Efficiency of neural networks for prediction of in vitro culture conditions and inoculum properties for optimum productivity

Plant Cell, Tissue and Organ Culture

Volumn 95, Issue 1, 2008, Pages 29-35

  Mehrotra, Shakti ^a   Prakash, Om ^a   Mishra, B N ^a   Dwevedi, B ^a  

^a INSTITUTE OF ENGINEERING AND TECHNOLOGY   (India)

Author keywords

Computational scheming; Glycyrrhiza; Micropropagation; Neural network; Tissue culture

Indexed keywords

ARTIFICIAL INTELLIGENCE; BACKPROPAGATION; BIOMASS; BIOREACTORS; CHEMICAL REACTORS; CRACK PROPAGATION; ERROR ANALYSIS; FORECASTING; IMAGE CLASSIFICATION; INDUSTRIAL CHEMICALS; MATLAB; RENEWABLE ENERGY RESOURCES; TARGETS; TISSUE CULTURE; TRANSFER FUNCTIONS; VEGETATION;

BIOLOGICAL PARAMETERS; CHEMICAL-; COMPARATIVE ANALYSIS; COMPARATIVE ASSESSMENTS; COMPUTATIONAL SCHEMING; DATA RANGES; DATA SETS; EMPIRICAL DATA; FEED-FORWARD BACK-PROPAGATION; FRESH WEIGHT; GLYCYRRHIZA; GROWTH MEDIUM; HIDDEN LAYERS; IN VITRO CULTURES; INCUBATION ROOM; INOCULUM SIZE; INPUT VECTORS; MEAN-SQUARE ERRORS; MICROPROPAGATION; MODEL SYSTEMS; NEURAL NETWORK; OUTPUT LAYERS; SMALL SCALE; TRAINED NETWORK;

NEURAL NETWORKS;

GLYCYRRHIZA;

EID: 50449104471     PISSN: 01676857     EISSN: None     Source Type: Journal    
DOI: 10.1007/s11240-008-9410-0     Document Type: Article

References (15)

1. J Albiol J Robuste C Casas M Poch 1993 Biomass estimation in plant cell cultures using an extended kalman filter Biotechnol Prog 9 174 178 10.1021/bp00020a009
2. J Albiol C Campmajo C Casas M Poch 1995 Biomass estimation in plant cell cultures: a neural network approach Biotechnol Prog 11 8 92 10.1021/bp00031a012
3. Y Hashimota 1997 Applications of artificial neural networks and genetic algorithms to agricultural systems Comput Electron Agric 18 71 72 10.1016/S0168-1699(97)00020-3
4. H Honda N Takikawa H Noguchi T Hanai T Kobayashi 1997 Image analysis associated with fuzzy neural network and estimation of shoot length of regenerated rice callus J Ferment Bioeng 84 342 347 10.1016/S0922-338X(97)89256- 2
5. Hudson DL, Cohen ME (2000) Neural networks and artificial intelligence for biomedical engineering. The Institute of Electric and Electronics Engineers Press Inc., New York
6. Mahendra VSS Prasad S Dutta Gupta 2004 Trichromatic sorting of in vitro regenerated plants of gladiolus using adaptive resonance theory Curr Sci 87 348 353
7. T Murashige F Skoog 1962 A revised medium for rapid growth and bioassay with tobacco tissue culture Physiol Plant 15 473 497 10.1111/j.1399-3054.1962. tb08052.x
8. M Nazmul Karim T Yoshida SL Rivera VM Saucedo B Eikens GS Oh 1997 Global and local neural network models in biotechnology: application to different cultivation processes J Ferment Bioeng 83 1 11 10.1016/S0922-338X(97)87318-7
9. Nomura T, Fukai T et al (1998) Phenolic constituents of licorice (Glycyrrhiza species). In: Herz K, Kirby GW, Moore RE, Steglich W, Tamm C (eds) Progress in the chemistry of organic natural products. Springer-Verlag, Wein, New York
10. PR Patnaik 1999 Applications of neural networks to recovery of biological products Biotechnol Adv 17 477 488 10.1016/S0734-9750(99)00013-0
11. Prasad VSS, Dutta Gupta S (2006) Applications and potentials of artificial neural networks in plant tissue culture. In: Dutta Gupta S, Ibaraki Y (eds) Plant tissue culture engineering. Springer, Dordrecht, The Netherlands, pp 47-66
12. H Suroso Murase A Tani N Hoami H Takigawa Y Nishiura 1996 Inverse technique for analysis of convective heat transfer over the surface of plant culture vessel Trans ASAE 39 2277 2282
13. Tani A, Murase H, Kiyota M, Honami N (1992) Growth simulation of alfalfa cuttings in vitro by kalman filter neural network. In: International symposium on transplant production systems, Acta. Hort., p 319.
14. N Uozumia T Yoshinoa S Shiotanib KI Sueharaa F Araib T Fukudab 1993 Application of image analysis with neural network for plant somatic embryo culture J Ferment Bioeng 76 505 509 10.1016/0922-338X(93)90249-8
15. C Zhang R Timmis W Shou Hu 1999 A neural network based pattern recognition system for somatic embryos of Douglas fir Plant Cell Tissue Organ Cult 56 25 35 10.1023/A:1006287917534