메뉴 건너뛰기




Volumn 7, Issue OCTOBER2016, 2016, Pages

Artificial neural network genetic algorithm as powerful tool to predict and optimize in vitro proliferation mineral medium for G × N15 rootstock

Author keywords

Artificial neural network (ANN); G N15 rootstock; Genetic algorithm (GA); Ion macronutrients; Proliferation; Prunus micropropagation

Indexed keywords


EID: 84992485938     PISSN: None     EISSN: 1664462X     Source Type: Journal    
DOI: 10.3389/fpls.2016.01526     Document Type: Article
Times cited : (55)

References (64)
  • 1
    • 76649104338 scopus 로고    scopus 로고
    • Spent medium analysis for liquid culture micropropagation of Hemerocallison Murashige and Skoog medium
    • Adelberg, J. W., Delgado, M. P., and Tomkins, J. T. (2010). Spent medium analysis for liquid culture micropropagation of Hemerocallison Murashige and Skoog medium. In vitro Cell. Dev. Biol. Plant 46, 95-107. doi: 10.1007/s11627-009-9247-1
    • (2010) Vitro Cell. Dev. Biol. Plant , vol.46 , pp. 95-107
    • Adelberg, J.W.1    Delgado, M.P.2    Tomkins, J.T.3
  • 2
    • 72249119500 scopus 로고    scopus 로고
    • Growth analysis of chickens fed diets varying in the percentage of metabolizable energy provided by protein, fat, and carbohydrate through artificial neural network
    • Ahmadi, H., and Golian, A. (2010a). Growth analysis of chickens fed diets varying in the percentage of metabolizable energy provided by protein, fat, and carbohydrate through artificial neural network. Poult. Sci. 89, 173-179. doi: 10.3382/ps.2009-00125
    • (2010) Poult. Sci , vol.89 , pp. 173-179
    • Ahmadi, H.1    Golian, A.2
  • 3
    • 78249286836 scopus 로고    scopus 로고
    • The integration of broiler chicken threonine responses data into neural network models
    • Ahmadi, H., and Golian, A. (2010b). The integration of broiler chicken threonine responses data into neural network models. Poult. Sci. 89, 2535-2541. doi: 10.3382/ps.2010-00884
    • (2010) Poult. Sci , vol.89 , pp. 2535-2541
    • Ahmadi, H.1    Golian, A.2
  • 4
    • 80051739965 scopus 로고    scopus 로고
    • Response surface and neural network models for performance of broiler chicks fed diets varying in digestible protein and critical amino acids from 11 to 17 days of age
    • Ahmadi, H., and Golian, A. (2011). Response surface and neural network models for performance of broiler chicks fed diets varying in digestible protein and critical amino acids from 11 to 17 days of age. Poult. Sci. 90, 2085-2096. doi: 10.3382/ps.2011-01367
    • (2011) Poult. Sci , vol.90 , pp. 2085-2096
    • Ahmadi, H.1    Golian, A.2
  • 5
    • 22144449604 scopus 로고    scopus 로고
    • In vitro culture establishment and multiplication of the Prunus rootstock “Adesoto 101” (P. Insititia L.) as affected by the type of propagation of the donorplant and by the culture medium composition
    • Andreu, P., and Marín, J. A. (2005). In vitro culture establishment and multiplication of the Prunus rootstock “Adesoto 101” (P. insititia L.) as affected by the type of propagation of the donorplant and by the culture medium composition. Sci. Hortic. 106, 258-267. doi: 10.1016/j.scienta.2005.03.008
    • (2005) Sci. Hortic , vol.106 , pp. 258-267
    • Andreu, P.1    Marín, J.A.2
  • 6
    • 84969856780 scopus 로고    scopus 로고
    • Effects of antimicrobial activity of silver nanoparticles on in vitro establishment of G × N15 (Hybrid of almond × peach) rootstock
    • Arab, M. M., Yadollahi, A., Hosseini-Mazinani, M., and Bagheri, S. (2014). Effects of antimicrobial activity of silver nanoparticles on in vitro establishment of G × N15 (hybrid of almond × peach) rootstock. J. Genet. Eng. Biotechnol. 12, 103-110. doi: 10.1016/j.jgeb.2014.10.002
    • (2014) J. Genet. Eng. Biotechnol , vol.12 , pp. 103-110
    • Arab, M.M.1    Yadollahi, A.2    Hosseini-Mazinani, M.3    Bagheri, S.4
  • 7
    • 77952804830 scopus 로고    scopus 로고
    • Analysis of in-vitro explants mineral contents to modify medium mineral composition for enhancing growth of Persian walnut (Juglans regia L.)
