Combining gene expression programming and genetic algorithm as a powerful hybrid modeling approach for pear rootstocks tissue culture media formulation

Jamshidi, Saeid; Yadollahi, Abbas; Arab, Mohammad Mehdi; Soltani, Mohammad; Eftekhari, Maliheh; Sabzalipoor, Hamed; Sheikhi, Abdollatif; Shiri, Jalal

doi:10.1186/s13007-019-0520-y

Plant Methods

Table 7 Box–Behnken design of OHF micropropagation experiments and average values of the parameters used to characterize it

From: Combining gene expression programming and genetic algorithm as a powerful hybrid modeling approach for pear rootstocks tissue culture media formulation

Culture medium	Factor 1	Factor 2	Factor 3	Factor 4	Factor 5 (mgl⁻¹)	Factor 6 (mgl⁻¹)	PR	SL (cm)	STN	Vitri	QL
Culture medium	KNO₃	NH₄NO₃	Mesos	Minors	BAP	IBA	PR	SL (cm)	STN	Vitri	QL
1	1.25	0.50	1.50	2.25	0.50	0.20	2.00	4.51	0	0	5.00
2	2.00	2.00	1.50	0.50	1.75	0.13	6.75	2.52	14.80	33.33	2.00
3	1.25	0.50	2.50	2.25	0.50	0.13	1.00	4.96	0	0	5.00
4	2.00	1.25	0.50	2.25	1.75	0.05	8.50	2.22	44.10	8.82	1.50
5	2.00	1.25	2.50	2.25	1.75	0.05	5.50	3.74	18.18	4.55	3.75
6	2.00	1.25	1.50	0.50	3.00	0.13	4.50	2.25	11.11	38.85	1.75
7	1.25	0.50	1.50	2.25	3.00	0.05	4.75	3.34	0	5.26	4.75
8	1.25	1.25	0.50	4.00	1.75	0.05	7.75	3.00	38.70	16.13	1.50
9	2.00	1.25	2.50	2.25	1.75	0.20	5.75	4.07	21.73	4.35	3.50
10	1.25	2.00	1.50	2.25	3.00	0.20	4.25	2.91	11.76	5.88	3.75
11	1.25	1.25	2.50	4.00	1.75	0.20	5.50	5.57	13.62	13.64	3.50
12	0.50	0.50	1.50	4.00	1.75	0.13	6.25	4.80	8.00	8.00	4.25
13	2.00	0.50	1.50	4.00	1.75	0.13	7.25	3.71	10.32	13.79	3.75
14	1.25	2.00	0.50	2.25	3.00	0.13	5.25	1.69	47.61	9.52	1.25
15	0.50	1.25	0.50	2.25	1.75	0.05	7.25	2.82	41.37	0	1.75
16	2.00	0.50	1.50	0.50	1.75	0.13	7.25	3.20	6.88	31.03	2.25
17	1.25	0.50	1.50	2.25	3.00	0.20	4.75	3.49	0	5.26	4.75
18	1.25	1.25	2.50	0.50	1.75	0.20	5.50	4.04	13.62	27.27	2.50
19	1.25	0.50	1.50	2.25	0.50	0.05	2.00	3.89	0	0	5.00
20	1.25	2.00	2.50	2.25	3.00	0.13	3.00	3.00	24.99	8.33	3.25
21	1.25	0.50	0.50	2.25	0.50	0.13	2.75	2.68	36.36	0	2.00
22	2.00	1.25	0.50	2.25	1.75	0.20	8.75	2.37	45.71	8.57	1.25
23	1.25	2.00	0.50	2.25	0.50	0.13	2.25	2.15	44.44	0	1.75
24	1.25	0.50	0.50	2.25	3.00	0.13	6.00	2.00	29.16	4.17	3.00
25	1.25	2.00	1.50	2.25	3.00	0.05	4.25	2.60	11.76	5.88	3.75
26	0.50	0.50	1.50	0.50	1.75	0.13	6.25	3.28	4.00	24.00	3.25
27	0.50	1.25	1.50	4.00	0.50	0.13	1.25	4.17	20.00	20.00	2.75
28	0.50	1.25	2.50	2.25	1.75	0.20	5.25	4.50	19.04	0	4.00
29	2.00	1.25	1.50	4.00	3.00	0.13	4.50	2.65	11.10	22.20	2.75
30	1.25	1.25	0.50	0.50	1.75	0.20	7.75	2.50	41.86	32.25	1.00
31	0.50	2.00	1.50	0.50	1.75	0.13	6.00	2.71	8.33	25.00	3.25
32	1.25	1.25	2.50	0.50	1.75	0.05	5.50	3.90	13.62	31.82	2.00
33	0.50	1.25	1.50	0.50	3.00	0.13	4.00	2.02	6.25	31.25	2.50
34	1.25	1.25	2.50	4.00	1.75	0.05	5.25	5.00	14.28	13.83	3.50
35	2.00	1.25	1.50	4.00	0.50	0.13	1.75	3.07	14.28	14.29	3.50
36	1.25	1.25	0.50	0.50	1.75	0.05	7.75	2.20	38.64	29.03	1.75
37	2.00	1.25	1.50	0.50	0.50	0.13	1.75	2.31	14.28	42.86	1.25
38	1.25	2.00	1.50	2.25	0.50	0.20	1.50	3.88	16.66	0	3.75
39	1.25	2.00	1.50	2.25	0.50	0.05	1.50	3.36	16.66	0	3.75
40	0.50	1.25	2.50	2.25	1.75	0.05	5.25	4.27	19.04	0	3.50
41	2.00	2.00	1.50	4.00	1.75	0.13	6.75	2.75	18.50	18.52	3.25
42	1.25	0.50	2.50	2.25	3.00	0.13	3.75	3.50	13.32	0	3.75
43	1.25	1.25	0.50	4.00	1.75	0.20	8.00	3.39	43.75	12.50	1.25
44	0.50	1.25	1.50	4.00	3.00	0.13	4.00	2.90	12.50	18.75	3.50
45	1.25	2.00	2.50	2.25	0.50	0.13	1.00	4.01	25.00	0	3.00
46	0.50	1.25	0.50	2.25	1.75	0.20	7.50	3.33	39.99	0	2.50
47	0.50	2.00	1.50	4.00	1.75	0.13	6.00	4.29	12.48	8.33	3.75
48	0.50	1.25	1.50	0.50	0.50	0.13	1.25	3.04	0	20.00	3.00
MS	1.00	1.00	1.00	1.00	2.50	0.20	3.25	3.08	7.69	0	4.25
WPM	1.00	1.00	1.00	1.00	2.50	0.20	2.25	4.25	11.11	22.22	3.00
QL	1.00	1.00	1.00	1.00	2.50	0.20	3.00	2.81	0	0	5.00

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ISSN: 1746-4811

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