Research Article

A Grey Wolf Optimizer for Modular Granular Neural Networks for Human Recognition

Table 11

The results for iris database.

TrialImagesNumber of hidden layers and number of neuronsPersons per moduleRec.
rate
Error
TrainingTesting

179%
(1, 2, 3, 5, 6, 8, 10, 11,
12, 13, and 14)
21%
(4, 7, and 9)
5 (133, 205, 93, 203, 184)
4 (112, 198, 134, 97)
5 (39, 159, 68, 76, 119)
2 (158, 148)
5 (183, 139, 135, 51, 72)
4 (224, 168, 148, 195)
5 (152, 170, 65, 47, 55)
5 (114, 218, 162, 85, 107)
3 (86, 205, 172)
Module #1 (1 to 15)
Module #2 (16 to 22)
Module #3 (23 to 34)
Module #4 (35 to 45)
Module #5 (46 to 47)
Module #6 (48 to 49)
Module #7 (50 to 64)
Module #8 (65 to 74)
Module #9 (75 to 77)
99.57%
(230/231)
0.0043

275%
(2, 3, 4, 5, 6, 8, 9, 10, 12, 13, and 14)
25%
(1, 7, and 11)
5 (97, 66, 149, 117, 144)
5 (69, 210, 77, 70, 203)
4 (159, 102, 153, 152)
5 (35, 171, 134, 124, 101)
3 (167, 166, 169)
5 (198, 64, 80, 176, 131)
3 (81, 80, 227)
4 (106, 114, 89, 148)
Module #1 (1 to 4)
Module #2 (5 to 15)
Module #3 (16 to 23)
Module #4 (24 to 31)
Module #5 (32 to 46)
Module #6 (47 to 58)
Module #7 (59 to 62)
Module #8 (63 to 77)
100%
(231/231)
0

676%
(1, 2, 3, 4, 5, 6, 8, 9, 12, 13 and, 14)
24%
(7, 10, and 11)
4 (73, 210, 138, 49)
5 (119, 161, 63, 96, 112)
3 (180, 135, 77)
5 (124, 164, 177, 216, 94)
5 (129, 123, 215, 88, 100)
5 (65, 89, 69, 144, 80)
5 (67, 110, 112, 200, 134)
3 (86, 72, 160)
Module #1 (1 to 3)
Module #2 (4 to 13)
Module #3 (14 to 30)
Module #4 (31 to 40)
Module #5 (41 to 51)
Module #6 (52 to 60)
Module #7 (61 to 65)
Module #8 (66 to 77)
99.57%
(230/231)
0.0043

778%
(1, 2, 3, 4, 5, 6, 7, 8, 10, 11, and 13)
22%
(9, 12, and 14)
5 (168, 99, 94, 156, 175)
4 (90, 122, 124, 122)
5 (129, 32, 159, 174, 50)
4 (218, 93, 237, 71)
5 (117, 36, 167, 143, 52)
5 (135, 60, 226, 140, 112)
5 (169, 117, 95, 36, 96)
5 (97, 71, 225, 147, 176)
3 (162, 170, 139)
Module #1 (1 to 4)
Module #2 (5 to 16)
Module #3 (17 to 20)
Module #4 (21 to 37)
Module #5 (38 to 46)
Module #6 (47 to 51)
Module #7 (52 to 71)
Module #8 (72 to 73)
Module #9 (74 to 77)
99.57%
(230/231)
0.0043

1178%
(1, 2, 3, 4, 5, 6, 7, 8, 10, 13, and 14)
22%
(9, 11, and 12)
5 (86, 162, 217, 168, 168)
4 (167, 189, 62, 193)
5 (115, 53, 154, 105, 79)
3 (62, 89, 134, 87)4 (119, 142, 105, 204)
3 (128, 115, 175, 127)5 (147, 197, 61, 110, 217)
3 (142, 164, 96, 141)
5 (140, 104, 57, 108, 122)
Module #1 (1 to 4)
Module #2 (5 to 8)
Module #3 (9 to 16)
Module #4 (17 to 32)
Module #5 (33 to 39)
Module #6 (40 to 46)
Module #7 (47 to 57)
Module #8 (58 to 68)
Module #9 (69 to 77)
100%
(231/231)
0