    • Ashrafi, E. N., Vahdati, K., Ebrahimzadeh, H., and Mirmasoumi, M. (2010). Analysis of in-vitro explants mineral contents to modify medium mineral composition for enhancing growth of Persian walnut (Juglans regia L.). J. Food Agric. Environ. 8, 325-329.
    • (2010) J. Food Agric. Environ , vol.8 , pp. 325-329
    • Ashrafi, E.N.1    Vahdati, K.2    Ebrahimzadeh, H.3    Mirmasoumi, M.4
  • 8
    • 33646203255 scopus 로고    scopus 로고
    • Rootstock breeding of stone fruits
    • Beckman, T. G., and Lang, G. A. (2002). Rootstock breeding of stone fruits. Acta Hortic. 622, 23-25. doi: 10.17660/ActaHortic.2003.622.58
    • (2002) Acta Hortic , vol.622 , pp. 23-25
    • Beckman, T.G.1    Lang, G.A.2
  • 9
    • 77349086638 scopus 로고    scopus 로고
    • Effect of nutrient media on axillary shoot proliferation and preconditioning for adventitious shoot regeneration of pears
    • Bell, R. L., Srinivasan, C., and Lomberk, D. (2002). Effect of nutrient media on axillary shoot proliferation and preconditioning for adventitious shoot regeneration of pears. In vitro Cell. Dev. Biol. Plant 45, 708-714. doi: 10.1007/s11627-009-9196-8
    • (2002) Vitro Cell. Dev. Biol. Plant , vol.45 , pp. 708-714
    • Bell, R.L.1    Srinivasan, C.2    Lomberk, D.3
  • 10
    • 50249101592 scopus 로고    scopus 로고
    • Media effects on black walnut (Juglans nigra L.) shoot culture growth in vitro: Evaluation of multiple nutrient formulations and cytokinin types
    • Bosela, M. J., and Michler, C. (2008). Media effects on black walnut (Juglans nigra L.) shoot culture growth in vitro: evaluation of multiple nutrient formulations and cytokinin types. In vitro Cell. Dev. Biol. Plant 44, 316-329. doi: 10.1007/s11627-008-9114-5
    • (2008) Vitro Cell. Dev. Biol. Plant , vol.44 , pp. 316-329
    • Bosela, M.J.1    Michler, C.2
  • 12
    • 84856117826 scopus 로고    scopus 로고
    • Biotechnological approaches for improvement and conservation of Prunus species
    • Cheong, E. J. (2012). Biotechnological approaches for improvement and conservation of Prunus species. Plant Biotechnol. Rep. 6, 17-28. doi: 10.1007/s11816-011-0195-y
    • (2012) Plant Biotechnol. Rep , vol.6 , pp. 17-28
    • Cheong, E.J.1
  • 13
    • 77957373922 scopus 로고    scopus 로고
    • Recent progress and protocols in the micropropagation of apricot
    • Damiano, C., Monticelli, S., and Frattarelli, A. (2009). Recent progress and protocols in the micropropagation of apricot. Italus Hortus 16, 113-115.
    • (2009) Italus Hortus , vol.16 , pp. 113-115
    • Damiano, C.1    Monticelli, S.2    Frattarelli, A.3
  • 14
    • 0035871371 scopus 로고    scopus 로고
    • Artificial neural networks: Opening the black box
    • Dayhoff, J. E., and DeLeo, J. M. (2001). Artificial neural networks: opening the black box. Cancer 91, 1615-1635.
    • (2001) Cancer , vol.91 , pp. 1615-1635
    • Dayhoff, J.E.1    Deleo, J.M.2
  • 16
    • 49249118741 scopus 로고    scopus 로고
    • Comparison of artificial neural network (ANN) and response surface methodology (RSM) in fermentation media optimization: Case study of fermentative production of scleroglucan
    • Desai, K. M., Survase, S. A., Saudagar, P. S., Lele, S. S., and Singhal, R. S. (2008). Comparison of artificial neural network (ANN) and response surface methodology (RSM) in fermentation media optimization: case study of fermentative production of scleroglucan. Biochem. Eng. J. 41, 266-273. doi: 10.1016/j.bej.2008.05.009
    • (2008) Biochem. Eng. J , vol.41 , pp. 266-273
    • Desai, K.M.1    Survase, S.A.2    Saudagar, P.S.3    Lele, S.S.4    Singhal, R.S.5
  • 17
    • 32344440278 scopus 로고    scopus 로고
    • Adventitious shoot regeneration and rooting of Prunus serotina in vitro cultures
    • Espinosa, A. C., Pijut, P. M., and Michler, C. H. (2006). Adventitious shoot regeneration and rooting of Prunus serotina in vitro cultures. HortScience 41, 193-201.
