 40) Individual 44: # (fitness: 22) Individual 21: # (fitness: 20) Best candidate: Individual 24: # (fitness: 82) Performing mutations doing 10 mutations Selected individuals: Individual 25: # (fitness: 55) Individual 32: # (fitness: 70) Individual 38: # (fitness: 28) Individual 23: # (fitness: 6) Individual 37: # (fitness: 38) Best candidate: Individual 32: # (fitness: 70) Selected individuals: Individual 11: # (fitness: 96) Individual 3: # (fitness: 8) Individual 13: # (fitness: 54) Individual 38: # (fitness: 28) Individual 41: # (fitness: 86) Best candidate: Individual 11: # (fitness: 96) Selected individuals: Individual 23: # (fitness: 6) Individual 17: # (fitness: 45) Individual 14: # (fitness: 44) Individual 13: # (fitness: 54) Individual 3: # (fitness: 8) Best candidate: Individual 13: # (fitness: 54) Selected individuals: Individual 16: # (fitness: 73) Individual 20: # (fitness: 40) Individual 48: # (fitness: 93) Individual 42: # (fitness: 21) Individual 1: # (fitness: 65) Best candidate: Individual 48: # (fitness: 93) Selected individuals: Individual 19: # (fitness: 95) Individual 6: # (fitness: 95) Individual 18: # (fitness: 8) Individual 45: # (fitness: 7) Individual 9: # (fitness: 47) Best candidate: Individual 19: # (fitness: 95) Selected individuals: Individual 44: # (fitness: 22) Individual 6: # (fitness: 95) Individual 33: # (fitness: 84) Individual 7: # (fitness: 8) Individual 14: # (fitness: 44) Best candidate: Individual 6: # (fitness: 95) Selected individuals: Individual 27: # (fitness: 11) Individual 10: # (fitness: 91) Individual 32: # (fitness: 70) Individual 38: # (fitness: 28) Individual 44: # (fitness: 22) Best candidate: Individual 10: # (fitness: 91) Selected individuals: Individual 8: # (fitness: 87) Individual 49: # (fitness: 98) Individual 38: # (fitness: 28) Individual 37: # (fitness: 38) Individual 3: # (fitness: 8) Best candidate: Individual 49: # (fitness: 98) Selected individuals: Individual 37: # (fitness: 38) Individual 40: # (fitness: 3) Individual 24: # (fitness: 82) Individual 4: # (fitness: 71) Individual 49: # (fitness: 98) Best candidate: Individual 49: # (fitness: 98) Selected individuals: Individual 7: # (fitness: 8) Individual 0: # (fitness: 65) Individual 23: # (fitness: 6) Individual 33: # (fitness: 84) Individual 2: # (fitness: 1) Best candidate: Individual 33: # (fitness: 84) Selected individuals: Individual 1: # (fitness: 65) Individual 33: # (fitness: 84) Individual 47: # (fitness: 43) Individual 40: # (fitness: 3) Individual 6: # (fitness: 95) Best candidate: Individual 6: # (fitness: 95) Selected individuals: Individual 30: # (fitness: 16) Individual 10: # (fitness: 91) Individual 20: # (fitness: 40) Individual 31: # (fitness: 70) Individual 44: # (fitness: 22) Best candidate: Individual 10: # (fitness: 91) Selected individuals: Individual 0: # (fitness: 65) Individual 38: # (fitness: 28) Individual 43: # (fitness: 32) Individual 28: # (fitness: 10) Individual 45: # (fitness: 7) Best candidate: Individual 0: # (fitness: 65) Original l-sys: ((A A B D E) (B B E) (C D C D D) (D A A A) (E D C E) (F A B D) (G A A D E) (H F G E F)) Possibly mutated individual (look for mutation at (0,2)): Individual 21: # (fitness: 70) ((A A B D E) (B B E) (C D C D D) (D A A A) (E D C E) (F A B D) (G A A D E) (H F G E F)) Original l-sys: ((A A B D E) (B B E) (C D C D D) (D A A A) (E D C E) (F A B D) (G A A D E) (H F G E F)) Possibly mutated individual (look for mutation at (1,1)): Individual 22: # (fitness: 96) ((A A B D E) (B B A) (C D C D D) (D A A A) (E D C E) (F A B D) (G A A D E) (H F G E F)) Original l-sys: ((A A B D E) (B B A) (C D C D D) (D A A A) (E D C E) (F A B D) (G A A D E) (H F G E F)) Possibly mutated individual (look for mutation at (4,0)): Individual 23: # (fitness: 54) ((A A B D E) (B B A) (C D C D D) (D A A A) (E G C E) (F A B D) (G A A D E) (H F G E F)) Original l-sys: ((A A B D E) (B B A) (C D C D D) (D A A A) (E G C E) (F A B D) (G A A D E) (H F G E F)) Possibly mutated individual (look for mutation at (7,2)): Individual 24: # (fitness: 93) ((A A B D E) (B B A) (C D C D D) (D A A A) (E G C E) (F A B D) (G A A D E) (H F G D F)) Original l-sys: ((A A B D E) (B B A) (C D C D D) (D A A A) (E G C E) (F A B D) (G A A D E) (H F G D F)) Possibly mutated individual (look for mutation at (1,1)): Individual 25: # (fitness: 95) ((A A B D E) (B B E) (C D C D D) (D A A A) (E G C E) (F A B D) (G A A D E) (H F G D F)) Original l-sys: ((A A B D E) (B B E) (C D C D D) (D A A A) (E G C E) (F A B D) (G A A D E) (H F G D F)) Possibly mutated individual (look for mutation at (4,0)): Individual 26: # (fitness: 95) ((A A B D E) (B B E) (C D C D D) (D A A A) (E H C E) (F A B D) (G A A D E) (H F G D F)) Original l-sys: ((A A B D E) (B B E) (C D C D D) (D A A A) (E H C E) (F A B D) (G A A D E) (H F G D F)) Possibly mutated individual (look for mutation at (2,1)): Individual 27: # (fitness: 91) ((A A B D E) (B B E) (C D H D D) (D A A A) (E H C E) (F A B D) (G A A D E) (H F G D F)) Original l-sys: ((A A B D E) (B B E) (C D H D D) (D A A A) (E H C E) (F A B D) (G A A D E) (H F G D F)) Possibly mutated individual (look for mutation at (3,1)): Individual 28: # (fitness: 98) ((A A B D E) (B B E) (C D H D D) (D A F A) (E H C E) (F A B D) (G A A D E) (H F G D F)) Original l-sys: ((A A B D E) (B B E) (C D H D D) (D A F A) (E H C E) (F A B D) (G A A D E) (H F G D F)) Possibly mutated individual (look for mutation at (7,0)): Individual 29: # (fitness: 84) ((A A B D E) (B B E) (C D H D D) (D A F A) (E H C E) (F A B D) (G A A D E) (H C G D F)) Original l-sys: ((A A B D E) (B B E) (C D H D D) (D A F A) (E H C E) (F A B D) (G A A D E) (H C G D F)) Possibly mutated individual (look for mutation at (3,1)): Individual 30: # (fitness: 65) ((A A B D E) (B B E) (C D H D D) (D A E A) (E H C E) (F A B D) (G A A D E) (H C G D F)) Performing crossovers doing 20 crossovers Selected individuals: Individual 45: # (fitness: 7) Individual 33: # (fitness: 84) Individual 20: # (fitness: 40) Individual 22: # (fitness: 84) Individual 25: # (fitness: 55) Best candidate: Individual 33: # (fitness: 84) Selected individuals: Individual 31: # (fitness: 70) Individual 10: # (fitness: 91) Individual 18: # (fitness: 8) Individual 35: # (fitness: 16) Individual 7: # (fitness: 8) Best candidate: Individual 10: # (fitness: 91) Original mother l-sys: ((A A B D E) (B B E) (C D H D D) (D A E A) (E H C E) (F A B D) (G A A D E) (H C G D F)) Original father l-sys: ((A A B D E) (B B E) (C D H D D) (D A E A) (E H C E) (F A B D) (G A A D E) (H C G D F)) Crossed-over child individual (look for crossover at rule E): Individual 31: # (fitness: 91) ((A A B D E) (B B E) (C D H D D) (D A E A) (E H C E) (F A B D) (G A A D E) (H C G D F)) Selected individuals: Individual 9: # (fitness: 47) Individual 47: # (fitness: 43) Individual 2: # (fitness: 1) Individual 7: # (fitness: 8) Individual 22: # (fitness: 84) Best candidate: Individual 22: # (fitness: 84) Selected individuals: Individual 20: # (fitness: 40) Individual 19: # (fitness: 95) Individual 2: # (fitness: 1) Individual 27: # (fitness: 11) Individual 21: # (fitness: 20) Best candidate: Individual 19: # (fitness: 95) Original mother l-sys: ((A A B D E) (B B E) (C D H D D) (D A E A) (E H C E) (F A B D) (G A A D E) (H C G D F)) Original father l-sys: ((A A B D E) (B B E) (C D H D D) (D A E A) (E H C E) (F A B D) (G A A D E) (H C G D F)) Crossed-over child individual (look for crossover at rule C): Individual 32: # (fitness: 95) ((A A B D E) (B B E) (C D H D D) (D A E A) (E H C E) (F A B D) (G A A D E) (H C G D F)) Selected individuals: Individual 28: # (fitness: 10) Individual 48: # (fitness: 93) Individual 38: # (fitness: 28) Individual 29: # (fitness: 6) Individual 30: # (fitness: 16) Best candidate: Individual 48: # (fitness: 93) Selected individuals: Individual 42: # (fitness: 21) Individual 6: # (fitness: 95) Individual 28: # (fitness: 10) Individual 48: # (fitness: 93) Individual 0: # (fitness: 65) Best candidate: Individual 6: # (fitness: 95) Original mother l-sys: ((A A B D E) (B B E) (C D H D D) (D A E A) (E H C E) (F A B D) (G A A D E) (H C G D F)) Original father l-sys: ((A A B D E) (B B E) (C D H D D) (D A E A) (E H C E) (F A B D) (G A A D E) (H C G D F)) Crossed-over child individual (look for crossover at rule H): Individual 33: # (fitness: 95) ((A A B D E) (B B E) (C D H D D) (D A E A) (E H C E) (F A B D) (G A A D E) (H C G D F)) Selected individuals: Individual 20: # (fitness: 40) Individual 15: # (fitness: 90) Individual 16: # (fitness: 73) Individual 30: # (fitness: 16) Individual 11: # (fitness: 96) Best candidate: Individual 11: # (fitness: 96) Selected individuals: Individual 37: # (fitness: 38) Individual 15: # (fitness: 90) Individual 4: # (fitness: 71) Individual 45: # (fitness: 7) Individual 24: # (fitness: 82) Best candidate: Individual 15: # (fitness: 90) Original mother l-sys: ((A A B D E) (B B E) (C D H D D) (D A E A) (E H C E) (F A B D) (G A A D E) (H C G D F)) Original father l-sys: ((A A B D E) (B B E) (C D H D D) (D A E A) (E H C E) (F A B D) (G A A D E) (H C G D F)) Crossed-over child individual (look for crossover at rule G): Individual 34: # (fitness: 90) ((A A B D E) (B B E) (C D H D D) (D A E A) (E H C E) (F A B D) (G A A D E) (H C G D F)) Selected individuals: Individual 42: # (fitness: 21) Individual 18: # (fitness: 8) Individual 20: # (fitness: 40) Individual 40: # (fitness: 3) Individual 24: # (fitness: 82) Best candidate: Individual 24: # (fitness: 82) Selected individuals: Individual 26: # (fitness: 13) Individual 31: # (fitness: 70) Individual 11: # (fitness: 96) Individual 23: # (fitness: 6) Individual 32: # (fitness: 70) Best candidate: Individual 11: # (fitness: 96) Original mother l-sys: ((A A B D E) (B B E) (C D H D D) (D A E A) (E H C E) (F A B D) (G A A D E) (H C G D F)) Original father l-sys: ((A A B D E) (B B E) (C D H D D) (D A E A) (E H C E) (F A B D) (G A A D E) (H C G D F)) Crossed-over child individual (look for crossover at rule C): Individual 35: # (fitness: 96) ((A A B D E) (B B E) (C D H D D) (D A E A) (E H C E) (F A B D) (G A A D E) (H C G D F)) Selected individuals: Individual 30: # (fitness: 16) Individual 15: # (fitness: 90) Individual 11: # (fitness: 96) Individual 19: # (fitness: 95) Individual 41: # (fitness: 86) Best candidate: Individual 11: # (fitness: 96) Selected individuals: Individual 48: # (fitness: 93) Individual 20: # (fitness: 40) Individual 37: # (fitness: 38) Individual 24: # (fitness: 82) Individual 17: # (fitness: 45) Best candidate: Individual 48: # (fitness: 93) Original mother l-sys: ((A A B D E) (B B E) (C D H D D) (D A E A) (E H C E) (F A B D) (G A A D E) (H C G D F)) Original father l-sys: ((A A B D E) (B B E) (C D H D D) (D A E A) (E H C E) (F A B D) (G A A D E) (H C G D F)) Crossed-over child individual (look for crossover at rule F): Individual 36: # (fitness: 93) ((A A B D E) (B B E) (C D H D D) (D A E A) (E H C E) (F A B D) (G A A D E) (H C G D F)) Selected individuals: Individual 30: # (fitness: 16) Individual 22: # (fitness: 84) Individual 35: # (fitness: 16) Individual 20: # (fitness: 40) Individual 11: # (fitness: 96) Best candidate: Individual 11: # (fitness: 96) Selected individuals: Individual 38: # (fitness: 28) Individual 27: # (fitness: 11) Individual 32: # (fitness: 70) Individual 26: # (fitness: 13) Individual 43: # (fitness: 32) Best candidate: Individual 32: # (fitness: 70) Original mother l-sys: ((A A B D E) (B B E) (C D H D D) (D A E A) (E H C E) (F A B D) (G A A D E) (H C G D F)) Original father l-sys: ((A A B D E) (B B E) (C D H D D) (D A E A) (E H C E) (F A B D) (G