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Table 3 Comparison of experimental results with ANN predicted results

From: Development of trigger sensitive hyaluronic acid/palm oil-based organogel for in vitro release of HIV/AIDS microbicides using artificial neural networks

Run

Factors

Responses

Mucin adsorption (%)

Flux (μg/cm2/min1/2)

HA concentration (ml)

Volume of surfactant (ml)

Reaction time (min)

Experiment

Predicted

Experiment

Predicted

1

0.12

5.22

0.26

23.11

23.11

3.85

3.85

2

0.12

6.18

0.26

21.23

21.23

2.99

2.99

3

0.12

6.18

0.44

39.72

39.72

3.73

3.73

4

0.15

6.50

0.35

55.73

55.73

4.11

4.11

5

0.15

5.70

0.50

68.73

68.73

4.83

4.83

6

0.18

5.22

0.26

21.45

21.45

2.78

2.78

7

0.12

5.22

0.44

37.50

37.50

3.98

3.98

8

0.18

5.22

0.44

28.33

28.33

2.97

2.97

9

0.18

6.18

0.44

31.98

31.98

3.09

3.09

10

0.15

5.70

0.35

32.99

50.84

4.01

4.06

11

0.20

5.70

0.35

33.87

33.87

3.11

3.11

12

0.15

5.70

0.35

59.99

50.84

4.21

4.06

13

0.15

5.70

0.20

46.77

46.77

4.11

4.11

14

0.10

5.70

0.35

25.78

25.78

2.67

2.67

15

0.18

6.18

0.26

23.01

23.01

2.33

2.33

16

0.15

5.70

0.35

35.88

50.84

3.63

4.06

17

0.15

4.90

0.35

44.67

44.67

3.42

3.42

18

0.15

5.70

0.35

57.32

50.84

4.32

4.06

19

0.15

5.70

0.35

60.11

50.84

4.11

4.06

20

0.15

5.70

0.35

58.73

50.84

4.08

4.06