    • (2006) Hortscience , vol.41 , pp. 193-201
    • Espinosa, A.C.1    Pijut, P.M.2    Michler, C.H.3
  • 18
    • 58849094559 scopus 로고    scopus 로고
    • Felinem, ‘Garnem’, and ‘Monegro’ Almond × Peach hybrid rootstocks
    • Felipe, A. J. (2009). ‘Felinem’, ‘Garnem’, and ‘Monegro’ Almond × Peach hybrid rootstocks. Hortscience 44, 196-197.
    • (2009) Hortscience , vol.44 , pp. 196-197
    • Felipe, A.J.1
  • 19
    • 0033369015 scopus 로고    scopus 로고
    • Hyperhydricity in pepper plants regenerated in vitro: Involvement of BiP (binding protein) and ultrastructural aspects
    • Fontes, M., Otoni, W., Carolino, S., Brommonschenkel, S., Fontes, E., Fari, M., et al. (1999). Hyperhydricity in pepper plants regenerated in vitro: involvement of BiP (binding protein) and ultrastructural aspects. Plant Cell Rep. 19, 81-87. doi: 10.1007/s002990050714
    • (1999) Plant Cell Rep , vol.19 , pp. 81-87
    • Fontes, M.1    Otoni, W.2    Carolino, S.3    Brommonschenkel, S.4    Fontes, E.5    Fari, M.6
  • 20
    • 77954314374 scopus 로고    scopus 로고
    • A neurofuzzy logic approach for modeling plant processes: A practical case of in vitro direct rooting and acclimatization of Vitis vinifera
    • Gago, J., Landin, M., and Gallego, P. (2010a). A neurofuzzy logic approach for modeling plant processes: a practical case of in vitro direct rooting and acclimatization of Vitis vinifera. Plant Sci. 179, 241-249. doi: 10.1016/j.plantsci.2010.05.009
    • (2010) Plant Sci , vol.179 , pp. 241-249
    • Gago, J.1    Landin, M.2    Gallego, P.3
  • 21
    • 70450222327 scopus 로고    scopus 로고
    • Artificial neural networks as an alternative to the traditional statistical methodology in plant research
    • Gago, J., Martínez-Núñez, L., Landín, M., and Gallego, P. P. (2010b). Artificial neural networks as an alternative to the traditional statistical methodology in plant research. J. Plant Physiol. 167, 23-27. doi: 10.1016/j.jplph.2009.07.007
    • (2010) J. Plant Physiol , vol.167 , pp. 23-27
    • Gago, J.1    Martínez-Núñez, L.2    Landín, M.3    Gallego, P.P.4
  • 22
    • 79961027786 scopus 로고    scopus 로고
    • Improving knowledge of plant tissue culture and media formulation by neurofuzzy logic: A practical case of data mining using apricot databases
    • Gago, J., Pérez-Tornero, O., Landin, M., Burgos, L., and Gallego, P. P. (2011). Improving knowledge of plant tissue culture and media formulation by neurofuzzy logic: a practical case of data mining using apricot databases. J. Plant Physiol. 168, 1858-1865. doi: 10.1016/j.jplph.2011.04.008
    • (2011) J. Plant Physiol , vol.168 , pp. 1858-1865
    • Gago, J.1    Pérez-Tornero, O.2    Landin, M.3    Burgos, L.4    Gallego, P.P.5
  • 23
    • 79961021020 scopus 로고    scopus 로고
    • Artificial neural networks technology to model and predict plant biology process
    • K. Suzuki (Croatia: Intech Open Access Publisher)
    • Gallego, P. P., Gago, J., and Landin, M. (2011). “‘Artificial neural networks technology to model and predict plant biology process,” in Artificial Neural Networks-Methodological and Biomedical Applications, ed K. Suzuki (Croatia: Intech Open Access Publisher), 197-216.
    • (2011) Artificial Neural Networks-Methodological and Biomedical Applications , pp. 197-216
    • Gallego, P.P.1    Gago, J.2    Landin, M.3
  • 24
    • 84920151600 scopus 로고    scopus 로고
    • The components of plant tissue culture media I: Macro-and micro-nutrients
    • 3rd Edn., eds E. F. George, M. A. Hall, and G. J. De Klerk (New York, NY: Springer
    • George, E. F., Hall, M. A., and De Klerk, G. J. (2008). “The components of plant tissue culture media I: macro-and micro-nutrients,” in Plant Propagation by Tissue Culture, 3rd Edn., eds E. F. George, M. A. Hall, and G. J. De Klerk (New York, NY: Springer), 65-113.