A A D E) (H C G D F)) Crossed-over child individual (look for crossover at rule C): Individual 37: # (fitness: 70) ((A A B D E) (B B E) (C D H D D) (D A E A) (E H C E) (F A B D) (G A A D E) (H C G D F)) Selected individuals: Individual 16: # (fitness: 73) Individual 26: # (fitness: 13) Individual 20: # (fitness: 40) Individual 45: # (fitness: 7) Individual 27: # (fitness: 11) Best candidate: Individual 16: # (fitness: 73) Selected individuals: Individual 23: # (fitness: 6) Individual 8: # (fitness: 87) Individual 24: # (fitness: 82) Individual 26: # (fitness: 13) Individual 12: # (fitness: 21) Best candidate: Individual 8: # (fitness: 87) Original mother l-sys: ((A A B D E) (B B E) (C D H D D) (D A E A) (E H C E) (F A B D) (G A A D E) (H C G D F)) Original father l-sys: ((A A B D E) (B B E) (C D H D D) (D A E A) (E H C E) (F A B D) (G A A D E) (H C G D F)) Crossed-over child individual (look for crossover at rule F): Individual 38: # (fitness: 87) ((A A B D E) (B B E) (C D H D D) (D A E A) (E H C E) (F A B D) (G A A D E) (H C G D F)) Selected individuals: Individual 35: # (fitness: 16) Individual 36: # (fitness: 66) Individual 29: # (fitness: 6) Individual 48: # (fitness: 93) Individual 16: # (fitness: 73) Best candidate: Individual 48: # (fitness: 93) Selected individuals: Individual 7: # (fitness: 8) Individual 36: # (fitness: 66) Individual 48: # (fitness: 93) Individual 10: # (fitness: 91) Individual 29: # (fitness: 6) Best candidate: Individual 48: # (fitness: 93) Original mother l-sys: ((A A B D E) (B B E) (C D H D D) (D A E A) (E H C E) (F A B D) (G A A D E) (H C G D F)) Original father l-sys: ((A A B D E) (B B E) (C D H D D) (D A E A) (E H C E) (F A B D) (G A A D E) (H C G D F)) Crossed-over child individual (look for crossover at rule F): Individual 39: # (fitness: 93) ((A A B D E) (B B E) (C D H D D) (D A E A) (E H C E) (F A B D) (G A A D E) (H C G D F)) Selected individuals: Individual 1: # (fitness: 65) Individual 41: # (fitness: 86) Individual 25: # (fitness: 55) Individual 21: # (fitness: 20) Individual 15: # (fitness: 90) Best candidate: Individual 15: # (fitness: 90) Selected individuals: Individual 26: # (fitness: 13) Individual 17: # (fitness: 45) Individual 32: # (fitness: 70) Individual 39: # (fitness: 3) Individual 0: # (fitness: 65) Best candidate: Individual 32: # (fitness: 70) Original mother l-sys: ((A A B D E) (B B E) (C D H D D) (D A E A) (E H C E) (F A B D) (G A A D E) (H C G D F)) Original father l-sys: ((A A B D E) (B B E) (C D H D D) (D A E A) (E H C E) (F A B D) (G A A D E) (H C G D F)) Crossed-over child individual (look for crossover at rule A): Individual 40: # (fitness: 70) ((A A B D E) (B B E) (C D H D D) (D A E A) (E H C E) (F A B D) (G A A D E) (H C G D F)) Selected individuals: Individual 38: # (fitness: 28) Individual 45: # (fitness: 7) Individual 48: # (fitness: 93) Individual 4: # (fitness: 71) Individual 3: # (fitness: 8) Best candidate: Individual 48: # (fitness: 93) Selected individuals: Individual 27: # (fitness: 11) Individual 37: # (fitness: 38) Individual 36: # (fitness: 66) Individual 25: # (fitness: 55) Individual 0: # (fitness: 65) Best candidate: Individual 36: # (fitness: 66) Original mother l-sys: ((A A B D E) (B B E) (C D H D D) (D A E A) (E H C E) (F A B D) (G A A D E) (H C G D F)) Original father l-sys: ((A A B D E) (B B E) (C D H D D) (D A E A) (E H C E) (F A B D) (G A A D E) (H C G D F)) Crossed-over child individual (look for crossover at rule C): Individual 41: # (fitness: 66) ((A A B D E) (B B E) (C D H D D) (D A E A) (E H C E) (F A B D) (G A A D E) (H C G D F)) Selected individuals: Individual 1: # (fitness: 65) Individual 45: # (fitness: 7) Individual 28: # (fitness: 10) Individual 35: # (fitness: 16) Individual 0: # (fitness: 65) Best candidate: Individual 1: # (fitness: 65) Selected individuals: Individual 41: # (fitness: 86) Individual 40: # (fitness: 3) Individual 12: # (fitness: 21) Individual 13: # (fitness: 54) Individual 42: # (fitness: 21) Best candidate: Individual 41: # (fitness: 86) Original mother l-sys: ((A A B D E) (B B E) (C D H D D) (D A E A) (E H C E) (F A B D) (G A A D E) (H C G D F)) Original father l-sys: ((A A B D E) (B B E) (C D H D D) (D A E A) (E H C E) (F A B D) (G A A D E) (H C G D F)) Crossed-over child individual (look for crossover at rule C): Individual 42: # (fitness: 86) ((A A B D E) (B B E) (C D H D D) (D A E A) (E H C E) (F A B D) (G A A D E) (H C G D F)) Selected individuals: Individual 35: # (fitness: 16) Individual 4: # (fitness: 71) Individual 43: # (fitness: 32) Individual 18: # (fitness: 8) Individual 2: # (fitness: 1) Best candidate: Individual 4: # (fitness: 71) Selected individuals: Individual 28: # (fitness: 10) Individual 2: # (fitness: 1) Individual 4: # (fitness: 71) Individual 3: # (fitness: 8) Individual 19: # (fitness: 95) Best candidate: Individual 19: # (fitness: 95) Original mother l-sys: ((A A B D E) (B B E) (C D H D D) (D A E A) (E H C E) (F A B D) (G A A D E) (H C G D F)) Original father l-sys: ((A A B D E) (B B E) (C D H D D) (D A E A) (E H C E) (F A B D) (G A A D E) (H C G D F)) Crossed-over child individual (look for crossover at rule D): Individual 43: # (fitness: 95) ((A A B D E) (B B E) (C D H D D) (D A E A) (E H C E) (F A B D) (G A A D E) (H C G D F)) Selected individuals: Individual 9: # (fitness: 47) Individual 11: # (fitness: 96) Individual 15: # (fitness: 90) Individual 45: # (fitness: 7) Individual 10: # (fitness: 91) Best candidate: Individual 11: # (fitness: 96) Selected individuals: Individual 36: # (fitness: 66) Individual 17: # (fitness: 45) Individual 16: # (fitness: 73) Individual 31: # (fitness: 70) Individual 9: # (fitness: 47) Best candidate: Individual 16: # (fitness: 73) Original mother l-sys: ((A A B D E) (B B E) (C D H D D) (D A E A) (E H C E) (F A B D) (G A A D E) (H C G D F)) Original father l-sys: ((A A B D E) (B B E) (C D H D D) (D A E A) (E H C E) (F A B D) (G A A D E) (H C G D F)) Crossed-over child individual (look for crossover at rule H): Individual 44: # (fitness: 73) ((A A B D E) (B B E) (C D H D D) (D A E A) (E H C E) (F A B D) (G A A D E) (H C G D F)) Selected individuals: Individual 41: # (fitness: 86) Individual 7: # (fitness: 8) Individual 45: # (fitness: 7) Individual 4: # (fitness: 71) Individual 36: # (fitness: 66) Best candidate: Individual 41: # (fitness: 86) Selected individuals: Individual 24: # (fitness: 82) Individual 44: # (fitness: 22) Individual 22: # (fitness: 84) Individual 7: # (fitness: 8) Individual 26: # (fitness: 13) Best candidate: Individual 22: # (fitness: 84) Original mother l-sys: ((A A B D E) (B B E) (C D H D D) (D A E A) (E H C E) (F A B D) (G A A D E) (H C G D F)) Original father l-sys: ((A A B D E) (B B E) (C D H D D) (D A E A) (E H C E) (F A B D) (G A A D E) (H C G D F)) Crossed-over child individual (look for crossover at rule D): Individual 45: # (fitness: 84) ((A A B D E) (B B E) (C D H D D) (D A E A) (E H C E) (F A B D) (G A A D E) (H C G D F)) Selected individuals: Individual 14: # (fitness: 44) Individual 22: # (fitness: 84) Individual 39: # (fitness: 3) Individual 9: # (fitness: 47) Individual 31: # (fitness: 70) Best candidate: Individual 22: # (fitness: 84) Selected individuals: Individual 6: # (fitness: 95) Individual 34: # (fitness: 8) Individual 24: # (fitness: 82) Individual 9: # (fitness: 47) Individual 2: # (fitness: 1) Best candidate: Individual 6: # (fitness: 95) Original mother l-sys: ((A A B D E) (B B E) (C D H D D) (D A E A) (E H C E) (F A B D) (G A A D E) (H C G D F)) Original father l-sys: ((A A B D E) (B B E) (C D H D D) (D A E A) (E H C E) (F A B D) (G A A D E) (H C G D F)) Crossed-over child individual (look for crossover at rule E): Individual 46: # (fitness: 95) ((A A B D E) (B B E) (C D H D D) (D A E A) (E H C E) (F A B D) (G A A D E) (H C G D F)) Selected individuals: Individual 36: # (fitness: 66) Individual 17: # (fitness: 45) Individual 1: # (fitness: 65) Individual 4: # (fitness: 71) Individual 39: # (fitness: 3) Best candidate: Individual 4: # (fitness: 71) Selected individuals: Individual 29: # (fitness: 6) Individual 17: # (fitness: 45) Individual 45: # (fitness: 7) Individual 8: # (fitness: 87) Individual 30: # (fitness: 16) Best candidate: Individual 8: # (fitness: 87) Original mother l-sys: ((A A B D E) (B B E) (C D H D D) (D A E A) (E H C E) (F A B D) (G A A D E) (H C G D F)) Original father l-sys: ((A A B D E) (B B E) (C D H D D) (D A E A) (E H C E) (F A B D) (G A A D E) (H C G D F)) Crossed-over child individual (look for crossover at rule B): Individual 47: # (fitness: 87) ((A A B D E) (B B E) (C D H D D) (D A E A) (E H C E) (F A B D) (G A A D E) (H C G D F)) Selected individuals: Individual 44: # (fitness: 22) Individual 0: # (fitness: 65) Individual 17: # (fitness: 45) Individual 39: # (fitness: 3) Individual 6: # (fitness: 95) Best candidate: Individual 6: # (fitness: 95) Selected individuals: Individual 21: # (fitness: 20) Individual 18: # (fitness: 8) Individual 2: # (fitness: 1) Individual 45: # (fitness: 7) Individual 24: # (fitness: 82) Best candidate: Individual 24: # (fitness: 82) Original mother l-sys: ((A A B D E) (B B E) (C D H D D) (D A E A) (E H C E) (F A B D) (G A A D E) (H C G D F)) Original father l-sys: ((A A B D E) (B B E) (C D H D D) (D A E A) (E H C E) (F A B D) (G A A D E) (H C G D F)) Crossed-over child individual (look for crossover at rule C): Individual 48: # (fitness: 82) ((A A B D E) (B B E) (C D H D D) (D A E A) (E H C E) (F A B D) (G A A D E) (H C G D F)) Selected individuals: Individual 48: # (fitness: 93) Individual 11: # (fitness: 96) Individual 26: # (fitness: 13) Individual 34: # (fitness: 8) Individual 14: # (fitness: 44) Best candidate: Individual 11: # (fitness: 96) Selected individuals: Individual 21: # (fitness: 20) Individual 46: # (fitness: 90) Individual 38: # (fitness: 28) Individual 37: # (fitness: 38) Individual 33: # (fitness: 84) Best candidate: Individual 46: # (fitness: 90) Original mother l-sys: ((A A B D E) (B B E) (C D H D D) (D A E A) (E H C E) (F A B D) (G A A D E) (H C G D F)) Original father l-sys: ((A A B D E) (B B E) (C D H D D) (D A E A) (E H C E) (F A B D) (G A A D E) (H C G D F)) Crossed-over child individual (look for crossover at rule H): Individual 49: # (fitness: 90) ((A A B D E) (B B E) (C D H D D) (D A E A) (E H C E) (F A B D) (G A A D E) (H C G D F)) Selected individuals: Individual 30: # (fitness: 16) Individual 4: # (fitness: 71) Individual 46: # (fitness: 90) Individual 44: # (fitness: 22) Individual 34: # (fitness: 8) Best candidate: Individual 46: # (fitness: 90) Selected individuals: Individual 9: # (fitness: 47) Individual 12: # (fitness: 21) Individual 35: # (fitness: 16) Individual 39: # (fitness: 3) Individual 36: # (fitness: 66) Best candidate: Individual 36: # (fitness: 66) Original mother l-sys: ((A A B D E) (B B E) (C D H D D) (D A E A) (E H C E) (F A B D) (G A A D E) (H C G D F)) Original father l-sys: ((A A B D E) (B B E) (C D H D D) (D A E A) (E H C E) (F A B D) (G A A D E) (H C G D F)) Crossed-over child individual (look for crossover at rule E): Individual 50: # (fitness: 66) ((A A B D E) (B B E) (C D H D D) (D A E A) (E H C E) (F A B D) (G A A D E) (H C G D F)) New population: Population 2: Individual 1: # (fitness: 55) Individual 2: # (fitness: 73) Individual 3: # (fitness: 96) Individual 4: # (fitness: 84) Individual 5: # (fitness: 93) Individual 6: # (fitness: 90) Individual 7: # (fitness: 98) Individual 8: # (fitness: 84) Individual 9: # (fitness: 95) Individual 10: # (fitness: 70) Individual 11: # (fitness: 91) Individual 12: # (fitness: 86) Individual 13: # (fitness: 