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Volumn 311, Issue , 2017, Pages 77-87

Combining various wall materials for encapsulation of blueberry anthocyanin extracts: Optimization by artificial neural network and genetic algorithm and a comprehensive analysis of anthocyanin powder properties

Author keywords

Artificial neural network; Blueberry anthocyanins; Encapsulation; Genetic algorithm; Optimization; Powder property

Indexed keywords

ENCAPSULATION; EXTRACTION; GENETIC ALGORITHMS; GLASS TRANSITION; NEURAL NETWORKS; OPTIMIZATION; PARTICLE SIZE; POWDERS;

EID: 85012284392     PISSN: 00325910     EISSN: 1873328X     Source Type: Journal    
DOI: 10.1016/j.powtec.2017.01.078     Document Type: Article
Times cited : (97)

References (45)
  • 1
    • 84894070509 scopus 로고    scopus 로고
    • Application of maltodextrin and gum Arabic in microencapsulation of saffron petal's anthocyanins and evaluating their storage stability and color
    • [1] Khazaei, K.M., Jadari, S.M., Ghorbani, M., Kakhki, A.H., Application of maltodextrin and gum Arabic in microencapsulation of saffron petal's anthocyanins and evaluating their storage stability and color. Carbohydr. Polym. 105 (2014), 57–62.
    • (2014) Carbohydr. Polym. , vol.105 , pp. 57-62
    • Khazaei, K.M.1    Jadari, S.M.2    Ghorbani, M.3    Kakhki, A.H.4
  • 3
    • 84999873137 scopus 로고    scopus 로고
    • Effects of blueberry anthocyanins on retinal oxidative stress and inflammation in diabetes through Nrf2/HO-1 signaling
    • [3] Song, Y., Huang, L., Yu, J., Effects of blueberry anthocyanins on retinal oxidative stress and inflammation in diabetes through Nrf2/HO-1 signaling. J. Neuroimmunol. 301 (2016), 1–6.
    • (2016) J. Neuroimmunol. , vol.301 , pp. 1-6
    • Song, Y.1    Huang, L.2    Yu, J.3
  • 4
    • 77949913750 scopus 로고    scopus 로고
    • Antimicrobial action of the American cranberry constituents; phenolics, anthocyanins, and organic acids, against Escherichia coli O157:H7
    • [4] Lacombe, A., Wu, V.C.H., Tyler, S., Edwards, K., Antimicrobial action of the American cranberry constituents; phenolics, anthocyanins, and organic acids, against Escherichia coli O157:H7. Int. J. Food Microbiol. 139 (2010), 102–107.
    • (2010) Int. J. Food Microbiol. , vol.139 , pp. 102-107
    • Lacombe, A.1    Wu, V.C.H.2    Tyler, S.3    Edwards, K.4
  • 5
    • 84952026628 scopus 로고    scopus 로고
    • In vitro antioxidant capacity of tomato products: relationships with their lycopene, phytoene, phytofluene and alpha-tocopherol contents, evaluation of interactions and correlation with reflectance measurements
    • [5] Stinco, C.M., Heredia, F.J., Vicario, I.M., Meléndez-Martínez, A.J., In vitro antioxidant capacity of tomato products: relationships with their lycopene, phytoene, phytofluene and alpha-tocopherol contents, evaluation of interactions and correlation with reflectance measurements. LWT Food Sci. Technol. 65 (2016), 718–724.
    • (2016) LWT Food Sci. Technol. , vol.65 , pp. 718-724
    • Stinco, C.M.1    Heredia, F.J.2    Vicario, I.M.3    Meléndez-Martínez, A.J.4
  • 6
    • 75149198567 scopus 로고    scopus 로고
    • Effect of thermal processing on anthocyanin stability in foods; mechanisms and kinetics of degradation
    • [6] Patras, A., Brunton, N.P., O'Donnell, C., Tiwari, B.K., Effect of thermal processing on anthocyanin stability in foods; mechanisms and kinetics of degradation. Trends Food Sci. Technol. 21 (2010), 3–11.
    • (2010) Trends Food Sci. Technol. , vol.21 , pp. 3-11
    • Patras, A.1    Brunton, N.P.2    O'Donnell, C.3    Tiwari, B.K.4
  • 8
    • 84952630103 scopus 로고    scopus 로고
    • Evaluation of ultrasonic nozzle with spray-drying as a novel method for the microencapsulation of blueberry's bioactive compounds
    • [8] Turan, F.T., Cengiz, A., Kahyaoglu, T., Evaluation of ultrasonic nozzle with spray-drying as a novel method for the microencapsulation of blueberry's bioactive compounds. Innovative Food Sci. Emerg. Technol. 32 (2015), 136–145.
