Literature DB >> 28372164

Optimization of microwave-assisted extraction of total extract, stevioside and rebaudioside-A from Stevia rebaudiana (Bertoni) leaves, using response surface methodology (RSM) and artificial neural network (ANN) modelling.

Kashif Ameer1, Seong-Woo Bae2, Yunhee Jo1, Hyun-Gyu Lee1, Asif Ameer3, Joong-Ho Kwon4.   

Abstract

Stevia rebaudiana (Bertoni) consists of stevioside and rebaudioside-A (Reb-A). We compared response surface methodology (RSM) and artificial neural network (ANN) modelling for their estimation and predictive capabilities in building effective models with maximum responses. A 5-level 3-factor central composite design was used to optimize microwave-assisted extraction (MAE) to obtain maximum yield of target responses as a function of extraction time (X1: 1-5min), ethanol concentration, (X2: 0-100%) and microwave power (X3: 40-200W). Maximum values of the three output parameters: 7.67% total extract yield, 19.58mg/g stevioside yield, and 15.3mg/g Reb-A yield, were obtained under optimum extraction conditions of 4min X1, 75% X2, and 160W X3. The ANN model demonstrated higher efficiency than did the RSM model. Hence, RSM can demonstrate interaction effects of inherent MAE parameters on target responses, whereas ANN can reliably model the MAE process with better predictive and estimation capabilities.
Copyright © 2017. Published by Elsevier Ltd.

Entities:  

Keywords:  ANN; Glycosides; Microwave-assisted extraction; Optimization; RSM; Stevia rebaudiana

Mesh:

Substances:

Year:  2017        PMID: 28372164     DOI: 10.1016/j.foodchem.2017.01.121

Source DB:  PubMed          Journal:  Food Chem        ISSN: 0308-8146            Impact factor:   7.514


  11 in total

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Authors:  Hyun-Gyu Lee; Yunhee Jo; Kashif Ameer; Joong-Ho Kwon
Journal:  Food Sci Biotechnol       Date:  2018-07-27       Impact factor: 2.391

4.  Optimization of a protease extraction using a statistical approach for the production of an alternative meat tenderizer from Manihot esculenta roots.

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5.  Microwave-Assisted Extraction of Natural Antioxidants from the Exotic Gordonia axillaris Fruit: Optimization and Identification of Phenolic Compounds.

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7.  Novel self-nanomicellizing solid dispersion based on rebaudioside A: a potential nanoplatform for oral delivery of curcumin.

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Review 8.  Innovative Approaches for Recovery of Phytoconstituents from Medicinal/Aromatic Plants and Biotechnological Production.

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Journal:  Molecules       Date:  2020-01-12       Impact factor: 4.411

9.  Optimization of Ultrasound Assisted Extraction (UAE) of Kinsenoside Compound from Anoectochilus roxburghii (Wall.) Lindl by Response Surface Methodology (RSM).

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Journal:  Molecules       Date:  2020-01-02       Impact factor: 4.411

10.  A Hybrid RSM-ANN-GA Approach on Optimization of Ultrasound-Assisted Extraction Conditions for Bioactive Component-Rich Stevia rebaudiana (Bertoni) Leaves Extract.

Authors:  Kashif Ameer; Saqib Ameer; Young-Min Kim; Muhammad Nadeem; Mi-Kyung Park; Mian Anjum Murtaza; Muhammad Asif Khan; Muhammad Adnan Nasir; Ghulam Mueen-Ud-Din; Shahid Mahmood; Tusneem Kausar; Muhammad Abubakar
Journal:  Foods       Date:  2022-03-20
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