    • (2008) Plant Propagation by Tissue Culture , pp. 65-113
    • George, E.F.1    Hall, M.A.2    De Klerk, G.J.3
  • 26
    • 77955015985 scopus 로고    scopus 로고
    • Comparative study of response surface methodology, artificial neural network and genetic algorithms for optimization of soybean hydration
    • Gulati, T., Chakrabarti, M., Singh, A., Duvuuri, M., and Banerjee, R. (2010). Comparative study of response surface methodology, artificial neural network and genetic algorithms for optimization of soybean hydration. Food Technol. Biotechnol. 48, 11-18.
    • (2010) Food Technol. Biotechnol , vol.48 , pp. 11-18
    • Gulati, T.1    Chakrabarti, M.2    Singh, A.3    Duvuuri, M.4    Banerjee, R.5
  • 27
    • 70350205614 scopus 로고    scopus 로고
    • Nitrogen source, concentration, and NH4:NO3, ratio influence shoot regeneration and hyperhydricity in tissue cultured Aloe polyphylla
    • Ivanova, M., and Van Staden, J. (2009). Nitrogen source, concentration, and NH4:NO3, ratio influence shoot regeneration and hyperhydricity in tissue cultured Aloe polyphylla. Plant Cell Tissue Organ Cult. 99, 167-174. doi: 10.1007/s11240-009-9589-8
    • (2009) Plant Cell Tissue Organ Cult , vol.99 , pp. 167-174
    • Ivanova, M.1    Van Staden, J.2
  • 28
    • 84964266927 scopus 로고    scopus 로고
    • Predicting in vitro culture medium macro-nutrients composition for pear rootstocks using regression analysis and neural network models
    • Jamshidi, S., Yadollahi, A., Ahmadi, H., Arab, M. M., and Eftekhari, M. (2016). Predicting in vitro culture medium macro-nutrients composition for pear rootstocks using regression analysis and neural network models. Front. Plant Sci. 7:274. doi: 10.3389/fpls.2016.00274
    • (2016) Front. Plant Sci , vol.7 , pp. 274
    • Jamshidi, S.1    Yadollahi, A.2    Ahmadi, H.3    Arab, M.M.4    Eftekhari, M.5
  • 30
    • 0000920714 scopus 로고
    • Commercially-feasible micropropagation of mountain laurel, Kalmia latifolia, by use of shoot-tip culture
    • Lloyd, G., and McCown, B. (1981). Commercially-feasible micropropagation of mountain laurel, Kalmia latifolia, by use of shoot-tip culture. Proc. Int. Plant Prop. Soc. 30, 421-427.
    • (1981) Proc. Int. Plant Prop. Soc , vol.30 , pp. 421-427
    • Lloyd, G.1    McCown, B.2
  • 31
    • 0034869488 scopus 로고    scopus 로고
    • Artificial neural network-based predictive model for bacterial growth in a simulated medium of modified-atmosphere-packed cooked meat products
    • Lou, W., and Nakai, S. (2001). Artificial neural network-based predictive model for bacterial growth in a simulated medium of modified-atmosphere-packed cooked meat products. J. Agric. Food Chem. 49, 1799-1804. doi: 10.1021/jf000650m
    • (2001) J. Agric. Food Chem , vol.49 , pp. 1799-1804
    • Lou, W.1    Nakai, S.2
  • 32
    • 65449166477 scopus 로고    scopus 로고
    • Effect of the medium culture on the microcutting of material resulting from adult cuttings of Wild cherry trees (Prunus avium L.) and of in vitro germination
    • Mansseri-Lamrioui, A., Louerguioui, A., and Abousalim, A. (2009). Effect of the medium culture on the microcutting of material resulting from adult cuttings of Wild cherry trees (Prunus avium L.) and of in vitro germination. Eur. J. Sci. Res. 25, 345-352.
    • (2009) Eur. J. Sci. Res , vol.25 , pp. 345-352
    • Mansseri-Lamrioui, A.1    Louerguioui, A.2    Abousalim, A.3
  • 33
    • 84992480092 scopus 로고    scopus 로고
    • Matlab, Matlab R. Version 7.1. Natick, MA: The Math Works Inc
    • Matlab. (2010). Matlab R. Version 7.1. Natick, MA: The Math Works Inc.
