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. 2019 Jul 5;9:9740. doi: 10.1038/s41598-019-46155-2

Table 2.

Rules selection generated by neurofuzzy logic showing the best combination of inputs to obtain the highest results for each output. The inputs with stronger effects on each output indicated by the model have been highlighted.

Rules Genotype NH4+ K+ Na+ Cl− SO42− Mn2+ Fe2+ EDTA− Thiamine-HCl Glycine BAP STN LN LC BC(g) Membership Function
1 IF Low Low THEN Low 1.00
2 High Low Low 1.00
3 Low Mid Low 1.00
4 High Mid Low 1.00
5 Low High High 1.00
6 High High High 1.00
7 Low High 1.00
8 High Low 1.00
9 Low High 1.00
10 High Low 1.00
11 Ghazvini High 0.55
12 UCB1 Low 0.93
13 Low Low 0.78
14 Mid High 0.94
15 High Low 1.00
16 IF Low Low THEN Low 0.73
17 High Low High 1.00
18 Low High Low 1.00
19 High High Low 1.00
20 Low High 0.88
21 Mid Low 1.00
22 High Low 0.85
23 Low Low 0.82
24 Mid Low 1.00
25 High High 0.68
26 IF Ghazvini Low THEN High 1.00
27 UCB1 Low High 1.00
28 Ghazvini High Low 1.00
29 UCB1 High Low 1.00
30 Low Low Low 1.00
31 High Low High 1.00
32 Low Mid Low 1.00
33 High Mid Low 1.00
34 Low High High 1.00
35 High High High 0.99
36 Low High 1.00
37 Mid Low 1.00
38 High Low 1.00
39 Low High 1.00
40 High Low 1.00
41 Low Low High 0.81
42 Low High Low 1.00
43 High Low Low 0.64
44 High High High 1.00
45 IF Low Low THEN High 0.79
46 Mid Low High 1.00
47 High Low High 1.00
48 Low High Low 1.00
49 Mid High Low 1.00
50 High High Low 0.85
51 Low High 1.00
52 High Low 1.00
53 Low Low 1.00
54 Mid High 1.00
55 High High 0.64
56 Ghazvini Low 0.64
57 UCB1 High 0.80
58 Low Low 0.60
59 High High 0.76