Neural network modelling of phenolic content, antioxidant capacity and microbial population dynamics of a household scale spontaneous fermentation of Carica papaya leaf / Nor Afiqah Latip ... [et al.]

Beneficial effects of spontaneous fermentation on Carica papaya leaf (CPL) have been observed in terms of enhanced total phenolic content and antioxidant capacity, as well as cultivation of lactic acid bacteria (LAB). Nonetheless, these responses were nonlinear, thus Artificial Neural network (ANN)...

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Main Authors: Latip, Nor Afiqah (Author), So'aib, Mohamad Sufian (Author), Huey, Ling Tan (Author), Senin, Syahrul Fithry (Author), Hamid, Aminuddin (Author)
Format: Book
Published: Faculty of Mechanical Engineering Universiti Teknologi MARA (UiTM), 2022-11.
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042 |a dc 
100 1 0 |a Latip, Nor Afiqah  |e author 
700 1 0 |a So'aib, Mohamad Sufian  |e author 
700 1 0 |a Huey, Ling Tan  |e author 
700 1 0 |a Senin, Syahrul Fithry  |e author 
700 1 0 |a Hamid, Aminuddin  |e author 
245 0 0 |a Neural network modelling of phenolic content, antioxidant capacity and microbial population dynamics of a household scale spontaneous fermentation of Carica papaya leaf / Nor Afiqah Latip ... [et al.] 
260 |b Faculty of Mechanical Engineering Universiti Teknologi MARA (UiTM),   |c 2022-11. 
500 |a https://ir.uitm.edu.my/id/eprint/84050/1/84050.pdf 
500 |a  Neural network modelling of phenolic content, antioxidant capacity and microbial population dynamics of a household scale spontaneous fermentation of Carica papaya leaf / Nor Afiqah Latip ... [et al.]. (2022) Journal of Mechanical Engineering (JMechE) <https://ir.uitm.edu.my/view/publication/Journal_of_Mechanical_Engineering_=28JMechE=29/>, 11 (1): 20. pp. 347-366. ISSN 1823-5514 ; 2550-164X  
520 |a Beneficial effects of spontaneous fermentation on Carica papaya leaf (CPL) have been observed in terms of enhanced total phenolic content and antioxidant capacity, as well as cultivation of lactic acid bacteria (LAB). Nonetheless, these responses were nonlinear, thus Artificial Neural network (ANN) was used as a predictive tool. The chosen ANN architecture consisted of multi-layer perceptron (MLP) with 2-7-7-1 and 2-10-10-1 topologies, Levenberg-Marquardt training algorithm, and hyperbolic tangent sigmoid activation function. 
546 |a en 
690 |a RM Therapeutics. Pharmacology 
690 |a Fermentation, Industrial 
655 7 |a Article  |2 local 
655 7 |a PeerReviewed  |2 local 
787 0 |n https://ir.uitm.edu.my/id/eprint/84050/ 
787 0 |n https://doi.org/10.24191/jmeche.v11i1.23614 
856 4 1 |u https://ir.uitm.edu.my/id/eprint/84050/  |z Link Metadata