71) Individual 14: # (fitness: 95) Individual 15: # (fitness: 90) Individual 16: # (fitness: 87) Individual 17: # (fitness: 76) Individual 18: # (fitness: 66) Individual 19: # (fitness: 65) Individual 20: # (fitness: 82) Individual 21: # (fitness: 70) Individual 22: # (fitness: 96) Individual 23: # (fitness: 54) Individual 24: # (fitness: 93) Individual 25: # (fitness: 95) Individual 26: # (fitness: 95) Individual 27: # (fitness: 91) Individual 28: # (fitness: 98) Individual 29: # (fitness: 84) Individual 30: # (fitness: 65) Individual 31: # (fitness: 91) Individual 32: # (fitness: 95) Individual 33: # (fitness: 95) Individual 34: # (fitness: 90) Individual 35: # (fitness: 96) Individual 36: # (fitness: 93) Individual 37: # (fitness: 70) Individual 38: # (fitness: 87) Individual 39: # (fitness: 93) Individual 40: # (fitness: 70) Individual 41: # (fitness: 66) Individual 42: # (fitness: 86) Individual 43: # (fitness: 95) Individual 44: # (fitness: 73) Individual 45: # (fitness: 84) Individual 46: # (fitness: 95) Individual 47: # (fitness: 87) Individual 48: # (fitness: 82) Individual 49: # (fitness: 90) Individual 50: # (fitness: 66) Average fitness: 83.84 contains 50 individuals Next generation (again)... Performing copies doing 20 copies Selected individuals: Individual 32: # (fitness: 95) Individual 35: # (fitness: 96) Individual 17: # (fitness: 76) Individual 50: # (fitness: 66) Individual 12: # (fitness: 86) Best candidate: Individual 35: # (fitness: 96) Selected individuals: Individual 2: # (fitness: 73) Individual 30: # (fitness: 65) Individual 7: # (fitness: 98) Individual 40: # (fitness: 70) Individual 43: # (fitness: 95) Best candidate: Individual 7: # (fitness: 98) Selected individuals: Individual 18: # (fitness: 66) Individual 30: # (fitness: 65) Individual 31: # (fitness: 91) Individual 17: # (fitness: 76) Individual 9: # (fitness: 95) Best candidate: Individual 9: # (fitness: 95) Selected individuals: Individual 10: # (fitness: 70) Individual 12: # (fitness: 86) Individual 49: # (fitness: 90) Individual 39: # (fitness: 93) Individual 43: # (fitness: 95) Best candidate: Individual 43: # (fitness: 95) Selected individuals: Individual 34: # (fitness: 90) Individual 40: # (fitness: 70) Individual 49: # (fitness: 90) Individual 29: # (fitness: 84) Individual 48: # (fitness: 82) Best candidate: Individual 34: # (fitness: 90) Selected individuals: Individual 22: # (fitness: 96) Individual 9: # (fitness: 95) Individual 50: # (fitness: 66) Individual 47: # (fitness: 87) Individual 34: # (fitness: 90) Best candidate: Individual 22: # (fitness: 96) Selected individuals: Individual 11: # (fitness: 91) Individual 9: # (fitness: 95) Individual 25: # (fitness: 95) Individual 15: # (fitness: 90) Individual 31: # (fitness: 91) Best candidate: Individual 9: # (fitness: 95) Selected individuals: Individual 13: # (fitness: 71) Individual 32: # (fitness: 95) Individual 37: # (fitness: 70) Individual 43: # (fitness: 95) Individual 44: # (fitness: 73) Best candidate: Individual 32: # (fitness: 95) Selected individuals: Individual 12: # (fitness: 86) Individual 27: # (fitness: 91) Individual 32: # (fitness: 95) Individual 30: # (fitness: 65) Individual 14: # (fitness: 95) Best candidate: Individual 32: # (fitness: 95) Selected individuals: Individual 40: # (fitness: 70) Individual 45: # (fitness: 84) Individual 31: # (fitness: 91) Individual 41: # (fitness: 66) Individual 29: # (fitness: 84) Best candidate: Individual 31: # (fitness: 91) Selected individuals: Individual 29: # (fitness: 84) Individual 37: # (fitness: 70) Individual 44: # (fitness: 73) Individual 15: # (fitness: 90) Individual 7: # (fitness: 98) Best candidate: Individual 7: # (fitness: 98) Selected individuals: Individual 27: # (fitness: 91) Individual 31: # (fitness: 91) Individual 35: # (fitness: 96) Individual 41: # (fitness: 66) Individual 17: # (fitness: 76) Best candidate: Individual 35: # (fitness: 96) Selected individuals: Individual 48: # (fitness: 82) Individual 2: # (fitness: 73) Individual 5: # (fitness: 93) Individual 17: # (fitness: 76) Individual 35: # (fitness: 96) Best candidate: Individual 35: # (fitness: 96) Selected individuals: Individual 18: # (fitness: 66) Individual 49: # (fitness: 90) Individual 14: # (fitness: 95) Individual 34: # (fitness: 90) Individual 3: # (fitness: 96) Best candidate: Individual 3: # (fitness: 96) Selected individuals: Individual 41: # (fitness: 66) Individual 23: # (fitness: 54) Individual 27: # (fitness: 91) Individual 38: # (fitness: 87) Individual 26: # (fitness: 95) Best candidate: Individual 26: # (fitness: 95) Selected individuals: Individual 26: # (fitness: 95) Individual 33: # (fitness: 95) Individual 6: # (fitness: 90) Individual 13: # (fitness: 71) Individual 29: # (fitness: 84) Best candidate: Individual 26: # (fitness: 95) Selected individuals: Individual 13: # (fitness: 71) Individual 19: # (fitness: 65) Individual 43: # (fitness: 95) Individual 18: # (fitness: 66) Individual 12: # (fitness: 86) Best candidate: Individual 43: # (fitness: 95) Selected individuals: Individual 37: # (fitness: 70) Individual 41: # (fitness: 66) Individual 26: # (fitness: 95) Individual 30: # (fitness: 65) Individual 9: # (fitness: 95) Best candidate: Individual 26: # (fitness: 95) Selected individuals: Individual 10: # (fitness: 70) Individual 13: # (fitness: 71) Individual 11: # (fitness: 91) Individual 21: # (fitness: 70) Individual 36: # (fitness: 93) Best candidate: Individual 36: # (fitness: 93) Selected individuals: Individual 25: # (fitness: 95) Individual 29: # (fitness: 84) Individual 35: # (fitness: 96) Individual 41: # (fitness: 66) Individual 24: # (fitness: 93) Best candidate: Individual 35: # (fitness: 96) Selected individuals: Individual 42: # (fitness: 86) Individual 2: # (fitness: 73) Individual 29: # (fitness: 84) Individual 22: # (fitness: 96) Individual 44: # (fitness: 73) Best candidate: Individual 22: # (fitness: 96) Selected individuals: Individual 44: # (fitness: 73) Individual 36: # (fitness: 93) Individual 46: # (fitness: 95) Individual 33: # (fitness: 95) Individual 38: # (fitness: 87) Best candidate: Individual 46: # (fitness: 95) Selected individuals: Individual 17: # (fitness: 76) Individual 43: # (fitness: 95) Individual 36: # (fitness: 93) Individual 12: # (fitness: 86) Individual 15: # (fitness: 90) Best candidate: Individual 43: # (fitness: 95) Selected individuals: Individual 26: # (fitness: 95) Individual 25: # (fitness: 95) Individual 9: # (fitness: 95) Individual 18: # (fitness: 66) Individual 39: # (fitness: 93) Best candidate: Individual 26: # (fitness: 95) Selected individuals: Individual 11: # (fitness: 91) Individual 44: # (fitness: 73) Individual 48: # (fitness: 82) Individual 2: # (fitness: 73) Individual 19: # (fitness: 65) Best candidate: Individual 11: # (fitness: 91) Selected individuals: Individual 1: # (fitness: 55) Individual 4: # (fitness: 84) Individual 43: # (fitness: 95) Individual 25: # (fitness: 95) Individual 2: # (fitness: 73) Best candidate: Individual 43: # (fitness: 95) Selected individuals: Individual 16: # (fitness: 87) Individual 14: # (fitness: 95) Individual 10: # (fitness: 70) Individual 50: # (fitness: 66) Individual 49: # (fitness: 90) Best candidate: Individual 14: # (fitness: 95) Selected individuals: Individual 44: # (fitness: 73) Individual 48: # (fitness: 82) Individual 25: # (fitness: 95) Individual 49: # (fitness: 90) Individual 38: # (fitness: 87) Best candidate: Individual 25: # (fitness: 95) Selected individuals: Individual 47: # (fitness: 87) Individual 50: # (fitness: 66) Individual 49: # (fitness: 90) Individual 23: # (fitness: 54) Individual 9: # (fitness: 95) Best candidate: Individual 9: # (fitness: 95) Selected individuals: Individual 19: # (fitness: 65) Individual 7: # (fitness: 98) Individual 26: # (fitness: 95) Individual 43: # (fitness: 95) Individual 12: # (fitness: 86) Best candidate: Individual 7: # (fitness: 98) Selected individuals: Individual 41: # (fitness: 66) Individual 6: # (fitness: 90) Individual 13: # (fitness: 71) Individual 35: # (fitness: 96) Individual 5: # (fitness: 93) Best candidate: Individual 35: # (fitness: 96) Selected individuals: Individual 6: # (fitness: 90) Individual 14: # (fitness: 95) Individual 19: # (fitness: 65) Individual 13: # (fitness: 71) Individual 32: # (fitness: 95) Best candidate: Individual 14: # (fitness: 95) Selected individuals: Individual 35: # (fitness: 96) Individual 15: # (fitness: 90) Individual 14: # (fitness: 95) Individual 23: # (fitness: 54) Individual 24: # (fitness: 93) Best candidate: Individual 35: # (fitness: 96) Selected individuals: Individual 28: # (fitness: 98) Individual 7: # (fitness: 98) Individual 45: # (fitness: 84) Individual 21: # (fitness: 70) Individual 41: # (fitness: 66) Best candidate: Individual 28: # (fitness: 98) Selected individuals: Individual 6: # (fitness: 90) Individual 14: # (fitness: 95) Individual 7: # (fitness: 98) Individual 44: # (fitness: 73) Individual 43: # (fitness: 95) Best candidate: Individual 7: # (fitness: 98) Selected individuals: Individual 26: # (fitness: 95) Individual 50: # (fitness: 66) Individual 45: # (fitness: 84) Individual 29: # (fitness: 84) Individual 32: # (fitness: 95) Best candidate: Individual 26: # (fitness: 95) Selected individuals: Individual 26: # (fitness: 95) Individual 24: # (fitness: 93) Individual 41: # (fitness: 66) Individual 34: # (fitness: 90) Individual 17: # (fitness: 76) Best candidate: Individual 26: # (fitness: 95) Selected individuals: Individual 38: # (fitness: 87) Individual 19: # (fitness: 65) Individual 32: # (fitness: 95) Individual 43: # (fitness: 95) Individual 49: # (fitness: 90) Best candidate: Individual 32: # (fitness: 95) Selected individuals: Individual 48: # (fitness: 82) Individual 42: # (fitness: 86) Individual 12: # (fitness: 86) Individual 11: # (fitness: 91) Individual 31: # (fitness: 91) Best candidate: Individual 11: # (fitness: 91) Selected individuals: Individual 43: # (fitness: 95) Individual 11: # (fitness: 91) Individual 10: # (fitness: 70) Individual 3: # (fitness: 96) Individual 46: # (fitness: 95) Best candidate: Individual 3: # (fitness: 96) Selected individuals: Individual 31: # (fitness: 91) Individual 35: # (fitness: 96) Individual 14: # (fitness: 95) Individual 17: # (fitness: 76) Individual 30: # (fitness: 65) Best candidate: Individual 35: # (fitness: 96) Selected individuals: Individual 12: # (fitness: 86) Individual 11: # (fitness: 91) Individual 16: # (fitness: 87) Individual 25: # (fitness: 95) Individual 50: # (fitness: 66) Best candidate: Individual 25: # (fitness: 95) Selected individuals: Individual 30: # (fitness: 65) Individual 40: # (fitness: 70) Individual 3: # (fitness: 96) Individual 46: # (fitness: 95) Individual 7: # (fitness: 98) Best candidate: Individual 7: # (fitness: 98) Selected individuals: Individual 29: # (fitness: 84) Individual 7: # (fitness: 98) Individual 19: # (fitness: 65) Individual 31: # (fitness: 91) Individual 42: # (fitness: 86) Best candidate: Individual 7: # (fitness: 98) Selected individuals: Individual 48: # (fitness: 82) Individual 25: # (fitness: 95) Individual 24: # (fitness: 93) Individual 8: # (fitness: 84) Individual 29: # (fitness: 84) Best candidate: Individual 25: # (fitness: 95) Selected individuals: Individual 29: # (fitness: 84) Individual 48: # (fitness: 82) Individual 38: # (fitness: 87) Individual 35: # (fitness: 96) Individual 33: # (fitness: 95) Best candidate: Individual 35: # (fitness: 96) Selected individuals: Individual 18: # (fitness: 66) Individual 11: # (fitness: 91) Individual 