Optimization of microwave-assisted extraction of total polyphenolic compounds from chokeberries by response surface methodology and artificial neural network

被引:131
作者
Simic, Valentina M. [1 ]
Rajkovic, Katarina M. [1 ]
Stojicevic, Saga S. [2 ]
Veliclovic, Dragan T. [3 ]
Nikolic, Nada C. [2 ]
Lazic, Miodrag L. [2 ]
Karabegovic, Ivana T. [2 ]
机构
[1] Higher Sch Appl Chem Technol, 36 Kosanciceva St, Krusevac 37000, Serbia
[2] Univ Nis, Fac Technol, 124 Bulevar Oslobodjenja St, Leskovac 16000, Serbia
[3] Coll Agr & Food Technol, 1 Cirila & Metodija St, Prokuplje 18400, Serbia
关键词
Chokeberries; Microwave-assisted extraction; Polyphenols; Response surface methodology; Artificial neural network; PHENOLIC-COMPOUNDS; ANTIOXIDANT ACTIVITY; ARONIA-MELANOCARPA; BLACK CHOKEBERRY; SUNFLOWER OIL; NATURAL DYE; ANTHOCYANINS; LEAVES; COMPONENTS; STABILITY;
D O I
10.1016/j.seppur.2016.01.019
中图分类号
TQ [化学工业];
学科分类号
0817 ;
摘要
Response surface methodology (RSM) and artificial neural network (ANN) were used for modeling and optimizing microwave-assisted extraction (MAE) of total polyphenolic content (TPC) from chokeberries (Aronia melanocarpa) as a function of microwave power (300, 450 and 600 W), ethanol concentration (25%, 50% and 75%) and extraction time (5, 10 and 15 min). The set of the optimal operational conditions, as well as the conditions which gave the maximum yield of TPC while minimizing extraction time, solvent and energy consumption, (economic conditions), were proposed. Statistical indicators such as the coefficient of determination (R-2), root-mean-square error (RMSE) and mean absolute error (MAE) demonstrated the superiority of the ANN. In order to scale-up a MAE procedure of chokeberries TPC from the laboratory to the industrial scale, the following set of conditions was proposed: an ethanol concentration of 53.6%, the microwave power of 300 W and the extraction time of 5 min corresponded to a TPC yield of 420.1 mg gallic acid equivalents (GAE)/100 g of fresh plant material. (C) 2016 Elsevier B.V. All rights reserved.
引用
收藏
页码:89 / 97
页数:9
相关论文
共 55 条
[1]   Optimisation of total phenolic acids extraction from mandarin peels using microwave energy: The importance of the Maillard reaction [J].
Ahmad, Jawad ;
Langrish, T. A. G. .
JOURNAL OF FOOD ENGINEERING, 2012, 109 (01) :162-174
[2]   Optimization of microwave-assisted extraction of polyphenols from apple pomace using response surface methodology and HPLC analysis [J].
Bai, Xue-Lian ;
Yue, Tian-Li ;
Yuan, Ya-Hong ;
Zhang, Hua-Wei .
JOURNAL OF SEPARATION SCIENCE, 2010, 33 (23-24) :3751-3758
[3]   Microwave-assisted extraction of phenolic antioxidant compounds from peanut skins [J].
Ballard, Tameshia S. ;
Mallikarjunan, Parameswarakumar ;
Zhou, Kequan ;
O'Keefe, Sean .
FOOD CHEMISTRY, 2010, 120 (04) :1185-1192
[4]  
Benvenuti S, 2004, J FOOD SCI, V69, pC164
[5]   Modeling and optimization of Thevetia peruviana (yellow oleander) oil biodiesel synthesis via Musa paradisiacal (plantain) peels as heterogeneous base catalyst: A case of artificial neural network vs. response surface methodology [J].
Betiku, Eriola ;
Ajala, Sheriff Olalekan .
INDUSTRIAL CROPS AND PRODUCTS, 2014, 53 :314-322
[6]   Optimization of extraction of anthocyanins from black currants with aqueous ethanol [J].
Cacace, JE ;
Mazza, G .
JOURNAL OF FOOD SCIENCE, 2003, 68 (01) :240-248
[7]   Optimization of total phenolic content extracted from Garcinia mangostana Linn. hull using response, surface methodology versus artificial neural network [J].
Cheok, Choon Yoong ;
Chin, Nyuk Ling ;
Yusof, Yus Aniza ;
Talib, Rosnita A. ;
Law, Chung Lim .
INDUSTRIAL CROPS AND PRODUCTS, 2012, 40 :247-253
[8]   The Involvement of a Polyphenol-Rich Extract of Black Chokeberry in Oxidative Stress on Experimental Arterial Hypertension [J].
Ciocoiu, Manuela ;
Badescu, Laurentiu ;
Miron, Anca ;
Badescu, Magda .
EVIDENCE-BASED COMPLEMENTARY AND ALTERNATIVE MEDICINE, 2013, 2013
[9]   Kinetics of ultrasound assisted extraction of anthocyanins from Aronia melanocarpa (black chokeberry) wastes [J].
D'Alessandro, Leandro Galvan ;
Dimitrov, Krasimir ;
Vauchel, Peggy ;
Nikov, Iordan .
CHEMICAL ENGINEERING RESEARCH & DESIGN, 2014, 92 (10) :1818-1826
[10]   Ultrasound assisted extraction of polyphenols from black chokeberry [J].
d'Alessandro, Leandro Galvan ;
Kriaa, Karim ;
Nikov, Lordan ;
Dimitrov, Krasimir .
SEPARATION AND PURIFICATION TECHNOLOGY, 2012, 93 :42-47