Optimization of microwave-assisted extraction of total polyphenolic compounds from chokeberries by response surface methodology and artificial neural network
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.
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Virginia Tech, Dept Biol Syst Engn, Virginia Polytech Inst & State Univ, Blacksburg, VA 24061 USAVirginia Tech, Dept Biol Syst Engn, Virginia Polytech Inst & State Univ, Blacksburg, VA 24061 USA
Ballard, Tameshia S.
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Mallikarjunan, Parameswarakumar
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Virginia Tech, Dept Biol Syst Engn, Virginia Polytech Inst & State Univ, Blacksburg, VA 24061 USAVirginia Tech, Dept Biol Syst Engn, Virginia Polytech Inst & State Univ, Blacksburg, VA 24061 USA
Mallikarjunan, Parameswarakumar
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Zhou, Kequan
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Virginia Tech, Dept Food Sci & Technol, Blacksburg, VA 24061 USAVirginia Tech, Dept Biol Syst Engn, Virginia Polytech Inst & State Univ, Blacksburg, VA 24061 USA
Zhou, Kequan
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O'Keefe, Sean
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Virginia Tech, Dept Food Sci & Technol, Blacksburg, VA 24061 USAVirginia Tech, Dept Biol Syst Engn, Virginia Polytech Inst & State Univ, Blacksburg, VA 24061 USA
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Univ Putra Malaysia, Fac Engn, Dept Proc & Food Engn, Upm Serdang 43400, Selangor, MalaysiaUniv Putra Malaysia, Fac Engn, Dept Proc & Food Engn, Upm Serdang 43400, Selangor, Malaysia
Chin, Nyuk Ling
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Yusof, Yus Aniza
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Talib, Rosnita A.
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Univ Putra Malaysia, Fac Engn, Dept Proc & Food Engn, Upm Serdang 43400, Selangor, MalaysiaUniv Putra Malaysia, Fac Engn, Dept Proc & Food Engn, Upm Serdang 43400, Selangor, Malaysia
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Univ Med & Pharm Grigore T Popa, Fac Med, Dept Pathophysiol, Iasi 700115, RomaniaUniv Med & Pharm Grigore T Popa, Fac Med, Dept Pathophysiol, Iasi 700115, Romania
Ciocoiu, Manuela
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Badescu, Laurentiu
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Univ Med & Pharm Grigore T Popa, Fac Med, Dept Cell & Mol Biol, Iasi 700115, RomaniaUniv Med & Pharm Grigore T Popa, Fac Med, Dept Pathophysiol, Iasi 700115, Romania
Badescu, Laurentiu
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Miron, Anca
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Univ Med & Pharm Grigore T Popa, Fac Pharm, Dept Pharmacognosy, Iasi 700115, RomaniaUniv Med & Pharm Grigore T Popa, Fac Med, Dept Pathophysiol, Iasi 700115, Romania
Miron, Anca
;
Badescu, Magda
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Univ Med & Pharm Grigore T Popa, Fac Med, Dept Pathophysiol, Iasi 700115, RomaniaUniv Med & Pharm Grigore T Popa, Fac Med, Dept Pathophysiol, Iasi 700115, Romania
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Univ Lille Nord France, UPRES EA 1026, Lab Proc Biol Genie Enzymat & Microbien ProBioGEM, Polytech Lille IUT A, F-59655 Villeneuve Dascq, FranceUniv Lille Nord France, UPRES EA 1026, Lab Proc Biol Genie Enzymat & Microbien ProBioGEM, Polytech Lille IUT A, F-59655 Villeneuve Dascq, France
D'Alessandro, Leandro Galvan
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Dimitrov, Krasimir
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Vauchel, Peggy
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Nikov, Iordan
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Univ Lille Nord France, UPRES EA 1026, Lab Proc Biol Genie Enzymat & Microbien ProBioGEM, Polytech Lille IUT A, F-59655 Villeneuve Dascq, FranceUniv Lille Nord France, UPRES EA 1026, Lab Proc Biol Genie Enzymat & Microbien ProBioGEM, Polytech Lille IUT A, F-59655 Villeneuve Dascq, France
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Univ Lille Nord France, Lab ProBioGEM EA 1026, PolytechLille, F-59655 Villeneuve Dascq, FranceUniv Lille Nord France, Lab ProBioGEM EA 1026, PolytechLille, F-59655 Villeneuve Dascq, France
d'Alessandro, Leandro Galvan
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Kriaa, Karim
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Univ Lille Nord France, Lab ProBioGEM EA 1026, PolytechLille, F-59655 Villeneuve Dascq, France
Ecole Natl Ingn Sfax, Grp Genie Proc Agroalimentaires, Unite Rech Mecan Fluides Appl & Modelisat, Sfax, TunisiaUniv Lille Nord France, Lab ProBioGEM EA 1026, PolytechLille, F-59655 Villeneuve Dascq, France
Kriaa, Karim
;
Nikov, Lordan
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Univ Lille Nord France, Lab ProBioGEM EA 1026, PolytechLille, F-59655 Villeneuve Dascq, FranceUniv Lille Nord France, Lab ProBioGEM EA 1026, PolytechLille, F-59655 Villeneuve Dascq, France
机构:
Virginia Tech, Dept Biol Syst Engn, Virginia Polytech Inst & State Univ, Blacksburg, VA 24061 USAVirginia Tech, Dept Biol Syst Engn, Virginia Polytech Inst & State Univ, Blacksburg, VA 24061 USA
Ballard, Tameshia S.