    • (2010)
  • 34
    • 84872496331 scopus 로고    scopus 로고
    • Efficiency of neural network-based combinatorial model predicting optimal culture conditions for maximum biomass yield in hairy root cultures
    • Mehrotra, S., Prakash, O., Khan, F., and Kukreja, A. K. (2013). Efficiency of neural network-based combinatorial model predicting optimal culture conditions for maximum biomass yield in hairy root cultures. Plant Cell Rep. 32, 309-317. doi: 10.1007/s00299-012-1364-3
    • (2013) Plant Cell Rep , vol.32 , pp. 309-317
    • Mehrotra, S.1    Prakash, O.2    Khan, F.3    Kukreja, A.K.4
  • 35
    • 50449104471 scopus 로고    scopus 로고
    • Efficiency of neural networks for prediction of in vitro culture conditions and inoculum properties for optimum productivity
    • Mehrotra, S., Prakash, O., Mishra, B. N., and Dwevedi, B. (2008). Efficiency of neural networks for prediction of in vitro culture conditions and inoculum properties for optimum productivity. Plant Cell Tissue Organ Cult. 1, 29-35. doi: 10.1007/s11240-008-9410-0
    • (2008) Plant Cell Tissue Organ Cult , vol.1 , pp. 29-35
    • Mehrotra, S.1    Prakash, O.2    Mishra, B.N.3    Dwevedi, B.4
  • 36
    • 84964281194 scopus 로고    scopus 로고
    • The effect of different parameters on mechanical properties of PA-6/clay nanocomposite through genetic algorithm and response surface methods
    • Moghri, M., Shamaee, H., Shahrajabian, H., and Ghannadzadeh, A. (2015). The effect of different parameters on mechanical properties of PA-6/clay nanocomposite through genetic algorithm and response surface methods. Int. Nano Lett. 5, 133-140. doi: 10.1007/s40089-015-0146-7
    • (2015) Int. Nano Lett , vol.5 , pp. 133-140
    • Moghri, M.1    Shamaee, H.2    Shahrajabian, H.3    Ghannadzadeh, A.4
  • 37
    • 84982358134 scopus 로고
    • A revised medium for rapid growth and bio assays with tobacco tissue cultures
    • Murashige, T., and Skoog, F. (1962). A revised medium for rapid growth and bio assays with tobacco tissue cultures. Physiol. Plant. 15, 473-497. doi: 10.1111/j.1399-3054.1962.tb08052.x
    • (1962) Physiol. Plant , vol.15 , pp. 473-497
    • Murashige, T.1    Skoog, F.2
  • 38
    • 84886310670 scopus 로고    scopus 로고
    • Shortcut to long-distance developing of a tissue culture medium: Micropropagation of mature almond cultivars as a case study
    • Nas, M. N., Bolek, Y., and Sevgin, N. (2013). Shortcut to long-distance developing of a tissue culture medium: micropropagation of mature almond cultivars as a case study. Turk. J. Bot. 37, 1134-1144. doi: 10.3906/bot-1302-49
    • (2013) Turk. J. Bot , vol.37 , pp. 1134-1144
    • Nas, M.N.1    Bolek, Y.2    Sevgin, N.3
  • 39
    • 1842583745 scopus 로고    scopus 로고
    • A hypothesis for the development of a defined tissue culture medium of higher plants and micropropagation of hazelnuts
    • Nas, M. N., and Read, P. E. (2004). A hypothesis for the development of a defined tissue culture medium of higher plants and micropropagation of hazelnuts. Sci. Hortic. 101, 189-200. doi: 10.1016/j.scienta.2003.10.004
    • (2004) Sci. Hortic , vol.101 , pp. 189-200
    • Nas, M.N.1    Read, P.E.2
  • 40
    • 84900032185 scopus 로고    scopus 로고
    • Design of tissue culture media for efficient Prunus rootstock micropropagation using artificial intelligence models
    • Nezami Alanagh, E., Garoosi, G. A., Haddad, R., Maleki, S., Landín, M., and Gallego, P. P. (2014). Design of tissue culture media for efficient Prunus rootstock micropropagation using artificial intelligence models. Plant Cell Tissue Organ Cult. 117, 349-359. doi: 10.1007/s11240-014-0444-1
    • (2014) Plant Cell Tissue Organ Cult , vol.117 , pp. 349-359
    • Nezami Alanagh, E.1    Garoosi, G.A.2    Haddad, R.3    Maleki, S.4    Landín, M.5    Gallego, P.P.6
  • 41
    • 34547837384 scopus 로고    scopus 로고
    • Regulating plant tissue growth by mineral nutrition