47: # (fitness: 87) Individual 24: # (fitness: 93) Individual 43: # (fitness: 95) Best candidate: Individual 43: # (fitness: 95) Selected individuals: Individual 37: # (fitness: 70) Individual 35: # (fitness: 96) Individual 41: # (fitness: 66) Individual 11: # (fitness: 91) Individual 47: # (fitness: 87) Best candidate: Individual 35: # (fitness: 96) Selected individuals: Individual 43: # (fitness: 95) Individual 47: # (fitness: 87) Individual 16: # (fitness: 87) Individual 8: # (fitness: 84) Individual 3: # (fitness: 96) Best candidate: Individual 3: # (fitness: 96) Selected individuals: Individual 6: # (fitness: 90) Individual 27: # (fitness: 91) Individual 5: # (fitness: 93) Individual 49: # (fitness: 90) Individual 21: # (fitness: 70) Best candidate: Individual 5: # (fitness: 93) Selected individuals: Individual 38: # (fitness: 87) Individual 6: # (fitness: 90) Individual 18: # (fitness: 66) Individual 46: # (fitness: 95) Individual 40: # (fitness: 70) Best candidate: Individual 46: # (fitness: 95) Selected individuals: Individual 27: # (fitness: 91) Individual 33: # (fitness: 95) Individual 20: # (fitness: 82) Individual 13: # (fitness: 71) Individual 22: # (fitness: 96) Best candidate: Individual 22: # (fitness: 96) Selected individuals: Individual 37: # (fitness: 70) Individual 10: # (fitness: 70) Individual 26: # (fitness: 95) Individual 50: # (fitness: 66) Individual 46: # (fitness: 95) Best candidate: Individual 26: # (fitness: 95) Selected individuals: Individual 39: # (fitness: 93) Individual 47: # (fitness: 87) Individual 17: # (fitness: 76) Individual 23: # (fitness: 54) Individual 37: # (fitness: 70) Best candidate: Individual 39: # (fitness: 93) Selected individuals: Individual 33: # (fitness: 95) Individual 11: # (fitness: 91) Individual 10: # (fitness: 70) Individual 31: # (fitness: 91) Individual 26: # (fitness: 95) Best candidate: Individual 33: # (fitness: 95) Selected individuals: Individual 16: # (fitness: 87) Individual 46: # (fitness: 95) Individual 47: # (fitness: 87) Individual 1: # (fitness: 55) Individual 36: # (fitness: 93) Best candidate: Individual 46: # (fitness: 95) Selected individuals: Individual 28: # (fitness: 98) Individual 33: # (fitness: 95) Individual 37: # (fitness: 70) Individual 27: # (fitness: 91) Individual 18: # (fitness: 66) Best candidate: Individual 28: # (fitness: 98) Selected individuals: Individual 28: # (fitness: 98) Individual 29: # (fitness: 84) Individual 12: # (fitness: 86) Individual 22: # (fitness: 96) Individual 27: # (fitness: 91) Best candidate: Individual 28: # (fitness: 98) Selected individuals: Individual 25: # (fitness: 95) Individual 4: # (fitness: 84) Individual 29: # (fitness: 84) Individual 48: # (fitness: 82) Individual 35: # (fitness: 96) Best candidate: Individual 35: # (fitness: 96) Selected individuals: Individual 46: # (fitness: 95) Individual 8: # (fitness: 84) Individual 12: # (fitness: 86) Individual 21: # (fitness: 70) Individual 23: # (fitness: 54) Best candidate: Individual 46: # (fitness: 95) Selected individuals: Individual 12: # (fitness: 86) Individual 37: # (fitness: 70) Individual 44: # (fitness: 73) Individual 17: # (fitness: 76) Individual 48: # (fitness: 82) Best candidate: Individual 12: # (fitness: 86) Performing mutations doing 10 mutations Selected individuals: Individual 5: # (fitness: 93) Individual 37: # (fitness: 70) Individual 4: # (fitness: 84) Individual 23: # (fitness: 54) Individual 3: # (fitness: 96) Best candidate: Individual 3: # (fitness: 96) Selected individuals: Individual 40: # (fitness: 70) Individual 47: # (fitness: 87) Individual 11: # (fitness: 91) Individual 43: # (fitness: 95) Individual 17: # (fitness: 76) Best candidate: Individual 43: # (fitness: 95) Selected individuals: Individual 10: # (fitness: 70) Individual 24: # (fitness: 93) Individual 30: # (fitness: 65) Individual 43: # (fitness: 95) Individual 21: # (fitness: 70) Best candidate: Individual 43: # (fitness: 95) Selected individuals: Individual 20: # (fitness: 82) Individual 3: # (fitness: 96) Individual 7: # (fitness: 98) Individual 41: # (fitness: 66) Individual 2: # (fitness: 73) Best candidate: Individual 7: # (fitness: 98) Selected individuals: Individual 38: # (fitness: 87) Individual 35: # (fitness: 96) Individual 16: # (fitness: 87) Individual 46: # (fitness: 95) Individual 49: # (fitness: 90) Best candidate: Individual 35: # (fitness: 96) Selected individuals: Individual 17: # (fitness: 76) Individual 47: # (fitness: 87) Individual 33: # (fitness: 95) Individual 7: # (fitness: 98) Individual 23: # (fitness: 54) Best candidate: Individual 7: # (fitness: 98) Selected individuals: Individual 36: # (fitness: 93) Individual 20: # (fitness: 82) Individual 48: # (fitness: 82) Individual 14: # (fitness: 95) Individual 31: # (fitness: 91) Best candidate: Individual 14: # (fitness: 95) Selected individuals: Individual 41: # (fitness: 66) Individual 2: # (fitness: 73) Individual 10: # (fitness: 70) Individual 26: # (fitness: 95) Individual 33: # (fitness: 95) Best candidate: Individual 26: # (fitness: 95) Selected individuals: Individual 12: # (fitness: 86) Individual 21: # (fitness: 70) Individual 4: # (fitness: 84) Individual 44: # (fitness: 73) Individual 28: # (fitness: 98) Best candidate: Individual 28: # (fitness: 98) Selected individuals: Individual 10: # (fitness: 70) Individual 35: # (fitness: 96) Individual 24: # (fitness: 93) Individual 15: # (fitness: 90) Individual 7: # (fitness: 98) Best candidate: Individual 7: # (fitness: 98) Selected individuals: Individual 17: # (fitness: 76) Individual 28: # (fitness: 98) Individual 6: # (fitness: 90) Individual 18: # (fitness: 66) Individual 30: # (fitness: 65) Best candidate: Individual 28: # (fitness: 98) Selected individuals: Individual 16: # (fitness: 87) Individual 13: # (fitness: 71) Individual 11: # (fitness: 91) Individual 15: # (fitness: 90) Individual 3: # (fitness: 96) Best candidate: Individual 3: # (fitness: 96) Selected individuals: Individual 48: # (fitness: 82) Individual 46: # (fitness: 95) Individual 14: # (fitness: 95) Individual 39: # (fitness: 93) Individual 13: # (fitness: 71) Best candidate: Individual 46: # (fitness: 95) Selected individuals: Individual 14: # (fitness: 95) Individual 4: # (fitness: 84) Individual 33: # (fitness: 95) Individual 26: # (fitness: 95) Individual 43: # (fitness: 95) Best candidate: Individual 14: # (fitness: 95) Selected individuals: Individual 39: # (fitness: 93) Individual 4: # (fitness: 84) Individual 43: # (fitness: 95) Individual 29: # (fitness: 84) Individual 11: # (fitness: 91) Best candidate: Individual 43: # (fitness: 95) Selected individuals: Individual 11: # (fitness: 91) Individual 39: # (fitness: 93) Individual 34: # (fitness: 90) Individual 21: # (fitness: 70) Individual 27: # (fitness: 91) Best candidate: Individual 39: # (fitness: 93) Selected individuals: Individual 31: # (fitness: 91) Individual 39: # (fitness: 93) Individual 43: # (fitness: 95) Individual 40: # (fitness: 70) Individual 17: # (fitness: 76) Best candidate: Individual 43: # (fitness: 95) Selected individuals: Individual 26: # (fitness: 95) Individual 34: # (fitness: 90) Individual 39: # (fitness: 93) Individual 22: # (fitness: 96) Individual 16: # (fitness: 87) Best candidate: Individual 22: # (fitness: 96) Original l-sys: ((A A B D E) (B B E) (C D H D D) (D A E A) (E H C E) (F A B D) (G A A D E) (H C G D F)) Possibly mutated individual (look for mutation at (1,1)): Individual 21: # (fitness: 96) ((A A B D E) (B B B) (C D H D D) (D A E A) (E H C E) (F A B D) (G A A D E) (H C G D F)) Original l-sys: ((A A B D E) (B B B) (C D H D D) (D A E A) (E H C E) (F A B D) (G A A D E) (H C G D F)) Possibly mutated individual (look for mutation at (4,2)): Individual 22: # (fitness: 95) ((A A B D E) (B B B) (C D H D D) (D A E A) (E H C H) (F A B D) (G A A D E) (H C G D F)) Original l-sys: ((A A B D E) (B B B) (C D H D D) (D A E A) (E H C H) (F A B D) (G A A D E) (H C G D F)) Possibly mutated individual (look for mutation at (4,2)): Individual 23: # (fitness: 98) ((A A B D E) (B B B) (C D H D D) (D A E A) (E H C F) (F A B D) (G A A D E) (H C G D F)) Original l-sys: ((A A B D E) (B B B) (C D H D D) (D A E A) (E H C F) (F A B D) (G A A D E) (H C G D F)) Possibly mutated individual (look for mutation at (4,2)): Individual 24: # (fitness: 96) ((A A B D E) (B B B) (C D H D D) (D A E A) (E H C C) (F A B D) (G A A D E) (H C G D F)) Original l-sys: ((A A B D E) (B B B) (C D H D D) (D A E A) (E H C C) (F A B D) (G A A D E) (H C G D F)) Possibly mutated individual (look for mutation at (5,2)): Individual 25: # (fitness: 95) ((A A B D E) (B B B) (C D H D D) (D A E A) (E H C C) (F A B C) (G A A D E) (H C G D F)) Original l-sys: ((A A B D E) (B B B) (C D H D D) (D A E A) (E H C C) (F A B C) (G A A D E) (H C G D F)) Possibly mutated individual (look for mutation at (7,2)): Individual 26: # (fitness: 95) ((A A B D E) (B B B) (C D H D D) (D A E A) (E H C C) (F A B C) (G A A D E) (H C G E F)) Original l-sys: ((A A B D E) (B B B) (C D H D D) (D A E A) (E H C C) (F A B C) (G A A D E) (H C G E F)) Possibly mutated individual (look for mutation at (0,0)): Individual 27: # (fitness: 98) ((A F B D E) (B B B) (C D H D D) (D A E A) (E H C C) (F A B C) (G A A D E) (H C G E F)) Original l-sys: ((A F B D E) (B B B) (C D H D D) (D A E A) (E H C C) (F A B C) (G A A D E) (H C G E F)) Possibly mutated individual (look for mutation at (4,2)): Individual 28: # (fitness: 95) ((A F B D E) (B B B) (C D H D D) (D A E A) (E H C H) (F A B C) (G A A D E) (H C G E F)) Original l-sys: ((A F B D E) (B B B) (C D H D D) (D A E A) (E H C H) (F A B C) (G A A D E) (H C G E F)) Possibly mutated individual (look for mutation at (4,1)): Individual 29: # (fitness: 93) ((A F B D E) (B B B) (C D H D D) (D A E A) (E H A H) (F A B C) (G A A D E) (H C G E F)) Original l-sys: ((A F B D E) (B B B) (C D H D D) (D A E A) (E H A H) (F A B C) (G A A D E) (H C G E F)) Possibly mutated individual (look for mutation at (2,2)): Individual 30: # (fitness: 96) ((A F B D E) (B B B) (C D H F D) (D A E A) (E H A H) (F A B C) (G A A D E) (H C G E F)) Performing crossovers doing 20 crossovers Selected individuals: Individual 44: # (fitness: 73) Individual 41: # (fitness: 66) Individual 26: # (fitness: 95) Individual 7: # (fitness: 98) Individual 50: # (fitness: 66) Best candidate: Individual 7: # (fitness: 98) Selected individuals: Individual 43: # (fitness: 95) Individual 8: # (fitness: 84) Individual 32: # (fitness: 95) Individual 12: # (fitness: 86) Individual 6: # (fitness: 90) Best candidate: Individual 43: # (fitness: 95) Original mother l-sys: ((A F B D E) (B B B) (C D H F D) (D A E A) (E H A H) (F A B C) (G A A D E) (H C G E F)) Original father l-sys: ((A F B D E) (B B B) (C D H F D) (D A E A) (E H A H) (F A B C) (G A A D E) (H C G E F)) Crossed-over child individual (look for crossover at rule B): Individual 31: # (fitness: 95) ((A F B D E) (B B B) (C D H F D) (D A E A) (E H A H) (F A B C) (G A A D E) (H C G E F)) Selected individuals: Individual 4: # (fitness: 84) Individual 50: # (fitness: 66) Individual 42: # (fitness: 86) Individual 9: # (fitness: 95) Individual 48: # (fitness: 82) Best candidate: Individual 9: # (fitness: 95) Selected individuals: Individual 47: # (fitness: 87) Individual 19: # (fitness: 65) Individual 9: # (fitness: 95) Individual 44: # (fitness: 73) Individual 8: # (fitness: 84) Best candidate: Individual 9: # (fitness: 95) Original mother l-sys: ((A F B D E) (B B B) (C D H F D) (D A E A) (E H A H) (F A B C) (G A A D E) (H C G E F)) Original father l-sys: ((A F B D E) (B B B) (C D H