    • (2015) Innovative Food Sci. Emerg. Technol. , vol.32 , pp. 136-145
    • Turan, F.T.1    Cengiz, A.2    Kahyaoglu, T.3
  • 9
    • 84904985756 scopus 로고    scopus 로고
    • In vitro release properties of encapsulated blueberry (Vacciniu mashei) extracts
    • [9] Flores, F.P., Singh, R.K., Kerr, W.L., Philips, D.R., Kong, F., In vitro release properties of encapsulated blueberry (Vacciniu mashei) extracts. Food Chem. 168 (2015), 225–232.
    • (2015) Food Chem. , vol.168 , pp. 225-232
    • Flores, F.P.1    Singh, R.K.2    Kerr, W.L.3    Philips, D.R.4    Kong, F.5
  • 10
    • 84958170382 scopus 로고    scopus 로고
    • Effect of microencapsulation by spray-drying and freeze-drying technique on the antioxidant properties of blueberry (Vaccinium myrtillus) juice polyphenolic compounds
    • [10] Wilkowsk, A., Ambroziak, W., CzyżOwska, A., Adamiec, J., Effect of microencapsulation by spray-drying and freeze-drying technique on the antioxidant properties of blueberry (Vaccinium myrtillus) juice polyphenolic compounds. Pol. J. Food Nutr. Sci. 66 (2015), 11–16.
    • (2015) Pol. J. Food Nutr. Sci. , vol.66 , pp. 11-16
    • Wilkowsk, A.1    Ambroziak, W.2    CzyżOwska, A.3    Adamiec, J.4
  • 11
    • 84874531856 scopus 로고    scopus 로고
    • Optimization of a wall material formulation to microencapsulate a grape seed extract using a mixture design of experiments
    • [11] Davidov-Pardo, G., Arozarena, I., Marín-Arroyo, M.R., Optimization of a wall material formulation to microencapsulate a grape seed extract using a mixture design of experiments. Food Bioprocess Technol. 6 (2013), 941–951.
    • (2013) Food Bioprocess Technol. , vol.6 , pp. 941-951
    • Davidov-Pardo, G.1    Arozarena, I.2    Marín-Arroyo, M.R.3
  • 12
    • 84930940489 scopus 로고    scopus 로고
    • Retention of saffron bioactive components by spray drying encapsulation using maltodextrin, gum Arabic and gelatin as wall materials
    • [12] Rajabi, H., Ghorbani, M., Jafari, S.M., Mahoonak, A.S., Rajabzadeh, G., Retention of saffron bioactive components by spray drying encapsulation using maltodextrin, gum Arabic and gelatin as wall materials. Food Hydrocoll. 51 (2015), 327–337.
    • (2015) Food Hydrocoll. , vol.51 , pp. 327-337
    • Rajabi, H.1    Ghorbani, M.2    Jafari, S.M.3    Mahoonak, A.S.4    Rajabzadeh, G.5
  • 14
    • 0344921460 scopus 로고    scopus 로고
    • Estimation of the activation energy of carbohydrate polymers blends as selection criteria for their use as wall material for spray-dried microcapsules
    • [14] Pérez-Alonso, C., Baez-Gonzalez, J.G., Beristain, C.I., Veron-Carter, E.J., Vizcarra-Mendoza, M.G., Estimation of the activation energy of carbohydrate polymers blends as selection criteria for their use as wall material for spray-dried microcapsules. Carbohydr. Polym. 53 (2003), 197–203.
    • (2003) Carbohydr. Polym. , vol.53 , pp. 197-203
    • Pérez-Alonso, C.1    Baez-Gonzalez, J.G.2    Beristain, C.I.3    Veron-Carter, E.J.4    Vizcarra-Mendoza, M.G.5
  • 15
    • 84888130554 scopus 로고    scopus 로고
    • Ultrasound-assisted extraction of phenolics from wine lees: modeling, optimization and stability of extracts during storage
    • [15] Tao, Y., Wu, D., Zhang, Q.-A., Sun, D.-W., Ultrasound-assisted extraction of phenolics from wine lees: modeling, optimization and stability of extracts during storage. Ultrason. Sonochem. 21 (2014), 706–715.