    • Niedz, R. P., and Evens, T. J. (2007). Regulating plant tissue growth by mineral nutrition. In vitro Cell. Dev. Biol. Plant 43, 370-381. doi: 10.1007/s11627-007-9062-5
    • (2007) Vitro Cell. Dev. Biol. Plant , vol.43 , pp. 370-381
    • Niedz, R.P.1    Evens, T.J.2
  • 42
    • 34548529439 scopus 로고    scopus 로고
    • The effect of total inorganic nitrogen and the balance between its ionic forms on adventitious bud formation and callus growth of ‘Węgierka Zwykła’ plum
    • Nowak, B., Miczyński, K., and Hudy, L. (2007). The effect of total inorganic nitrogen and the balance between its ionic forms on adventitious bud formation and callus growth of ‘Węgierka Zwykła’ plum. Acta Physiol. Plant. 29, 479-484. doi: 10.1007/s11738-007-0058-x
    • (2007) Acta Physiol. Plant , vol.29 , pp. 479-484
    • Nowak, B.1    Miczyński, K.2    Hudy, L.3
  • 43
    • 81555204237 scopus 로고    scopus 로고
    • Regeneration of peach (Prunus persica L. Batsch) cultivars and Prunus persica × Prunus dulcis rootstocks via organogenesis
    • Pérez-Jiménez, M., Carrillo-Navarro, A., and Cos-Terrer, J. (2012). Regeneration of peach (Prunus persica L. Batsch) cultivars and Prunus persica × Prunus dulcis rootstocks via organogenesis. Plant Cell Tissue Organ Cult. 108, 55-62. doi: 10.1007/s11240-011-0011-y
    • (2012) Plant Cell Tissue Organ Cult , vol.108 , pp. 55-62
    • Pérez-Jiménez, M.1    Carrillo-Navarro, A.2    Cos-Terrer, J.3
  • 44
    • 0034623253 scopus 로고    scopus 로고
    • Assessment of factors affecting adventitious shoot regeneration from in vitro cultured leaves of apricot
    • Pérez-Tornero, O., Egea, J., Vanoostende, A., and Burgos, L. (2000). Assessment of factors affecting adventitious shoot regeneration from in vitro cultured leaves of apricot. Plant Sci. 158, 61-70. doi: 10.1016/S0168-9452(00)00303-4
    • (2000) Plant Sci , vol.158 , pp. 61-70
    • Pérez-Tornero, O.1    Egea, J.2    Vanoostende, A.3    Burgos, L.4
  • 45
    • 72149085195 scopus 로고    scopus 로고
    • Factors affecting adventitious regeneration from in vitro leaf explants of “improved French” plum, the most important dried plum cultivar in the USA
    • Petri, C., and Scorza, R. (2010). Factors affecting adventitious regeneration from in vitro leaf explants of “improved French” plum, the most important dried plum cultivar in the USA. Ann. Appl. Biol. 156, 79-89. doi: 10.1111/j.1744-7348.2009.00364.x
    • (2010) Ann. Appl. Biol , vol.156 , pp. 79-89
    • Petri, C.1    Scorza, R.2
  • 46
    • 84888796009 scopus 로고    scopus 로고
    • Modeling the effects of mineral nutrition for improving growth and development of micropropagated red raspberries. Sci
    • Poothong, S., and Reed, B. M. (2014). Modeling the effects of mineral nutrition for improving growth and development of micropropagated red raspberries. Sci. Hortic. 165, 132-141. doi: 10.1016/j.scienta.2013.10.040
    • (2014) Hortic , vol.165 , pp. 132-141
    • Poothong, S.1    Reed, B.M.2
  • 47
    • 77954522991 scopus 로고    scopus 로고
    • A neural network approach for the prediction of in vitro culture parameters for maximum biomass yields in hairy root cultures
    • Prakash, O., Mehrotra, S., Krishna, A., and Mishra, B. N. (2010). A neural network approach for the prediction of in vitro culture parameters for maximum biomass yields in hairy root cultures. J. Theor. Biol. 265, 579-585. doi: 10.1016/j.jtbi.2010.05.020
    • (2010) J. Theor. Biol , vol.265 , pp. 579-585
    • Prakash, O.1    Mehrotra, S.2    Krishna, A.3    Mishra, B.N.4
  • 48
    • 50449098659 scopus 로고    scopus 로고
    • Applications and potentials of artificial neural networks in plant tissue culture
    • S. Dutta Gupta, and Y. Ibaraki (Dordrecht: Springer)
    • Prasad, V. S. S., and Dutta Gupta, S. (2006). “Applications and potentials of artificial neural networks in plant tissue culture,” in Plant Tissue Culture Engineering, eds S. Dutta Gupta, and Y. Ibaraki (Dordrecht: Springer), 47-66.