;
Mallikarjunan, Parameswarakumar
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机构:
Virginia Tech, Dept Biol Syst Engn, Virginia Polytech Inst & State Univ, Blacksburg, VA 24061 USAVirginia Tech, Dept Biol Syst Engn, Virginia Polytech Inst & State Univ, Blacksburg, VA 24061 USA
Mallikarjunan, Parameswarakumar
;
Zhou, Kequan
论文数: 0引用数: 0
h-index: 0
机构:
Virginia Tech, Dept Food Sci & Technol, Blacksburg, VA 24061 USAVirginia Tech, Dept Biol Syst Engn, Virginia Polytech Inst & State Univ, Blacksburg, VA 24061 USA
Zhou, Kequan
;
O'Keefe, Sean
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机构:
Virginia Tech, Dept Food Sci & Technol, Blacksburg, VA 24061 USAVirginia Tech, Dept Biol Syst Engn, Virginia Polytech Inst & State Univ, Blacksburg, VA 24061 USA
机构:
Univ Putra Malaysia, Fac Engn, Dept Proc & Food Engn, Upm Serdang 43400, Selangor, MalaysiaUniv Putra Malaysia, Fac Engn, Dept Proc & Food Engn, Upm Serdang 43400, Selangor, Malaysia
Chin, Nyuk Ling
;
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Yusof, Yus Aniza
;
Talib, Rosnita A.
论文数: 0引用数: 0
h-index: 0
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Univ Putra Malaysia, Fac Engn, Dept Proc & Food Engn, Upm Serdang 43400, Selangor, MalaysiaUniv Putra Malaysia, Fac Engn, Dept Proc & Food Engn, Upm Serdang 43400, Selangor, Malaysia
机构:
Univ Med & Pharm Grigore T Popa, Fac Med, Dept Pathophysiol, Iasi 700115, RomaniaUniv Med & Pharm Grigore T Popa, Fac Med, Dept Pathophysiol, Iasi 700115, Romania
Ciocoiu, Manuela
;
Badescu, Laurentiu
论文数: 0引用数: 0
h-index: 0
机构:
Univ Med & Pharm Grigore T Popa, Fac Med, Dept Cell & Mol Biol, Iasi 700115, RomaniaUniv Med & Pharm Grigore T Popa, Fac Med, Dept Pathophysiol, Iasi 700115, Romania
Badescu, Laurentiu
;
Miron, Anca
论文数: 0引用数: 0
h-index: 0
机构:
Univ Med & Pharm Grigore T Popa, Fac Pharm, Dept Pharmacognosy, Iasi 700115, RomaniaUniv Med & Pharm Grigore T Popa, Fac Med, Dept Pathophysiol, Iasi 700115, Romania
Miron, Anca
;
Badescu, Magda
论文数: 0引用数: 0
h-index: 0
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Univ Med & Pharm Grigore T Popa, Fac Med, Dept Pathophysiol, Iasi 700115, RomaniaUniv Med & Pharm Grigore T Popa, Fac Med, Dept Pathophysiol, Iasi 700115, Romania
机构:
Univ Lille Nord France, UPRES EA 1026, Lab Proc Biol Genie Enzymat & Microbien ProBioGEM, Polytech Lille IUT A, F-59655 Villeneuve Dascq, FranceUniv Lille Nord France, UPRES EA 1026, Lab Proc Biol Genie Enzymat & Microbien ProBioGEM, Polytech Lille IUT A, F-59655 Villeneuve Dascq, France
D'Alessandro, Leandro Galvan
;
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h-index:
机构:
Dimitrov, Krasimir
;
论文数: 引用数:
h-index:
机构:
Vauchel, Peggy
;
Nikov, Iordan
论文数: 0引用数: 0
h-index: 0
机构:
Univ Lille Nord France, UPRES EA 1026, Lab Proc Biol Genie Enzymat & Microbien ProBioGEM, Polytech Lille IUT A, F-59655 Villeneuve Dascq, FranceUniv Lille Nord France, UPRES EA 1026, Lab Proc Biol Genie Enzymat & Microbien ProBioGEM, Polytech Lille IUT A, F-59655 Villeneuve Dascq, France
机构:
Univ Lille Nord France, Lab ProBioGEM EA 1026, PolytechLille, F-59655 Villeneuve Dascq, FranceUniv Lille Nord France, Lab ProBioGEM EA 1026, PolytechLille, F-59655 Villeneuve Dascq, France
d'Alessandro, Leandro Galvan
;
Kriaa, Karim
论文数: 0引用数: 0
h-index: 0
机构:
Univ Lille Nord France, Lab ProBioGEM EA 1026, PolytechLille, F-59655 Villeneuve Dascq, France
Ecole Natl Ingn Sfax, Grp Genie Proc Agroalimentaires, Unite Rech Mecan Fluides Appl & Modelisat, Sfax, TunisiaUniv Lille Nord France, Lab ProBioGEM EA 1026, PolytechLille, F-59655 Villeneuve Dascq, France
Kriaa, Karim
;
Nikov, Lordan
论文数: 0引用数: 0
h-index: 0
机构:
Univ Lille Nord France, Lab ProBioGEM EA 1026, PolytechLille, F-59655 Villeneuve Dascq, FranceUniv Lille Nord France, Lab ProBioGEM EA 1026, PolytechLille, F-59655 Villeneuve Dascq, France