    • (2014) Ultrason. Sonochem. , vol.21 , pp. 706-715
    • Tao, Y.1    Wu, D.2    Zhang, Q.-A.3    Sun, D.-W.4
  • 16
    • 49249118741 scopus 로고    scopus 로고
    • Comparison of artificial neural network (ANN) and responsible surface methodology (RSM) in fermentation media optimization: case study of fermentative production of scleroglucan
    • [16] Desai, K.M., Survase, S.A., Saudagar, P.S., Lele, S.S., Singhal, R.S., Comparison of artificial neural network (ANN) and responsible surface methodology (RSM) in fermentation media optimization: case study of fermentative production of scleroglucan. Biochem. Eng. J. 41 (2008), 266–273.
    • (2008) Biochem. Eng. J. , vol.41 , pp. 266-273
    • Desai, K.M.1    Survase, S.A.2    Saudagar, P.S.3    Lele, S.S.4    Singhal, R.S.5
  • 17
    • 84875956965 scopus 로고    scopus 로고
    • Antioxidant capacity of anthocyanins from Rhodomyrtus tomentosa (Ait.) and identification of the major anthocyanins
    • [17] Cui, C., Zhang, S., You, L., Ren, J., Luo, W., Chen, W., Zhao, M., Antioxidant capacity of anthocyanins from Rhodomyrtus tomentosa (Ait.) and identification of the major anthocyanins. Food Chem. 139 (2013), 1–8.
    • (2013) Food Chem. , vol.139 , pp. 1-8
    • Cui, C.1    Zhang, S.2    You, L.3    Ren, J.4    Luo, W.5    Chen, W.6    Zhao, M.7
  • 18
    • 79955484718 scopus 로고    scopus 로고
    • RSM and ANN modeling for electrocoagulation of copper from simulated wastewater: multi objective optimization using genetic algorithm approach
    • [18] Bhatti, M.S., Kapoor, D., Kalia, R.K., Reddy, A.S., Thukral, A.K., RSM and ANN modeling for electrocoagulation of copper from simulated wastewater: multi objective optimization using genetic algorithm approach. Desalination 274 (2011), 74–80.
    • (2011) Desalination , vol.274 , pp. 74-80
    • Bhatti, M.S.1    Kapoor, D.2    Kalia, R.K.3    Reddy, A.S.4    Thukral, A.K.5
  • 19
    • 0003776180 scopus 로고
    • Official Methods of Analysis
    • 16th ed. Association of Official Analytical Chemists Arlington, V.A
    • [19] AOAC, Official Methods of Analysis. 16th ed., 1995, Association of Official Analytical Chemists, Arlington, V.A.
    • (1995)
    • AOAC1
  • 21
    • 85027949357 scopus 로고    scopus 로고
    • Effects of processing conditions on powder properties of black glutinous rice (Oryza sativa L.) bran anthocyanins produced by spray drying and freeze drying
    • [21] Laokuldilok, T., Kanha, N., Effects of processing conditions on powder properties of black glutinous rice (Oryza sativa L.) bran anthocyanins produced by spray drying and freeze drying. LWT Food Sci. Technol. 64 (2015), 405–411.
    • (2015) LWT Food Sci. Technol. , vol.64 , pp. 405-411
    • Laokuldilok, T.1    Kanha, N.2
  • 23
    • 84911893111 scopus 로고    scopus 로고
    • Effect of whey protein isolate and β-cyclodextrin wall systems on stability of microencapsulated vanillin by spray-freeze drying method
    • [23] Hundre, S.Y., Karthik, P., Anandharamakrishnan, C., Effect of whey protein isolate and β-cyclodextrin wall systems on stability of microencapsulated vanillin by spray-freeze drying method. Food Chem. 174 (2015), 16–24.
    • (2015) Food Chem. , vol.174 , pp. 16-24
    • Hundre, S.Y.1    Karthik, P.2    Anandharamakrishnan, C.3
  • 24
    • 84952982980 scopus 로고    scopus 로고
    • Microencapsulation of anthocyanins with different wall materials and its application in active biodegradable films
    • [24] Stoll, L., Costa, T.M.H., Jablonski, A., Flôres, S.H., Rios, A.O., Microencapsulation of anthocyanins with different wall materials and its application in active biodegradable films. Food Bioprocess Technol. 9 (2016), 172–181.