    • (2006) Plant Tissue Culture Engineering , pp. 47-66
    • Prasad, V.S.S.1    Dutta Gupta, S.2
  • 49
    • 0001521333 scopus 로고
    • Etude de milieux adaptes aux cultures in vitro de prunus
    • Quoirin, M., and Lepoivre, P. (1977). Etude de milieux adaptes aux cultures in vitro de prunus. Acta Hortic. 78, 437-442. doi: 10.17660/ActaHortic.1977.78.54
    • (1977) Acta Hortic , vol.78 , pp. 437-442
    • Quoirin, M.1    Lepoivre, P.2
  • 50
    • 78650388788 scopus 로고    scopus 로고
    • Influence of culture medium composition and explant type on micropropagation of the rootstock Prunus sp. “GxN-9”
    • Radmann, E. B., Bianch, V. J., Fachinello, J. C., and Oliveira, R. P. (2009). Influence of culture medium composition and explant type on micropropagation of the rootstock Prunus sp. “GxN-9”. Sci. Agraria 10, 95-101. doi: 10.5380/rsa.v10i2.13573
    • (2009) Sci. Agraria , vol.10 , pp. 95-101
    • Radmann, E.B.1    Bianch, V.J.2    Fachinello, J.C.3    Oliveira, R.P.4
  • 51
    • 0036242844 scopus 로고    scopus 로고
    • Mineral nutrition and plant morphogenesis
    • Ramage, C. M., and Williams, R. R. (2002). Mineral nutrition and plant morphogenesis. In vitro Cell. Dev. Biol. Plant 38, 116-124. doi: 10.1079/ivp2001269
    • (2002) Vitro Cell. Dev. Biol. Plant , vol.38 , pp. 116-124
    • Ramage, C.M.1    Williams, R.R.2
  • 52
    • 40449111382 scopus 로고    scopus 로고
    • The effects of cytokinin types and their concentration on in vitro multiplication of sweet cherry cv. Lapins (Prunus avium L.)
    • Ruzic, D., and Vujovic, T. (2008). The effects of cytokinin types and their concentration on in vitro multiplication of sweet cherry cv. Lapins (Prunus avium L.). J Hortic. Sci. 35, 12-21.
    • (2008) J Hortic. Sci , vol.35 , pp. 12-21
    • Ruzic, D.1    Vujovic, T.2
  • 53
    • 84861375265 scopus 로고    scopus 로고
    • Relationship between color and tannin content in sorghum grain: Application of image analysis and artificial neural network
    • Sedghi, M., Golian, A., Soleimani-Roodi, P., Ahmadi, A., Aami-Azghadi, M. (2012). Relationship between color and tannin content in sorghum grain: application of image analysis and artificial neural network. Rev. Bras. Cienc. Avic. 14, 57-62. doi: 10.1590/S1516-635X2012000100010
    • (2012) Rev. Bras. Cienc. Avic , vol.14 , pp. 57-62
    • Sedghi, M.1    Golian, A.2    Soleimani-Roodi, P.3    Ahmadi, A.4    Aami-Azghadi, M.5
  • 54
    • 33745859375 scopus 로고    scopus 로고
    • Comparison of neurofuzzy logic and neural networks in modelling experimental data of an immediate release tablet formulation
    • Shao, Q., Rowe, R. C., and York, P. (2006). Comparison of neurofuzzy logic and neural networks in modelling experimental data of an immediate release tablet formulation. Eur. J. Pharm. Sci. 28, 394-404. doi: 10.1016/j.ejps.2006.04.007
    • (2006) Eur. J. Pharm. Sci , vol.28 , pp. 394-404
    • Shao, Q.1    Rowe, R.C.2    York, P.3
  • 55
    • 81555217906 scopus 로고    scopus 로고
    • Effects of inorganic nitrogen source and NH4:NO3 ratio on proliferation of dog rose (Rosa canina)
    • Shirdel, M., Motallebi-Azar, A., Masiha, S., Mortazavi, N., Matloobi, M., and Sharafi, Y. (2011). Effects of inorganic nitrogen source and NH4:NO3 ratio on proliferation of dog rose (Rosa canina). J. Med. Plants Res. 5, 4605-4609.
    • (2011) J. Med. Plants Res , vol.5 , pp. 4605-4609
    • Shirdel, M.1    Motallebi-Azar, A.2    Masiha, S.3    Mortazavi, N.4    Matloobi, M.5    Sharafi, Y.6
  • 56
    • 84992474872 scopus 로고    scopus 로고
    • The effects of different concentrations of Nano-Silver on elimination of Bacterial contaminations and phenolic exudation of Rose (Rosa hybrida L.) in vitro culture
    • Shokri, S., Babaei, A., Ahmadian, M., Arab, M. M., and Hessami, S. (2013). “The effects of different concentrations of Nano-Silver on elimination of Bacterial contaminations and phenolic exudation of Rose (Rosa hybrida L.) in vitro culture,” in VIII International Symposium on In vitro Culture and Horticultural Breeding, Vol. 1083 (Portugal), 391-396.
