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Table 4 Foot profile length and comparison of different test sets

From: Development of a model for a walking robot made of Desai mechanism using ANN and regression approach

Test set

Foot profile length in mm

Difference in %

ANN

GA

Regression

ANN and GA

ANN and

regression

GA and

regression

1

248.63

63.35

237.77

74.52

4.37

 − 275.33

2

148.06

494.46

468.59

 − 233.97

 − 216.49

5.23

3

507.30

302.33

393.68

40.40

22.40

 − 30.22

4

338.94

437.30

 − 29.02

-

5

309.47

433.46

 − 40.07

-

6

885.40

229.02

238.09

74.13

73.11

 − 3.96

7

268.05

229.02

324.79

14.56

 − 21.17

 − 41.81

8

369.82

289.46

21.73

9

436.84

375.71

14.00

10

202.78

523.75

 − 158.29

11

262.24

212.66

368.31

18.91

 − 40.45

 − 73.19