    • (2016) Food Bioprocess Technol. , vol.9 , pp. 172-181
    • Stoll, L.1    Costa, T.M.H.2    Jablonski, A.3    Flôres, S.H.4    Rios, A.O.5
  • 26
    • 84862170020 scopus 로고    scopus 로고
    • Comparing the efficiency of protein and maltodextrin on spray drying of bayberry juice
    • [26] Fang, Z., Bhandari, B., Comparing the efficiency of protein and maltodextrin on spray drying of bayberry juice. Food Res. Int. 48 (2012), 478–483.
    • (2012) Food Res. Int. , vol.48 , pp. 478-483
    • Fang, Z.1    Bhandari, B.2
  • 27
    • 84859647076 scopus 로고    scopus 로고
    • Optimization of total phenolic content extracted from Garcinia mangostana Linn. hull using response surface methodology versus artificial neural network
    • [27] Cheok, C.Y., Chin, N.L., Yusof, Y.A., Talib, R.A., Law, C.L., Optimization of total phenolic content extracted from Garcinia mangostana Linn. hull using response surface methodology versus artificial neural network. Ind. Crop. Prod. 40 (2012), 247–253.
    • (2012) Ind. Crop. Prod. , vol.40 , pp. 247-253
    • Cheok, C.Y.1    Chin, N.L.2    Yusof, Y.A.3    Talib, R.A.4    Law, C.L.5
  • 29
    • 34548354603 scopus 로고    scopus 로고
    • Procyanidins: extraction and micro-encapsulation
    • [29] Zhang, L., Mou, D., Du, Y., Procyanidins: extraction and micro-encapsulation. J. Sci. Food Agric. 87 (2007), 2192–2197.
    • (2007) J. Sci. Food Agric. , vol.87 , pp. 2192-2197
    • Zhang, L.1    Mou, D.2    Du, Y.3
  • 30
    • 84953791074 scopus 로고    scopus 로고
    • Microencapsulation optimization of natural anthocyanins with maltodextrin, gum Arabic and gelatin
    • [30] Mahdavi, S.A., Jafari, S.M., Assadpoor, E., Dehnad, D., Microencapsulation optimization of natural anthocyanins with maltodextrin, gum Arabic and gelatin. Int. J. Biol. Macromol. 85 (2016), 379–385.
    • (2016) Int. J. Biol. Macromol. , vol.85 , pp. 379-385
    • Mahdavi, S.A.1    Jafari, S.M.2    Assadpoor, E.3    Dehnad, D.4
  • 31
    • 76349094671 scopus 로고    scopus 로고
    • Anthocyanin stability and antioxidant activity of spray-dried açai (Euterpeoleracea Mart.) juice produced with different carrier agents
    • [31] Tonon, R.V., Brabet, C., Hubinger, M.D., Anthocyanin stability and antioxidant activity of spray-dried açai (Euterpeoleracea Mart.) juice produced with different carrier agents. Food Res. Int. 43 (2010), 907–914.
    • (2010) Food Res. Int. , vol.43 , pp. 907-914
    • Tonon, R.V.1    Brabet, C.2    Hubinger, M.D.3
  • 32
    • 0034473801 scopus 로고    scopus 로고
    • Production and properties of spray-dried Amaranthus betacyanin pigments
    • [32] Cai, Y.Z., Croke, H., Production and properties of spray-dried Amaranthus betacyanin pigments. J. Food Sci. 5 (2000), 1248–1252.
    • (2000) J. Food Sci. , vol.5 , pp. 1248-1252
    • Cai, Y.Z.1    Croke, H.2
  • 34
    • 18644368773 scopus 로고    scopus 로고
    • The effect of glass transition on the desired and undesired agglomeration of amorphous food powders
    • [34] Palzer, S., The effect of glass transition on the desired and undesired agglomeration of amorphous food powders. Chem. Eng. Sci. 60 (2005), 3959–3968.
    • (2005) Chem. Eng. Sci. , vol.60 , pp. 3959-3968
    • Palzer, S.1
  • 35
    • 78649492463 scopus 로고    scopus 로고
    • Effect of selected additives on microencapsulation of anthocyanin by spray drying
    • [35] Nayak, C., Rastogi, N.K., Effect of selected additives on microencapsulation of anthocyanin by spray drying. Dry. Technol. 28 (2010), 1396–1404.