F D) (D A E A) (E H A H) (F A B C) (G A A D E) (H C G E F)) Crossed-over child individual (look for crossover at rule H): Individual 32: # (fitness: 95) ((A F B D E) (B B B) (C D H F D) (D A E A) (E H A H) (F A B C) (G A A D E) (H C G E F)) Selected individuals: Individual 21: # (fitness: 70) Individual 7: # (fitness: 98) Individual 4: # (fitness: 84) Individual 27: # (fitness: 91) Individual 12: # (fitness: 86) Best candidate: Individual 7: # (fitness: 98) Selected individuals: Individual 20: # (fitness: 82) Individual 16: # (fitness: 87) Individual 23: # (fitness: 54) Individual 31: # (fitness: 91) Individual 30: # (fitness: 65) Best candidate: Individual 31: # (fitness: 91) Original mother l-sys: ((A F B D E) (B B B) (C D H F D) (D A E A) (E H A H) (F A B C) (G A A D E) (H C G E F)) Original father l-sys: ((A F B D E) (B B B) (C D H F D) (D A E A) (E H A H) (F A B C) (G A A D E) (H C G E F)) Crossed-over child individual (look for crossover at rule A): Individual 33: # (fitness: 91) ((A F B D E) (B B B) (C D H F D) (D A E A) (E H A H) (F A B C) (G A A D E) (H C G E F)) Selected individuals: Individual 34: # (fitness: 90) Individual 39: # (fitness: 93) Individual 6: # (fitness: 90) Individual 42: # (fitness: 86) Individual 4: # (fitness: 84) Best candidate: Individual 39: # (fitness: 93) Selected individuals: Individual 40: # (fitness: 70) Individual 28: # (fitness: 98) Individual 13: # (fitness: 71) Individual 37: # (fitness: 70) Individual 29: # (fitness: 84) Best candidate: Individual 28: # (fitness: 98) Original mother l-sys: ((A F B D E) (B B B) (C D H F D) (D A E A) (E H A H) (F A B C) (G A A D E) (H C G E F)) Original father l-sys: ((A F B D E) (B B B) (C D H F D) (D A E A) (E H A H) (F A B C) (G A A D E) (H C G E F)) Crossed-over child individual (look for crossover at rule F): Individual 34: # (fitness: 98) ((A F B D E) (B B B) (C D H F D) (D A E A) (E H A H) (F A B C) (G A A D E) (H C G E F)) Selected individuals: Individual 15: # (fitness: 90) Individual 42: # (fitness: 86) Individual 48: # (fitness: 82) Individual 26: # (fitness: 95) Individual 18: # (fitness: 66) Best candidate: Individual 26: # (fitness: 95) Selected individuals: Individual 47: # (fitness: 87) Individual 13: # (fitness: 71) Individual 26: # (fitness: 95) Individual 5: # (fitness: 93) Individual 45: # (fitness: 84) Best candidate: Individual 26: # (fitness: 95) Original mother l-sys: ((A F B D E) (B B B) (C D H F D) (D A E A) (E H A H) (F A B C) (G A A D E) (H C G E F)) Original father l-sys: ((A F B D E) (B B B) (C D H F D) (D A E A) (E H A H) (F A B C) (G A A D E) (H C G E F)) Crossed-over child individual (look for crossover at rule A): Individual 35: # (fitness: 95) ((A F B D E) (B B B) (C D H F D) (D A E A) (E H A H) (F A B C) (G A A D E) (H C G E F)) Selected individuals: Individual 2: # (fitness: 73) Individual 35: # (fitness: 96) Individual 38: # (fitness: 87) Individual 29: # (fitness: 84) Individual 41: # (fitness: 66) Best candidate: Individual 35: # (fitness: 96) Selected individuals: Individual 49: # (fitness: 90) Individual 26: # (fitness: 95) Individual 42: # (fitness: 86) Individual 45: # (fitness: 84) Individual 44: # (fitness: 73) Best candidate: Individual 26: # (fitness: 95) Original mother l-sys: ((A F B D E) (B B B) (C D H F D) (D A E A) (E H A H) (F A B C) (G A A D E) (H C G E F)) Original father l-sys: ((A F B D E) (B B B) (C D H F D) (D A E A) (E H A H) (F A B C) (G A A D E) (H C G E F)) Crossed-over child individual (look for crossover at rule C): Individual 36: # (fitness: 95) ((A F B D E) (B B B) (C D H F D) (D A E A) (E H A H) (F A B C) (G A A D E) (H C G E F)) Selected individuals: Individual 43: # (fitness: 95) Individual 21: # (fitness: 70) Individual 41: # (fitness: 66) Individual 30: # (fitness: 65) Individual 16: # (fitness: 87) Best candidate: Individual 43: # (fitness: 95) Selected individuals: Individual 2: # (fitness: 73) Individual 29: # (fitness: 84) Individual 23: # (fitness: 54) Individual 44: # (fitness: 73) Individual 26: # (fitness: 95) Best candidate: Individual 26: # (fitness: 95) Original mother l-sys: ((A F B D E) (B B B) (C D H F D) (D A E A) (E H A H) (F A B C) (G A A D E) (H C G E F)) Original father l-sys: ((A F B D E) (B B B) (C D H F D) (D A E A) (E H A H) (F A B C) (G A A D E) (H C G E F)) Crossed-over child individual (look for crossover at rule B): Individual 37: # (fitness: 95) ((A F B D E) (B B B) (C D H F D) (D A E A) (E H A H) (F A B C) (G A A D E) (H C G E F)) Selected individuals: Individual 11: # (fitness: 91) Individual 25: # (fitness: 95) Individual 16: # (fitness: 87) Individual 17: # (fitness: 76) Individual 3: # (fitness: 96) Best candidate: Individual 3: # (fitness: 96) Selected individuals: Individual 21: # (fitness: 70) Individual 50: # (fitness: 66) Individual 5: # (fitness: 93) Individual 1: # (fitness: 55) Individual 19: # (fitness: 65) Best candidate: Individual 5: # (fitness: 93) Original mother l-sys: ((A F B D E) (B B B) (C D H F D) (D A E A) (E H A H) (F A B C) (G A A D E) (H C G E F)) Original father l-sys: ((A F B D E) (B B B) (C D H F D) (D A E A) (E H A H) (F A B C) (G A A D E) (H C G E F)) Crossed-over child individual (look for crossover at rule G): Individual 38: # (fitness: 93) ((A F B D E) (B B B) (C D H F D) (D A E A) (E H A H) (F A B C) (G A A D E) (H C G E F)) Selected individuals: Individual 24: # (fitness: 93) Individual 8: # (fitness: 84) Individual 22: # (fitness: 96) Individual 42: # (fitness: 86) Individual 3: # (fitness: 96) Best candidate: Individual 22: # (fitness: 96) Selected individuals: Individual 25: # (fitness: 95) Individual 6: # (fitness: 90) Individual 45: # (fitness: 84) Individual 28: # (fitness: 98) Individual 26: # (fitness: 95) Best candidate: Individual 28: # (fitness: 98) Original mother l-sys: ((A F B D E) (B B B) (C D H F D) (D A E A) (E H A H) (F A B C) (G A A D E) (H C G E F)) Original father l-sys: ((A F B D E) (B B B) (C D H F D) (D A E A) (E H A H) (F A B C) (G A A D E) (H C G E F)) Crossed-over child individual (look for crossover at rule A): Individual 39: # (fitness: 98) ((A F B D E) (B B B) (C D H F D) (D A E A) (E H A H) (F A B C) (G A A D E) (H C G E F)) Selected individuals: Individual 34: # (fitness: 90) Individual 25: # (fitness: 95) Individual 38: # (fitness: 87) Individual 23: # (fitness: 54) Individual 7: # (fitness: 98) Best candidate: Individual 7: # (fitness: 98) Selected individuals: Individual 33: # (fitness: 95) Individual 42: # (fitness: 86) Individual 2: # (fitness: 73) Individual 26: # (fitness: 95) Individual 21: # (fitness: 70) Best candidate: Individual 33: # (fitness: 95) Original mother l-sys: ((A F B D E) (B B B) (C D H F D) (D A E A) (E H A H) (F A B C) (G A A D E) (H C G E F)) Original father l-sys: ((A F B D E) (B B B) (C D H F D) (D A E A) (E H A H) (F A B C) (G A A D E) (H C G E F)) Crossed-over child individual (look for crossover at rule A): Individual 40: # (fitness: 95) ((A F B D E) (B B B) (C D H F D) (D A E A) (E H A H) (F A B C) (G A A D E) (H C G E F)) Selected individuals: Individual 10: # (fitness: 70) Individual 20: # (fitness: 82) Individual 46: # (fitness: 95) Individual 35: # (fitness: 96) Individual 5: # (fitness: 93) Best candidate: Individual 35: # (fitness: 96) Selected individuals: Individual 8: # (fitness: 84) Individual 40: # (fitness: 70) Individual 44: # (fitness: 73) Individual 7: # (fitness: 98) Individual 18: # (fitness: 66) Best candidate: Individual 7: # (fitness: 98) Original mother l-sys: ((A F B D E) (B B B) (C D H F D) (D A E A) (E H A H) (F A B C) (G A A D E) (H C G E F)) Original father l-sys: ((A F B D E) (B B B) (C D H F D) (D A E A) (E H A H) (F A B C) (G A A D E) (H C G E F)) Crossed-over child individual (look for crossover at rule H): Individual 41: # (fitness: 98) ((A F B D E) (B B B) (C D H F D) (D A E A) (E H A H) (F A B C) (G A A D E) (H C G E F)) Selected individuals: Individual 50: # (fitness: 66) Individual 47: # (fitness: 87) Individual 4: # (fitness: 84) Individual 13: # (fitness: 71) Individual 46: # (fitness: 95) Best candidate: Individual 46: # (fitness: 95) Selected individuals: Individual 8: # (fitness: 84) Individual 26: # (fitness: 95) Individual 43: # (fitness: 95) Individual 25: # (fitness: 95) Individual 6: # (fitness: 90) Best candidate: Individual 26: # (fitness: 95) Original mother l-sys: ((A F B D E) (B B B) (C D H F D) (D A E A) (E H A H) (F A B C) (G A A D E) (H C G E F)) Original father l-sys: ((A F B D E) (B B B) (C D H F D) (D A E A) (E H A H) (F A B C) (G A A D E) (H C G E F)) Crossed-over child individual (look for crossover at rule E): Individual 42: # (fitness: 95) ((A F B D E) (B B B) (C D H F D) (D A E A) (E H A H) (F A B C) (G A A D E) (H C G E F)) Selected individuals: Individual 22: # (fitness: 96) Individual 10: # (fitness: 70) Individual 17: # (fitness: 76) Individual 28: # (fitness: 98) Individual 1: # (fitness: 55) Best candidate: Individual 28: # (fitness: 98) Selected individuals: Individual 9: # (fitness: 95) Individual 43: # (fitness: 95) Individual 5: # (fitness: 93) Individual 10: # (fitness: 70) Individual 13: # (fitness: 71) Best candidate: Individual 9: # (fitness: 95) Original mother l-sys: ((A F B D E) (B B B) (C D H F D) (D A E A) (E H A H) (F A B C) (G A A D E) (H C G E F)) Original father l-sys: ((A F B D E) (B B B) (C D H F D) (D A E A) (E H A H) (F A B C) (G A A D E) (H C G E F)) Crossed-over child individual (look for crossover at rule H): Individual 43: # (fitness: 95) ((A F B D E) (B B B) (C D H F D) (D A E A) (E H A H) (F A B C) (G A A D E) (H C G E F)) Selected individuals: Individual 33: # (fitness: 95) Individual 17: # (fitness: 76) Individual 10: # (fitness: 70) Individual 45: # (fitness: 84) Individual 50: # (fitness: 66) Best candidate: Individual 33: # (fitness: 95) Selected individuals: Individual 39: # (fitness: 93) Individual 48: # (fitness: 82) Individual 19: # (fitness: 65) Individual 26: # (fitness: 95) Individual 44: # (fitness: 73) Best candidate: Individual 26: # (fitness: 95) Original mother l-sys: ((A F B D E) (B B B) (C D H F D) (D A E A) (E H A H) (F A B C) (G A A D E) (H C G E F)) Original father l-sys: ((A F B D E) (B B B) (C D H F D) (D A E A) (E H A H) (F A B C) (G A A D E) (H C G E F)) Crossed-over child individual (look for crossover at rule D): Individual 44: # (fitness: 95) ((A F B D E) (B B B) (C D H F D) (D A E A) (E H A H) (F A B C) (G A A D E) (H C G E F)) Selected individuals: Individual 5: # (fitness: 93) Individual 27: # (fitness: 91) Individual 17: # (fitness: 76) Individual 21: # (fitness: 70) Individual 30: # (fitness: 65) Best candidate: Individual 5: # (fitness: 93) Selected individuals: Individual 31: # (fitness: 91) Individual 38: # (fitness: 87) Individual 24: # (fitness: 93) Individual 32: # (fitness: 95) Individual 6: # (fitness: 90) Best candidate: Individual 32: # (fitness: 95) Original mother l-sys: ((A F B D E) (B B B) (C D H F D) (D A E A) (E H A H) (F A B C) (G A A D E) (H C G E F)) Original father l-sys: ((A F B D E) (B B B) (C D H F D) (D A E A) (E H A H) (F A B C) (G A A D E) (H C G E F)) Crossed-over child individual (look for crossover at rule E): Individual 45: # (fitness: 95) ((A F B D E) (B B B) (C D H F D) (D A E A) (E H A H) (F A B C) (G A A D E) (H C G E F)) Selected individuals: Individual 5: # (fitness: 93) Individual 25: # (fitness: 95) Individual 12: # (fitness: 86) Individual 31: # (fitness: 91) Individual 17: # (fitness: 76) Best candidate: Individual 25: # (fitness: 95) Selected individuals: Individual 13: # (fitness: 71) Individual 41: # (fitness: 66) Individual 17: # (fitness: 76) Individual 