    • (2013) VIII International Symposium on in Vitro Culture and Horticultural Breeding , vol.1083 , pp. 391-396
    • Shokri, S.1    Babaei, A.2    Ahmadian, M.3    Arab, M.M.4    Hessami, S.5
  • 57
    • 33744831464 scopus 로고    scopus 로고
    • Development of a medium for in vitro culture of Galanthusspecies based on the mineral composition of bulbs
    • Staikidou, I., Selby, C., and Hanks, G. R. (2006). Development of a medium for in vitro culture of Galanthusspecies based on the mineral composition of bulbs. J Hortic. Sci. Biotechnol. 81, 537-545. doi: 10.1080/14620316.2006.11512100
    • (2006) J Hortic. Sci. Biotechnol , vol.81 , pp. 537-545
    • Staikidou, I.1    Selby, C.2    Hanks, G.R.3
  • 59
    • 84866109812 scopus 로고    scopus 로고
    • In vitro shoot multiplication as influenced by repeated subculturing of shoots of contemporary fruit rootstocks
    • Vujović, T., Ružić, D., and Cerović, R. (2012). In vitro shoot multiplication as influenced by repeated subculturing of shoots of contemporary fruit rootstocks. Hortscience 39, 101-107.
    • (2012) Hortscience , vol.39 , pp. 101-107
    • Vujović, T.1    Ružić, D.2    Cerović, R.3
  • 60
    • 84878016010 scopus 로고    scopus 로고
    • Mesos components (CaCl2, MgSO4, KH2PO4) are critical for improving pear micropropagation
    • Wada, S., Niedz, R. P., DeNoma, J., and Reed, B. M. (2013). Mesos components (CaCl2, MgSO4, KH2PO4) are critical for improving pear micropropagation. In vitro Cell. Dev. Biol. Plant 49, 356-365. doi: 10.1007/s11627-013-9508-x
    • (2013) Vitro Cell. Dev. Biol. Plant , vol.49 , pp. 356-365
    • Wada, S.1    Niedz, R.P.2    Denoma, J.3    Reed, B.M.4
  • 61
    • 84867259260 scopus 로고    scopus 로고
    • Calcium ion and protocorm differentiation for cymbidium hybrid cymbidium lucky Gloria × Cymbidium Lovely Moon “Crescent.”
    • Yang, C., Gao, B., and Liu, J. (2012). Calcium ion and protocorm differentiation for cymbidium hybrid cymbidium lucky Gloria × Cymbidium Lovely Moon “Crescent.” Appl. Mech. Mater. 195, 475-479. doi: 10.4028/www.scientific.net/AMM.195-196.475
    • (2012) Appl. Mech. Mater , vol.195 , pp. 475-479
    • Yang, C.1    Gao, B.2    Liu, J.3
  • 62
    • 79551494693 scopus 로고    scopus 로고
    • Influencing factors and structural characterization of hyperhydricity of in vitro regeneration in Brassica oleracea var. Italica
    • Yu, Y., Zhao, Y.-Q., Zhao, B., Ren, S., and Guo, Y.-D. (2011). Influencing factors and structural characterization of hyperhydricity of in vitro regeneration in Brassica oleracea var. italica. J. Plant Sci. 91, 159-165.
    • (2011) J. Plant Sci , vol.91 , pp. 159-165
    • Yu, Y.1    Zhao, Y.-Q.2    Zhao, B.3    Ren, S.4    Guo, Y.-D.5
  • 63
    • 77949301046 scopus 로고    scopus 로고
    • Plant regeneration from in vitro leaves of the peach rootstock “Nemaguard” (Prunus persica × P. Davidiana)
    • Zhou, H., Li, M., Zhao, X., Fan, X., and Guo, A. (2010). Plant regeneration from in vitro leaves of the peach rootstock “Nemaguard” (Prunus persica × P. davidiana). Plant Cell Tissue Organ Cult. 101, 79-87. doi: 10.1007/s11240-010-9666-z
    • (2010) Plant Cell Tissue Organ Cult , vol.101 , pp. 79-87
    • Zhou, H.1    Li, M.2    Zhao, X.3    Fan, X.4    Guo, A.5
  • 64
    • 84883752562 scopus 로고    scopus 로고
    • Neural modeling of plant tissue cultures: A review
    • Zielinska, A., and Kepczynska, E. (2013). Neural modeling of plant tissue cultures: a review. Biotechnologia 94, 253-268. doi: 10.5114/bta.2013.46419
    • (2013) Biotechnologia , vol.94 , pp. 253-268
    • Zielinska, A.1    Kepczynska, E.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.