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Article; Bioinformatics

Neuro-fuzzy based model of batch fermentation of Kluyveromyces marxianus var. lactis MC5

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Pages 975-979 | Received 07 Apr 2014, Accepted 09 Jul 2014, Published online: 30 Oct 2014

Figures & data

Figure 1. Structure of neuro-fuzzy neural network.

Figure 1. Structure of neuro-fuzzy neural network.

Figure 2. Sigmoidal function for first layer.

Figure 2. Sigmoidal function for first layer.

Figure 3. Piece-wise second layer of NFN.

Figure 3. Piece-wise second layer of NFN.

Table 1. Statistical results of conventional and neuro-fuzzy based model.

Figure 4. Experimental and simulation results with a conventional and neuro-fuzzy model. Simulation of biomass and substrate concentration (a) and simulation of oxygen concentration (b).

Figure 4. Experimental and simulation results with a conventional and neuro-fuzzy model. Simulation of biomass and substrate concentration (a) and simulation of oxygen concentration (b).