50: # (fitness: 66) Individual 2: # (fitness: 73) Best candidate: Individual 17: # (fitness: 76) Original mother l-sys: ((A F B D E) (B B B) (C D H F D) (D A E A) (E H A H) (F A B C) (G A A D E) (H C G E F)) Original father l-sys: ((A F B D E) (B B B) (C D H F D) (D A E A) (E H A H) (F A B C) (G A A D E) (H C G E F)) Crossed-over child individual (look for crossover at rule H): Individual 46: # (fitness: 76) ((A F B D E) (B B B) (C D H F D) (D A E A) (E H A H) (F A B C) (G A A D E) (H C G E F)) Selected individuals: Individual 21: # (fitness: 70) Individual 8: # (fitness: 84) Individual 48: # (fitness: 82) Individual 2: # (fitness: 73) Individual 6: # (fitness: 90) Best candidate: Individual 6: # (fitness: 90) Selected individuals: Individual 20: # (fitness: 82) Individual 26: # (fitness: 95) Individual 32: # (fitness: 95) Individual 31: # (fitness: 91) Individual 47: # (fitness: 87) Best candidate: Individual 26: # (fitness: 95) Original mother l-sys: ((A F B D E) (B B B) (C D H F D) (D A E A) (E H A H) (F A B C) (G A A D E) (H C G E F)) Original father l-sys: ((A F B D E) (B B B) (C D H F D) (D A E A) (E H A H) (F A B C) (G A A D E) (H C G E F)) Crossed-over child individual (look for crossover at rule E): Individual 47: # (fitness: 95) ((A F B D E) (B B B) (C D H F D) (D A E A) (E H A H) (F A B C) (G A A D E) (H C G E F)) Selected individuals: Individual 34: # (fitness: 90) Individual 25: # (fitness: 95) Individual 33: # (fitness: 95) Individual 31: # (fitness: 91) Individual 8: # (fitness: 84) Best candidate: Individual 25: # (fitness: 95) Selected individuals: Individual 6: # (fitness: 90) Individual 43: # (fitness: 95) Individual 30: # (fitness: 65) Individual 48: # (fitness: 82) Individual 14: # (fitness: 95) Best candidate: Individual 43: # (fitness: 95) Original mother l-sys: ((A F B D E) (B B B) (C D H F D) (D A E A) (E H A H) (F A B C) (G A A D E) (H C G E F)) Original father l-sys: ((A F B D E) (B B B) (C D H F D) (D A E A) (E H A H) (F A B C) (G A A D E) (H C G E F)) Crossed-over child individual (look for crossover at rule E): Individual 48: # (fitness: 95) ((A F B D E) (B B B) (C D H F D) (D A E A) (E H A H) (F A B C) (G A A D E) (H C G E F)) Selected individuals: Individual 47: # (fitness: 87) Individual 33: # (fitness: 95) Individual 15: # (fitness: 90) Individual 44: # (fitness: 73) Individual 37: # (fitness: 70) Best candidate: Individual 33: # (fitness: 95) Selected individuals: Individual 15: # (fitness: 90) Individual 31: # (fitness: 91) Individual 34: # (fitness: 90) Individual 17: # (fitness: 76) Individual 19: # (fitness: 65) Best candidate: Individual 31: # (fitness: 91) Original mother l-sys: ((A F B D E) (B B B) (C D H F D) (D A E A) (E H A H) (F A B C) (G A A D E) (H C G E F)) Original father l-sys: ((A F B D E) (B B B) (C D H F D) (D A E A) (E H A H) (F A B C) (G A A D E) (H C G E F)) Crossed-over child individual (look for crossover at rule H): Individual 49: # (fitness: 91) ((A F B D E) (B B B) (C D H F D) (D A E A) (E H A H) (F A B C) (G A A D E) (H C G E F)) Selected individuals: Individual 27: # (fitness: 91) Individual 12: # (fitness: 86) Individual 16: # (fitness: 87) Individual 32: # (fitness: 95) Individual 44: # (fitness: 73) Best candidate: Individual 32: # (fitness: 95) Selected individuals: Individual 14: # (fitness: 95) Individual 10: # (fitness: 70) Individual 6: # (fitness: 90) Individual 44: # (fitness: 73) Individual 24: # (fitness: 93) Best candidate: Individual 14: # (fitness: 95) Original mother l-sys: ((A F B D E) (B B B) (C D H F D) (D A E A) (E H A H) (F A B C) (G A A D E) (H C G E F)) Original father l-sys: ((A F B D E) (B B B) (C D H F D) (D A E A) (E H A H) (F A B C) (G A A D E) (H C G E F)) Crossed-over child individual (look for crossover at rule B): Individual 50: # (fitness: 95) ((A F B D E) (B B B) (C D H F D) (D A E A) (E H A H) (F A B C) (G A A D E) (H C G E F)) New population: Population 3: Individual 1: # (fitness: 96) Individual 2: # (fitness: 98) Individual 3: # (fitness: 95) Individual 4: # (fitness: 95) Individual 5: # (fitness: 90) Individual 6: # (fitness: 96) Individual 7: # (fitness: 95) Individual 8: # (fitness: 91) Individual 9: # (fitness: 96) Individual 10: # (fitness: 95) Individual 11: # (fitness: 93) Individual 12: # (fitness: 95) Individual 13: # (fitness: 91) Individual 14: # (fitness: 95) Individual 15: # (fitness: 95) Individual 16: # (fitness: 98) Individual 17: # (fitness: 93) Individual 18: # (fitness: 93) Individual 19: # (fitness: 95) Individual 20: # (fitness: 86) Individual 21: # (fitness: 96) Individual 22: # (fitness: 95) Individual 23: # (fitness: 98) Individual 24: # (fitness: 96) Individual 25: # (fitness: 95) Individual 26: # (fitness: 95) Individual 27: # (fitness: 98) Individual 28: # (fitness: 95) Individual 29: # (fitness: 93) Individual 30: # (fitness: 96) Individual 31: # (fitness: 95) Individual 32: # (fitness: 95) Individual 33: # (fitness: 91) Individual 34: # (fitness: 98) Individual 35: # (fitness: 95) Individual 36: # (fitness: 95) Individual 37: # (fitness: 95) Individual 38: # (fitness: 93) Individual 39: # (fitness: 98) Individual 40: # (fitness: 95) Individual 41: # (fitness: 98) Individual 42: # (fitness: 95) Individual 43: # (fitness: 95) Individual 44: # (fitness: 95) Individual 45: # (fitness: 95) Individual 46: # (fitness: 76) Individual 47: # (fitness: 95) Individual 48: # (fitness: 95) Individual 49: # (fitness: 91) Individual 50: # (fitness: 95) Average fitness: 94.36 contains 50 individuals running for 30 generations... Performing copies doing 20 copies Selected individuals: Individual 7: # (fitness: 98) Individual 11: # (fitness: 98) Individual 10: # (fitness: 98) Individual 47: # (fitness: 98) Individual 12: # (fitness: 98) Best candidate: Individual 7: # (fitness: 98) Selected individuals: Individual 46: # (fitness: 98) Individual 36: # (fitness: 98) Individual 25: # (fitness: 98) Individual 42: # (fitness: 98) Individual 19: # (fitness: 98) Best candidate: Individual 46: # (fitness: 98) Selected individuals: Individual 23: # (fitness: 98) Individual 47: # (fitness: 98) Individual 19: # (fitness: 98) Individual 43: # (fitness: 98) Individual 14: # (fitness: 98) Best candidate: Individual 23: # (fitness: 98) Selected individuals: Individual 40: # (fitness: 98) Individual 47: # (fitness: 98) Individual 32: # (fitness: 98) Individual 15: # (fitness: 98) Individual 23: # (fitness: 98) Best candidate: Individual 40: # (fitness: 98) Selected individuals: Individual 48: # (fitness: 98) Individual 33: # (fitness: 98) Individual 3: # (fitness: 98) Individual 29: # (fitness: 98) Individual 36: # (fitness: 98) Best candidate: Individual 48: # (fitness: 98) Selected individuals: Individual 4: # (fitness: 98) Individual 37: # (fitness: 98) Individual 26: # (fitness: 98) Individual 38: # (fitness: 98) Individual 41: # (fitness: 98) Best candidate: Individual 4: # (fitness: 98) Selected individuals: Individual 34: # (fitness: 98) Individual 43: # (fitness: 98) Individual 29: # (fitness: 98) Individual 8: # (fitness: 98) Individual 49: # (fitness: 98) Best candidate: Individual 34: # (fitness: 98) Selected individuals: Individual 34: # (fitness: 98) Individual 40: # (fitness: 98) Individual 37: # (fitness: 98) Individual 23: # (fitness: 98) Individual 29: # (fitness: 98) Best candidate: Individual 34: # (fitness: 98) Selected individuals: Individual 40: # (fitness: 98) Individual 45: # (fitness: 98) Individual 17: # (fitness: 98) Individual 41: # (fitness: 98) Individual 20: # (fitness: 98) Best candidate: Individual 40: # (fitness: 98) Selected individuals: Individual 1: # (fitness: 98) Individual 38: # (fitness: 98) Individual 6: # (fitness: 98) Individual 44: # (fitness: 98) Individual 19: # (fitness: 98) Best candidate: Individual 1: # (fitness: 98) Selected individuals: Individual 11: # (fitness: 98) Individual 48: # (fitness: 98) Individual 7: # (fitness: 98) Individual 8: # (fitness: 98) Individual 29: # (fitness: 98) Best candidate: Individual 11: # (fitness: 98) Selected individuals: Individual 40: # (fitness: 98) Individual 37: # (fitness: 98) Individual 48: # (fitness: 98) Individual 45: # (fitness: 98) Individual 2: # (fitness: 98) Best candidate: Individual 40: # (fitness: 98) Selected individuals: Individual 42: # (fitness: 98) Individual 38: # (fitness: 98) Individual 18: # (fitness: 98) Individual 6: # (fitness: 98) Individual 16: # (fitness: 98) Best candidate: Individual 42: # (fitness: 98) Selected individuals: Individual 14: # (fitness: 98) Individual 23: # (fitness: 98) Individual 43: # (fitness: 98) Individual 8: # (fitness: 98) Individual 47: # (fitness: 98) Best candidate: Individual 14: # (fitness: 98) Selected individuals: Individual 38: # (fitness: 98) Individual 32: # (fitness: 98) Individual 46: # (fitness: 98) Individual 22: # (fitness: 98) Individual 21: # (fitness: 98) Best candidate: Individual 38: # (fitness: 98) Selected individuals: Individual 10: # (fitness: 98) Individual 15: # (fitness: 98) Individual 18: # (fitness: 98) Individual 46: # (fitness: 98) Individual 11: # (fitness: 98) Best candidate: Individual 10: # (fitness: 98) Selected individuals: Individual 13: # (fitness: 98) Individual 46: # (fitness: 98) Individual 8: # (fitness: 98) Individual 37: # (fitness: 98) Individual 20: # (fitness: 98) Best candidate: Individual 13: # (fitness: 98) Selected individuals: Individual 13: # (fitness: 98) Individual 43: # (fitness: 98) Individual 12: # (fitness: 98) Individual 40: # (fitness: 98) Individual 50: # (fitness: 98) Best candidate: Individual 13: # (fitness: 98) Selected individuals: Individual 41: # (fitness: 98) Individual 19: # (fitness: 98) Individual 34: # (fitness: 98) Individual 22: # (fitness: 98) Individual 43: # (fitness: 98) Best candidate: Individual 41: # (fitness: 98) Selected individuals: Individual 28: # (fitness: 98) Individual 27: # (fitness: 98) Individual 7: # (fitness: 98) Individual 12: # (fitness: 98) Individual 34: # (fitness: 98) Best candidate: Individual 28: # (fitness: 98) Selected individuals: Individual 8: # (fitness: 98) Individual 46: # (fitness: 98) Individual 11: # (fitness: 98) Individual 36: # (fitness: 98) Individual 47: # (fitness: 98) Best candidate: Individual 8: # (fitness: 98) Selected individuals: Individual 14: # (fitness: 98) Individual 8: # (fitness: 98) Individual 26: # (fitness: 98) Individual 33: # (fitness: 98) Individual 11: # (fitness: 98) Best candidate: Individual 14: # (fitness: 98) Selected individuals: Individual 5: # (fitness: 98) Individual 26: # (fitness: 98) Individual 3: # (fitness: 98) Individual 11: # (fitness: 98) Individual 8: # (fitness: 98) Best candidate: Individual 5: # (fitness: 98) Selected individuals: Individual 35: # (fitness: 98) Individual 44: # (fitness: 98) Individual 28: # (fitness: 98) Individual 30: # (fitness: 98) Individual 50: # (fitness: 98) Best candidate: Individual 35: # (fitness: 98) Selected individuals: Individual 12: # (fitness: 98) Individual 2: # (fitness: 98) Individual 18: # (fitness: 98) Individual 3: # (fitness: 98) Individual 44: # (fitness: 98) Best candidate: Individual 12: # (fitness: 98) Performing mutations doing 10 mutations Selected individuals: Individual 21: # (fitness: 98) Individual 23: # (fitness: 98) Individual 49: # (fitness: 98) Individual 9: # (fitness: 98) Individual 18: # (fitness: 98) Best candidate: Individual 21: # (fitness: 98) Selected individuals: Individual 8: # (fitness: 98) Individual 18: # (fitness: 98) Individual 36: # (fitness: 98) Individual 20: # (fitness: 98) Individual 30: # (fitness: 98) Best candidate: Individual 8: # (fitness: 98) Selected individuals: Individual 44: # (fitness: 98) Individual 27: # (fitness: 98) Individual 35: # (fitness: 98) Individual 1: # (fitness: 98) Individual 10: # (fitness: 98) Best candidate: Individual 44: # (fitness: 98) Selected individuals: Individual 27: # (fitness: 98) Individual 44: # (fitness: 98) Individual 7: # (fitness: 98) Individual 49: # (fitness: 98) Individual 8: # (fitness: 98) Best candidate: Individual 27: # (fitness: 98) Selected individuals: Individual 31: # (fitness: 98) Individual 32: # (fitness: 98) Individual 40: # (fitness: 98) Individual 48: # (fitness: 98) Individual 5: # (fitness: 98) Best candidate: Individual 31: # (fitness: 98) Selected individuals: Individual 30: # (fitness: 98) Individual 35: # (fitness: 98) Individual 49: # (fitness: 98) Individual 40: # (fitness: 98) Individual 1: # (fitness: 98) Best candidate: Individual 30: # (fitness: 98) Selected individuals: Individual 34: # (fitness: 98) Individual 37: # (fitness: 98) Individual 42: # (fitness: 98) Individual 47: # (fitness: 98) Individual 44: # (fitness: 98) Best candidate: Individual 34: # (fitness: 98) Selected individuals: Individual 2: # (fitness: 98) Individual 48: # (fitness: 98) Individual 29: # (fitness: 98) Individual 44: # (fitness: 98) Individual 15: # (fitness: 98) Best candidate: Individual 2: # (fitness: 98) Selected individuals: Individual 23: # (fitness: 98) Individual 17: # (fitness: 98) Individual 40: # (fitness: 98) Individual 11: # (fitness: 98) Individual 48: # (fitness: 98) Best candidate: Individual 23: # (fitness: 98) Selected individuals: Individual 16: # (fitness: 98) Individual 33: # (fitness: 98) Individual 14: # (fitness: 98) Individual 5: # (fitness: 98) Individual 11: # (fitness: 98) Best candidate: Individual 16: # (fitness: 98) Original l-sys: ((A F B D E) (B H E) (C B H A C) (D F C C) (E B B C) (F F C D) (G B A G B) (H C F E D)) Possibly mutated individual (look for mutation at (7,1)): Individual 21: # (fitness: 98) ((A F B D E) (B H E) (C B H A C) (D F C C) (E B B C) (F F C D) (G B A G B) (H C E E D)) Original l-sys: ((A F B D E) (B H E) (C B H A C) (D F C C) (E B B C) (F F C D) (G B A G B) (H C E E D)) Possibly mutated individual (look for mutation at (5,2)): Individual 22: # (fitness: 98) ((A F B D E) (B H E) (C B H A C) (D F C C) (E B B C) (F F C G) (G B A G B) (H C E E D)) Original l-sys: ((A F B D E) (B H E) (C B H A C) (D F C C) (E B B C) (F F C G) (G B A G B) (H C E E D)) Possibly mutated individual (look for mutation at (3,0)): Individual 23: # (fitness: 98) ((A F B D E) (B H E) (C B H A C) (D B C C) (E B B C) (F F C G) (G B A G B) (H C E E D)) Original l-sys: ((A F B D E) (B H E) (C B H A C) (D B C C) (E B B C) (F F C G) (G B A G B) (H C E E D)) Possibly mutated individual (look for mutation at (6,3)): Individual 24: # (fitness: 98) ((A F B D E) (B H E) (C B H A C) (D B C C) (E B B C) (F F C G) (G B A G E) (H C E E D)) Original l-sys: ((A F B D E) (B H E) (C B H A C) (D B C C) (E B B C) (F F C G) (G B A G E) (H C E E D)) Possibly mutated individual (look for mutation at (5,1)): Individual 25: # (fitness: 98) ((A F B D E) (B H E) (C B H A C) (D B C C) (E B B C) (F F F G) (G B A G E) (H C E E D)) Original l-sys: ((A F B D E) (B H E) (C B H A C) (D B C C) (E B B C) (F F F G) (G B A G E) (H C E E D)) Possibly mutated individual (look for mutation at (6,1)): Individual 26: # (fitness: 98) ((A F B D E) (B H E) (C B H A C) (D B C C) (E B B C) (F F F G) (G B E G E) (H C E E D)) Original l-sys: ((A F B D E) (B H E) (C B H A C) (D B C C) (E B B C) (F F F G) (G B E G E) (H C E E D)) Possibly mutated individual (look for mutation at (4,1)): Individual 27: # (fitness: 98) ((A F B D E) (B H E) (C B H A C) (D B C C) (E B D C) (F F F G) (G B E G E) (H C E E D)) Original l-sys: ((A F B D E) (B H E) (C B H A C) (D B C C) (E B D C) (F F F G) (G B E G E) (H C E E D)) Possibly mutated individual (look for mutation at (0,2)): Individual 28: # (fitness: 98) ((A F B C E) (B H E) (C B H A C) (D B C C) (E B D C) (F F F G) (G B E G E) (H C E E D)) Original l-sys: ((A F B C E) (B H E) (C B H A C) (D B C C) (E B D C) (F F F G) (G B E G E) (H C E E D)) Possibly mutated individual (look for mutation at (5,0)): Individual 29: # (fitness: 98) ((A F B C E) (B H E) (C B H A C) (D B C C) (E B D C) (F H F G) (G B E G E) (H C E E D)) Original l-sys: ((A F B C E) (B H E) (C B H A C) (D B C C) (E B D C) (F H F G) (G B E G E) (H C E E D)) Possibly mutated individual (look for mutation at (7,0)): Individual 30: # (fitness: 98) ((A F B C E) (B H E) (C B H A C) (D B C C) (E B D C) (F H F G) (G B E G E) (H B E E D)) Performing crossovers doing 20 crossovers Selected individuals: Individual 30: # (fitness: 98) Individual 6: # (fitness: 98) Individual 24: # (fitness: 98) Individual 43: # (fitness: 98) Individual 17: # (fitness: 98) Best candidate: Individual 30: # (fitness: 98) Selected individuals: Individual 43: # (fitness: 98) Individual 41: # (fitness: 98) Individual 3: # (fitness: 98) Individual 17: # (fitness: 98) Individual 15: # (fitness: 98) Best candidate: Individual 43: # (fitness: 98) Original mother l-sys: ((A F B C E) (B H E) (C B H A C) (D B C C) (E B D C) (F H F G) (G B E G E) (H B E E D)) Original father l-sys: ((A F B C E) (B H E) (C B H A C) (D B C C) (E B D C) (F H F G) (G B E G E) (H B E E D)) Crossed-over child individual (look for crossover at rule D): Individual 31: # (fitness: 98) ((A F B C E) (B H E) (C B H A C) (D B C C) (E B D C) (F H F G) (G B E G E) (H B E E D)) Selected individuals: Individual 13: # (fitness: 98) Individual 20: # (fitness: 98) Individual 31: # (fitness: 98) Individual 49: # (fitness: 98) Individual 2: # (fitness: 98) Best candidate: Individual 13: # (fitness: 98) Selected individuals: Individual 40: # (fitness: 98) Individual 30: # (fitness: 98) Individual 16: # (fitness: 98) Individual 34: # (fitness: 98) Individual 50: # (fitness: 98) Best candidate: Individual 40: # (fitness: 98) Original mother l-sys: ((A F B C E) (B H E) (C B H A C) (D B C C) (E B D C) (F H F G) (G B E G E) (H B E E D)) Original father l-sys: ((A F B C E) (B H E) (C B H A C) (D B C C) (E B D C) (F H F G) (G B E G E) (H B E E D)) Crossed-over child individual (look for crossover at rule D): Individual 32: # (fitness: 98) ((A F B C E) (B H E) (C B H A C) (D B C C) (E B D C) (F H F G) (G B E G E) (H B E E D)) Selected individuals: Individual 41: # (fitness: 98) Individual 44: # (fitness: 98) Individual 25: # (fitness: 98) Individual 40: # (fitness: 98) Individual 45: # (fitness: 98) Best candidate: Individual 41: # (fitness: 98) Selected individuals: Individual 36: # (fitness: 98) Individual 25: # (fitness: 98) Individual 29: # (fitness: 98) Individual 21: # (fitness: 98) Individual 4: # (fitness: 98) Best candidate: Individual 36: # (fitness: 98) Original mother l-sys: ((A F B C E) (B H E) (C B H A C) (D B C C) (E B D C) (F H F G) (G B E G E) (H B E E D)) Original father l-sys: ((A F B C E) (B H E) (C B H A C) (D B C C) (E B D C) (F H F G) (G B E G E) (H B E E D)) Crossed-over child individual (look for crossover at rule D): Individual 33: # (fitness: 98) ((A F B C E) (B H E) (C B H A C) (D B C C) (E B D C) (F H F G) (G B E G E) (H B E E D)) Selected individuals: Individual 49: # (fitness: 98) Individual 50: # (fitness: 98) Individual 40: # (fitness: 98) Individual 15: # (fitness: 98) Individual 4: # (fitness: 98) Best candidate: Individual 49: # (fitness: 98) Selected individuals: Individual 48: # (fitness: 98) Individual 18: # (fitness: 98) Individual 28: # (fitness: 98) Individual 29: # (fitness: 98) Individual 14: # (fitness: 98) Best candidate: Individual 48: # (fitness: 98) Original mother l-sys: ((A F B C E) (B H E) (C B H A C) (D B C C) (E B D C) (F H F G) (G B E G E) (H B E E D)) Original father l-sys: ((A F B C E) (B H E) (C B H A C) (D B C C) (E B D C) (F H F G) (G B E G E) (H B E E D)) Crossed-over child individual (look for crossover at rule G): Individual 34: # (fitness: 98) ((A F B C E) (B H E) (C B H A C) (D B C C) (E B D C) (F H F G) (G B E G E) (H B E E D)) Selected individuals: Individual 7: # (fitness: 98) Individual 8: # (fitness: 98) Individual 32: # (fitness: 98) Individual 10: # (fitness: 98) Individual 21: # (fitness: 98) Best candidate: Individual 7: # (fitness: 98) Selected individuals: Individual 12: # (fitness: 98) Individual 33: # (fitness: 98) Individual 1: # (fitness: 98) Individual 13: # (fitness: 98) Individual 37: # (fitness: 98) Best candidate: Individual 12: # (fitness: 98) Original mother l-sys: ((A F B C E) (B H E) (C B H A C) (D B C C) (E B D C) (F H F G) (G B E G E) (H B E E D)) Original father l-sys: ((A F B C E) (B H E) (C B H A C) (D B C C) (E B D C) (F H F G) (G B E G E) (H B E E D)) Crossed-over child individual (look for crossover at rule B): Individual 35: # (fitness: 98) ((A F B C E) (B H E) (C B H A C) (D B C C) (E B D C) (F H F G) (G B E G E) (H B E E D)) Selected individuals: Individual 46: # (fitness: 98) Individual 44: # (fitness: 98) Individual 17: # (fitness: 98) Individual 28: # (fitness: 98) Individual 19: # (fitness: 98) Best candidate: Individual 46: # (fitness: 98) Selected individuals: Individual 46: # (fitness: 98) Individual 35: # (fitness: 98) Individual 2: # (fitness: 98) Individual 18: # (fitness: 98) Individual 7: # (fitness: 98) Best candidate: Individual 46: # (fitness: 98) Original mother l-sys: ((A F B C E) (B H E) (C B H A C) (D B C C) (E B D C) (F H F G) (G B E G E) (H B E E D)) Original father l-sys: ((A F B C E) (B H E) (C B H A C) (D B C C) (E B D C) (F H F G) (G B E G E) (H B E E D)) Crossed-over child individual (look for crossover at rule G): Individual 36: # (fitness: 98) ((A F B C E) (B H E) (C B H A C) (D B C C) (E B D C) (F H F G) (G B E G E) (H B E E D)) Selected individuals: Individual 1: # (fitness: 98) Individual 33: # (fitness: 98) Individual 37: # (fitness: 98) Individual 9: # (fitness: 98) Individual 22: # (fitness: 98) Best candidate: Individual 1: # (fitness: 98) Selected individuals: Individual 31: # (fitness: 98) Individual 28: # (fitness: 98) Individual 42: # (fitness: 98) Individual 23: # (fitness: 98) Individual 27: # (fitness: 98) Best candidate: Individual 31: # (fitness: 98) Original mother l-sys: ((A F B C E) (B H E) (C B H A C) (D B C C) (E B D C) (F H F G) (G B E G E) (H B E E D)) Original father l-sys: ((A F B C E) (B H E) (C B H A C) (D B C C) (E B D C) (F H F G) (G B E G E) (H B E E D)) Crossed-over child individual (look for crossover at rule E): Individual 37: # (fitness: 98) ((A F B C E) (B H E) (C B H A C) (D B C C) (E B D C) (F H F G) (G B E G E) (H B E E D)) Selected individuals: Individual 46: # (fitness: 98) Individual 30: # (fitness: 98) Individual 40: # (fitness: 98) Individual 34: # (fitness: 98) Individual 6: # (fitness: 98) Best candidate: Individual 46: # (fitness: 98) Selected individuals: Individual 8: # (fitness: 98) Individual 20: # (fitness: 98) Individual 31: # (fitness: 98) Individual 27: # (fitness: 98) Individual 36: # (fitness: 98) Best candidate: Individual 8: # (fitness: 98) Original mother l-sys: ((A F B C E) (B H E) (C B H A C) (D B C C) (E B D C) (F H F G) (G B E G E) (H B E E D)) Original father l-sys: ((A F B C E) (B H E) (C B H A C) (D B C C) (E B D C) (F H F G) (G B E G E) (H B E E D)) Crossed-over child individual (look for crossover at rule E): Individual 38: # (fitness: 98) ((A F B C E) (B H E) (C B H A C) (D B C C) (E B D C) (F H F G) (G B E G E) (H B E E D)) Selected individuals: Individual 26: # (fitness: 98) Individual 45: # (fitness: 98) Individual 28: # (fitness: 98) Individual 1: # (fitness: 98) Individual 33: # (fitness: 98) Best candidate: Individual 26: # (fitness: 98) Selected individuals: Individual 49: # (fitness: 98) Individual 40: # (fitness: 98) Individual 33: # (fitness: 98) Individual 22: # (fitness: 98) Individual 37: # (fitness: 98) Best candidate: Individual 49: # (fitness: 98) Original mother l-sys: ((A F B C E) (B H E) (C B H A C) (D B C C) (E B D C) (F H F G) (G B E G E) (H B E E D)) Original father l-sys: ((A F B C E) (B H E) (C B H A C) (D B C C) (E B D C) (F H F G) (G B E G E) (H B E E D)) Crossed-over child individual (look for crossover at rule G): Individual 39: # (fitness: 98) ((A F B C E) (B H E) (C B H A C) (D B C C) (E B D C) (F H F G) (G B E G E) (H B E E D)) Selected individuals: Individual 49: # (fitness: 98) Individual 1: # (fitness: 98) Individual 6: # (fitness: 98) Individual 29: # (fitness: 98) Individual 42: # (fitness: 98) Best candidate: Individual 49: # (fitness: 98) Selected individuals: Individual 9: # (fitness: 98) Individual 45: # (fitness: 98) Individual 20: # (fitness: 98) Individual 31: # (fitness: 98) Individual 33: # (fitness: 98) Best candidate: Individual 9: # (fitness: 98) Original mother l-sys: ((A F B C E) (B H E) (C B H A C) (D B C C) (E B D C) (F H F G) (G B E G E) (H B E E D)) Original father l-sys: ((A F B C E) (B H E) (C B H A C) (D B C C) (E B D C) (F H F G) (G B E G E) (H B E E D)) Crossed-over child individual (look for crossover at rule H): Individual 40: # (fitness: 98) ((A F B C E) (B H E) (C B H A C) (D B C C) (E B D C) (F H F G) (G B E G E) (H B E E D)) Selected individuals: Individual 42: # (fitness: 98) Individual 50: # (fitness: 98) Individual 22: # (fitness: 98) Individual 19: # (fitness: 98) Individual 3: # (fitness: 98) Best candidate: Individual 42: # (fitness: 98) Selected individuals: Individual 5: # (fitness: 98) Individual 3: # (fitness: 98) Individual 37: # (fitness: 98) Individual 38: # (fitness: 98) Individual 21: # (fitness: 98) Best candidate: Individual 5: # (fitness: 98) Original mother l-sys: ((A F B C E) (B H E) (C B H A C) (D B C C) (E B D C) (F H F G) (G B E G E) (H B E E D)) Original father l-sys: ((A F B C E) (B H E) (C B H A C) (D B C C) (E B D C) (F H F G) (G B E G E) (H B E E D)) Crossed-over child individual (look for crossover at rule A): Individual 41: # (fitness: 98) ((A F B C E) (B H E) (C B H A C) (D B C C) (E B D C) (F H F G) (G B E G E) (H B E E D)) Selected individuals: Individual 35: # (fitness: 98) Individual 10: # (fitness: 98) Individual 4: # (fitness: 98) Individual 28: # (fitness: 98) Individual 29: # (fitness: 98) Best candidate: Individual 35: # (fitness: 98) Selected individuals: Individual 16: # (fitness: 98) Individual 5: # (fitness: 98) Individual 8: # (fitness: 98) Individual 26: # (fitness: 98) Individual 25: # (fitness: 98) Best candidate: Individual 16: # (fitness: 98) Original mother l-sys: ((A F B C E) (B H E) (C B H A C) (D B C C) (E B D C) (F H F G) (G B E G E) (H B E E D)) Original father l-sys: ((A F B C E) (B H E) (C B H A C) (D B C C) (E B D C) (F H F G) (G B E G E) (H B E E D)) Crossed-over child individual (look for crossover at rule G): Individual 42: # (fitness: 98) ((A F B C E) (B H E) (C B H A C) (D B C C) (E B D C) (F H F G) (G B E G E) (H B E E D)) Selected individuals: Individual 11: # (fitness: 98) Individual 27: # (fitness: 98) Individual 6: # (fitness: 98) Individual 36: # (fitness: 98) Individual 15: # (fitness: 98) Best candidate: Individual 11: # (fitness: 98) Selected individuals: Individual 43: # (fitness: 98) Individual 24: # (fitness: 98) Individual 10: # (fitness: 98) Individual 29: # (fitness: 98) Individual 42: # (fitness: 98) Best candidate: Individual 43: # (fitness: 98) Original mother l-sys: ((A F B C E) (B H E) (C B H A C) (D B C C) (E B D C) (F H F G) (G B E G E) (H B E E D)) Original father l-sys: ((A F B C E) (B H E) (C B H A C) (D B C C) (E B D C) (F H F G) (G B E G E) (H B E E D)) Crossed-over child individual (look for crossover at rule E): Individual 43: # (fitness: 98) ((A F B C E) (B H E) (C B H A C) (D B C C) (E B D C) (F H F G) (G B E G E) (H B E E D)) Selected individuals: Individual 24: # (fitness: 98) Individual 6: # (fitness: 98) Individual 49: # (fitness: 98) Individual 45: # (fitness: 98) Individual 3: # (fitness: 98) Best candidate: Individual 24: # (fitness: 98) Selected individuals: Individual 30: # (fitness: 98) Individual 20: # (fitness: 98) Individual 50: # (fitness: 98) Individual 34: # (fitness: 98) Individual 1: # (fitness: 98) Best candidate: Individual 30: # (fitness: 98) Original mother l-sys: ((A F B C E) (B H E) (C B H A C) (D B C C) (E B D C) (F H F G) (G B E G E) (H B E E D)) Original father l-sys: ((A F B C E) (B H E) (C B H A C) (D B C C) (E B D C) (F H F G) (G B E G E) (H B E E D)) Crossed-over child individual (look for crossover at rule G): Individual 44: # (fitness: 98) ((A F B C E) (B H E) (C B H A C) (D B C C) (E B D C) (F H F G) (G B E G E) (H B E E D)) Selected individuals: Individual 7: # (fitness: 98) Individual 33: # (fitness: 98) Individual 13: # (fitness: 98) Individual 29: # (fitness: 98) Individual 43: # (fitness: 98) Best candidate: Individual 7: # (fitness: 98) Selected individuals: Individual 39: # (fitness: 98) Individual 44: # (fitness: 98) Individual 26: # (fitness: 98) Individual 3: # (fitness: 98) Individual 1: # (fitness: 98) Best candidate: Individual 39: # (fitness: 98) Original mother l-sys: ((A F B C E) (B H E) (C B H A C) (D B C C) (E B D C) (F H F G) (G B E G E) (H B E E D)) Original father l-sys: ((A F B C E) (B H E) (C B H A C) (D B C C) (E B D C) (F H F G) (G B E G E) (H B E E D)) Crossed-over child individual (look for crossover at rule C): Individual 45: # (fitness: 98) ((A F B C E) (B H E) (C B H A C) (D B C C) (E B D C) (F H F G) (G B E G E) (H B E E D)) Selected individuals: Individual 9: # (fitness: 98) Individual 37: # (fitness: 98) Individual 38: # (fitness: 98) Individual 49: # (fitness: 98) Individual 28: # (fitness: 98) Best candidate: Individual 9: # (fitness: 98) Selected individuals: Individual 25: # (fitness: 98) Individual 10: # (fitness: 98) Individual 48: # (fitness: 98) Individual 35: # (fitness: 98) Individual 46: # (fitness: 98) Best candidate: Individual 25: # (fitness: 98) Original mother l-sys: ((A F B C E) (B H E) (C B H A C) (D B C C) (E B D C) (F H F G) (G B E G E) (H B E E D)) Original father l-sys: ((A F B C E) (B H E) (C B H A C) (D B C C) (E B D C) (F H F G) (G B E G E) (H B E E D)) Crossed-over child individual (look for crossover at rule B): Individual 46: # (fitness: 98) ((A F B C E) (B H E) (C B H A C) (D B C C) (E B D C) (F H F G) (G B E G E) (H B E E D)) Selected individuals: Individual 15: # (fitness: 98) Individual 18: # (fitness: 98) Individual 25: # (fitness: 98) Individual 14: # (fitness: 98) Individual 8: # (fitness: 98) Best candidate: Individual 15: # (fitness: 98) Selected individuals: Individual 45: # (fitness: 98) Individual 16: # (fitness: 98) Individual 22: # (fitness: 98) Individual 43: # (fitness: 98) Individual 6: # (fitness: 98) Best candidate: Individual 45: # (fitness: 98) Original mother l-sys: ((A F B C E) (B H E) (C B H A C) (D B C C) (E B D C) (F H F G) (G B E G E) (H B E E D)) Original father l-sys: ((A F B C E) (B H E) (C B H A C) (D B C C) (E B D C) (F H F G) (G B E G E) (H B E E D)) Crossed-over child individual (look for crossover at rule B): Individual 47: # (fitness: 98) ((A F B C E) (B H E) (C B H A C) (D B C C) (E B D C) (F H F G) (G B E G E) (H B E E D)) Selected individuals: Individual 24: # (fitness: 98) Individual 44: # (fitness: 98) Individual 34: # (fitness: 98) Individual 29: # (fitness: 98) Individual 20: # (fitness: 98) Best candidate: Individual 24: # (fitness: 98) Selected individuals: Individual 2: # (fitness: 98) Individual 4: # (fitness: 98) Individual 43: # (fitness: 98) Individual 24: # (fitness: 98) Individual 25: # (fitness: 98) Best candidate: Individual 2: # (fitness: 98) Original mother l-sys: ((A F B C E) (B H E) (C B H A C) (D B C C) (E B D C) (F H F G) (G B E G E) (H B E E D)) Original father l-sys: ((A F B C E) (B H E) (C B H A C) (D B C C) (E B D C) (F H F G) (G B E G E) (H B E E D)) Crossed-over child individual (look for crossover at rule A): Individual 48: # (fitness: 98) ((A F B C E) (B H E) (C B H A C) (D B C C) (E B D C) (F H F G) (G B E G E) (H B E E D)) Selected individuals: Individual 44: # (fitness: 98) Individual 7: # (fitness: 98) Individual 14: # (fitness: 98) Individual 16: # (fitness: 98) Individual 38: # (fitness: 98) Best candidate: Individual 44: # (fitness: 98) Selected individuals: Individual 9: # (fitness: 98) Individual 35: # (fitness: 98) Individual 11: # (fitness: 98) Individual 2: # (fitness: 98) Individual 5: # (fitness: 98) Best candidate: Individual 9: # (fitness: 98) Original mother l-sys: ((A F B C E) (B H E) (C B H A C) (D B C C) (E B D C) (F H F G) (G B E G E) (H B E E D)) Original father l-sys: ((A F B C E) (B H E) (C B H A C) (D B C C) (E B D C) (F H F G) (G B E G E) (H B E E D)) Crossed-over child individual (look for crossover at rule C): Individual 49: # (fitness: 98) ((A F B C E) (B H E) (C B H A C) (D B C C) (E B D C) (F H F G) (G B E G E) (H B E E D)) Selected individuals: Individual 47: # (fitness: 98) Individual 3: # (fitness: 98) Individual 5: # (fitness: 98) Individual 37: # (fitness: 98) Individual 23: # (fitness: 98) Best candidate: Individual 47: # (fitness: 98) Selected individuals: Individual 48: # (fitness: 98) Individual 9: # (fitness: 98) Individual 5: # (fitness: 98) Individual 3: # (fitness: 98) Individual 27: # (fitness: 98) Best candidate: Individual 48: # (fitness: 98) Original mother l-sys: ((A F B C E) (B H E) (C B H A C) (D B C C) (E B D C) (F H F G) (G B E G E) (H B E E D)) Original father l-sys: ((A F B C E) (B H E) (C B H A C) (D B C C) (E B D C) (F H F G) (G B E G E) (H B E E D)) Crossed-over child individual (look for crossover at rule E): Individual 50: # (fitness: 98) ((A F B C E) (B H E) (C B H A C) (D B C C) (E B D C) (F H F G) (G B E G E) (H B E E D)) New population: Population 33: Individual 1: # (fitness: 98) Individual 2: # (fitness: 98) Individual 3: # (fitness: 98) Individual 4: # (fitness: 98) Individual 5: # (fitness: 98) Individual 6: # (fitness: 98) Individual 7: # (fitness: 98) Individual 8: # (fitness: 98) Individual 9: # (fitness: 98) Individual 10: # (fitness: 98) Individual 11: # (fitness: 98) Individual 12: # (fitness: 98) Individual 13: # (fitness: 98) Individual 14: # (fitness: 98) Individual 15: # (fitness: 98) Individual 16: # (fitness: 98) Individual 17: # (fitness: 98) Individual 18: # (fitness: 98) Individual 19: # (fitness: 98) Individual 20: # (fitness: 98) Individual 21: # (fitness: 98) Individual 22: # (fitness: 98) Individual 23: # (fitness: 98) Individual 24: # (fitness: 98) Individual 25: # (fitness: 98) Individual 26: # (fitness: 98) Individual 27: # (fitness: 98) Individual 28: # (fitness: 98) Individual 29: # (fitness: 98) Individual 30: # (fitness: 98) Individual 31: # (fitness: 98) Individual 32: # (fitness: 98) Individual 33: # (fitness: 98) Individual 34: # (fitness: 98) Individual 35: # (fitness: 98) Individual 36: # (fitness: 98) Individual 37: # (fitness: 98) Individual 38: # (fitness: 98) Individual 39: # (fitness: 98) Individual 40: # (fitness: 98) Individual 41: # (fitness: 98) Individual 42: # (fitness: 98) Individual 43: # (fitness: 98) Individual 44: # (fitness: 98) Individual 45: # (fitness: 98) Individual 46: # (fitness: 98) Individual 47: # (fitness: 98) Individual 48: # (fitness: 98) Individual 49: # (fitness: 98) Individual 50: # (fitness: 98) Average fitness: 98.0 Exiting...