    • (2010) Dry. Technol. , vol.28 , pp. 1396-1404
    • Nayak, C.1    Rastogi, N.K.2
  • 36
    • 0001284606 scopus 로고
    • Characterization of food polymers using state diagrams
    • [36] Roos, Y., Characterization of food polymers using state diagrams. J. Food Eng. 24 (1995), 339–360.
    • (1995) J. Food Eng. , vol.24 , pp. 339-360
    • Roos, Y.1
  • 37
    • 79551546296 scopus 로고    scopus 로고
    • Quantitative determination of anthocyanins in three sweet cherry varieties using diffuse reflectance infrared Fourier transform spectroscopy
    • [37] Pappas, C.S., Takidelli, C., Tsantili, E., Tarantilis, P.A., Polissiou, M.G., Quantitative determination of anthocyanins in three sweet cherry varieties using diffuse reflectance infrared Fourier transform spectroscopy. J. Food Compos. Anal. 24 (2011), 17–21.
    • (2011) J. Food Compos. Anal. , vol.24 , pp. 17-21
    • Pappas, C.S.1    Takidelli, C.2    Tsantili, E.3    Tarantilis, P.A.4    Polissiou, M.G.5
  • 39
    • 84988351598 scopus 로고    scopus 로고
    • Synthesis, characterization and modification of Gum Arabic microgels for hemocompatibility and antimicrobial studies
    • [39] Farooq, M., Sagbas, S., Sahiner, M., Siddiq, M., Turk, M., Aktas, N., Sahiner, N., Synthesis, characterization and modification of Gum Arabic microgels for hemocompatibility and antimicrobial studies. Carbohydr. Polym. 156 (2017), 380–389.
    • (2017) Carbohydr. Polym. , vol.156 , pp. 380-389
    • Farooq, M.1    Sagbas, S.2    Sahiner, M.3    Siddiq, M.4    Turk, M.5    Aktas, N.6    Sahiner, N.7
  • 40
    • 84899790911 scopus 로고    scopus 로고
    • Complexing of chlorogenic acid with b-cyclodextrins: inclusion effects, antioxidative properties and potential application in grape juice
    • [40] Shao, P., Zhang, J., Fang, Z., Sun, P., Complexing of chlorogenic acid with b-cyclodextrins: inclusion effects, antioxidative properties and potential application in grape juice. Food Hydrocoll. 41 (2014), 132–139.
    • (2014) Food Hydrocoll. , vol.41 , pp. 132-139
    • Shao, P.1    Zhang, J.2    Fang, Z.3    Sun, P.4
  • 41
    • 84989957486 scopus 로고    scopus 로고
    • Slow release of ciprofloxacin from - cyclodextrin containing drug delivery system through network formation and supramolecular interactions
    • [41] Singh, B., Dhiman, A., Kumar, R.A., Slow release of ciprofloxacin from - cyclodextrin containing drug delivery system through network formation and supramolecular interactions. Int. J. Biol. Macromol. 92 (2016), 390–400.
    • (2016) Int. J. Biol. Macromol. , vol.92 , pp. 390-400
    • Singh, B.1    Dhiman, A.2    Kumar, R.A.3
  • 42
    • 84922213952 scopus 로고    scopus 로고
    • Effect of spray drying on the physicochemical properties and color stability of the powdered pigment obtained from vinification byproducts of the Bordo grape (Vitis labrusca)
    • [42] Souza, V.B., Thomazini, M., Balieiro, J.C.C., Fávaro-Trindade, C.S., Effect of spray drying on the physicochemical properties and color stability of the powdered pigment obtained from vinification byproducts of the Bordo grape (Vitis labrusca). Food Bioprod. Process. 93 (2015), 39–50.
    • (2015) Food Bioprod. Process. , vol.93 , pp. 39-50
    • Souza, V.B.1    Thomazini, M.2    Balieiro, J.C.C.3    Fávaro-Trindade, C.S.4
  • 44
    • 84949595383 scopus 로고    scopus 로고
    • Interactions of milk α- and β-casein with malvidin-3-O-glucoside and their effects on the stability of grape skin anthocyanin extracts
    • [44] He, Z., Xu, M., Zeng, M., Qin, F., Chen, J., Interactions of milk α- and β-casein with malvidin-3-O-glucoside and their effects on the stability of grape skin anthocyanin extracts. Food Chem. 199 (2016), 314–322.
    • (2016) Food Chem. , vol.199 , pp. 314-322
    • He, Z.1    Xu, M.2    Zeng, M.3    Qin, F.4    Chen, J.5


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