Function

Method

Best function value

Number of learning episodes*

Best solution time (sec)

Success ratio

Average number of learning episodes*

Average error

F1

IGARSET

0

2174

0.0568

NA

2375

NA

ACO-NPU

0

20,000

0.0590

NA

NA

NA

HAP

MORELA

2.4893e−8

0

100

68,760

NA

0.8688

NA

100

NA

71,000

NA

0

F2

IGARSET

−2

2400

0.0614

NA

3111

NA

MORELA

−2

34,920

1.1790

97

36,200

0

F3

IGARSET

2.08e−27

1821

0.0666

NA

2156

NA

HAP

MORELA

2.56e−39

9.71e−40

100

31,620

NA

0.9584

NA

98

NA

31,740

NA

9.33e−34

F4

SZGA

2.9e−8

4000

NA

NA

NA

NA

IGARSET

0

1004

0.0485

NA

1065

NA

GAWLS

0

2572

NA

NA

NA

NA

PSACO

NA

NA

NA

100

370

5.55e−17

ACO-NPU

MORELA

0

0

1000

34,340

0.0556

0.5660

NA

99

NA

35,700

NA

1.11e−18

F5

ECTS

NA

NA

NA

NA

338

3e−08

PSACO

NA

NA

NA

100

190

7.69e−29

GA-PSO

NA

NA

NA

100

206

0.00004

MORELA

0

36,955

21.1367

100

36,980

0

F6

GA-PSO

NA

NA

NA

100

8254

0.00009

MORELA

−1

40,680

0.6722

100

40,960

0