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 8 Box–Behnken design of Pyrodwarf 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	2.43	5.32	0	5.33	4.68
2	2.00	2.00	1.50	0.50	1.75	0.13	7.45	1.23	40.17	49.64	1.00
3	1.25	0.50	2.50	2.25	0.50	0.13	1.78	4.93	0	6.43	4.45
4	2.00	1.25	0.50	2.25	1.75	0.05	8.98	2.46	37.32	21.97	1.75
5	2.00	1.25	2.50	2.25	1.75	0.05	8.18	2.51	36.09	21.40	1.78
6	2.00	1.25	1.50	0.50	3.00	0.13	5.13	0.96	31.68	30.25	1.50
7	1.25	0.50	1.50	2.25	3.00	0.05	6.33	3.77	0	5.10	4.53
8	1.25	1.25	0.50	4.00	1.75	0.05	10.18	0.81	17.44	23.35	2.80
9	2.00	1.25	2.50	2.25	1.75	0.20	8.50	2.75	37.14	21.48	1.85
10	1.25	2.00	1.50	2.25	3.00	0.20	5.55	3.47	22.51	37.84	1.65
11	1.25	1.25	2.50	4.00	1.75	0.20	9.33	1.58	16.09	23.04	2.80
12	0.50	0.50	1.50	4.00	1.75	0.13	10.73	1.51	10.01	7.43	3.88
13	2.00	0.50	1.50	4.00	1.75	0.13	9.03	1.77	20.20	9.19	3.48
14	1.25	2.00	0.50	2.25	3.00	0.13	6.00	3.15	24.95	39.17	1.45
15	0.50	1.25	0.50	2.25	1.75	0.05	11.73	2.25	10.28	17.69	3.58
16	2.00	0.50	1.50	0.50	1.75	0.13	9.03	2.08	19.11	12.96	3.30
17	1.25	0.50	1.50	2.25	3.00	0.20	6.35	4.25	0	5.88	4.43
18	1.25	1.25	2.50	0.50	1.75	0.20	9.18	1.85	14.36	28.47	2.58
19	1.25	0.50	1.50	2.25	0.50	0.05	2.23	4.81	0	4.86	4.60
20	1.25	2.00	2.50	2.25	3.00	0.13	5.10	3.15	24.02	38.25	2.68
21	1.25	0.50	0.50	2.25	0.50	0.13	3.08	4.63	3.99	6.76	4.23
22	2.00	1.25	0.50	2.25	1.75	0.20	9.15	2.85	38.00	22.15	1.68
23	1.25	2.00	0.50	2.25	0.50	0.13	2.10	3.07	25.16	38.29	1.53
24	1.25	0.50	0.50	2.25	3.00	0.13	7.03	3.54	5.04	7.05	4.13
25	1.25	2.00	1.50	2.25	3.00	0.05	5.38	3.10	20.51	38.11	1.70
26	0.50	0.50	1.50	0.50	1.75	0.13	10.55	1.83	9.27	10.18	3.83
27	0.50	1.25	1.50	4.00	0.50	0.13	1.80	1.34	8.45	19.23	3.35
28	0.50	1.25	2.50	2.25	1.75	0.20	9.80	2.44	10.46	17.34	3.45
29	2.00	1.25	1.50	4.00	3.00	0.13	4.80	0.91	34.91	23.90	1.75
30	1.25	1.25	0.50	0.50	1.75	0.20	10.08	1.36	17.41	29.10	2.28
31	0.50	2.00	1.50	0.50	1.75	0.13	9.40	0.99	13.11	45.71	1.45
32	1.25	1.25	2.50	0.50	1.75	0.05	9.13	1.53	14.78	28.22	2.53
33	0.50	1.25	1.50	0.50	3.00	0.13	5.75	1.25	7.40	25.21	3.13
34	1.25	1.25	2.50	4.00	1.75	0.05	9.23	1.32	14.09	22.74	2.70
35	2.00	1.25	1.50	4.00	0.50	0.13	1.15	1.32	35.00	23.00	1.65
36	1.25	1.25	0.50	0.50	1.75	0.05	9.95	1.12	16.58	28.65	2.38
37	2.00	1.25	1.50	0.50	0.50	0.13	1.00	1.55	32.50	30.00	1.78
38	1.25	2.00	1.50	2.25	0.50	0.20	1.20	3.14	23.00	36.50	1.70
39	1.25	2.00	1.50	2.25	0.50	0.05	1.03	2.95	19.50	36.50	1.80
40	0.50	1.25	2.50	2.25	1.75	0.05	9.75	2.04	9.23	17.16	3.50
41	2.00	2.00	1.50	4.00	1.75	0.13	7.78	1.04	41.00	43.23	1.00
42	1.25	0.50	2.50	2.25	3.00	0.13	5.60	3.84	0	6.72	4.45
43	1.25	1.25	0.50	4.00	1.75	0.20	10.38	1.06	19.04	23.13	2.65
44	0.50	1.25	1.50	4.00	3.00	0.13	5.83	0.84	8.60	19.72	3.28
45	1.25	2.00	2.50	2.25	0.50	0.13	1.00	3.23	25.00	37.50	1.63
46	0.50	1.25	0.50	2.25	1.75	0.20	12.08	2.25	12.00	17.80	3.48
47	0.50	2.00	1.50	4.00	1.75	0.13	9.50	0.76	15.56	40.25	1.63
48	0.50	1.25	1.50	0.50	0.50	0.13	1.63	1.64	7.20	26.07	2.95
MS	1.00	1.00	1.00	1.00	2.50	0.20	3.53	3.99	14.23	10.23	3.60
WPM	1.00	1.00	1.00	1.00	2.50	0.20	2.28	2.57	6.47	3.25	4.18
QL	1.00	1.00	1.00	1.00	2.50	0.20	2.95	2.62	2.73	0	4.78

Back to article page

ISSN: 1746-4811

Contact us

Submission enquiries: journalsubmissions@springernature.com