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Volumn 7, Issue 6, 2014, Pages 1328-1336

Effects of Temperature, Time, and pH on the Stability of Anthocyanin Extracts: Prediction of Total Anthocyanin Content Using Nonlinear Models

Author keywords

ANFIS; ANN; Anthocyanin; Heat degradation; Modeling

Indexed keywords

ACIDITY; MEAN SQUARE ERROR; MODELS; NEURAL NETWORKS;

EID: 84901676765     PISSN: 19369751     EISSN: 1936976X     Source Type: Journal    
DOI: 10.1007/s12161-013-9753-y     Document Type: Article
Times cited : (75)

References (40)
  • 1
    • 34547573969 scopus 로고    scopus 로고
    • Formulation and fuzzy modeling of emulsion stability and viscosity of a gum-protein emulsifier in a model mayonnaise system
    • Abu Ghoush M, Samhouri M, Al-Holy M, Herald T (2008) Formulation and fuzzy modeling of emulsion stability and viscosity of a gum-protein emulsifier in a model mayonnaise system. J Food Eng 84: 348-357.
    • (2008) J Food Eng , vol.84 , pp. 348-357
    • Abu Ghoush, M.1    Samhouri, M.2    Al-Holy, M.3    Herald, T.4
  • 2
    • 84901662533 scopus 로고    scopus 로고
    • Anonymous. Available from. Accessed Feb 2008
    • Anonymous (2008) Preparing buffer systems. Available from http://lisanskimya. balikesir. edu. tr/~f10501/tam. htm. Accessed Feb 2008.
    • (2008) Preparing buffer systems
  • 3
    • 39149119265 scopus 로고    scopus 로고
    • Characterisation of anthocyanins in red cabbage using high resolution liquid chromatography coupled with photodiode array detection and electrospray ionization-linear ion trap mass spectrometry
    • Arapitsas P, Sjoberg PJR, Turner C (2008) Characterisation of anthocyanins in red cabbage using high resolution liquid chromatography coupled with photodiode array detection and electrospray ionization-linear ion trap mass spectrometry. Food Chem 109: 219-226.
    • (2008) Food Chem , vol.109 , pp. 219-226
    • Arapitsas, P.1    Sjoberg, P.J.R.2    Turner, C.3
  • 5
    • 1042301014 scopus 로고    scopus 로고
    • Stability of anthocyanin-based aqueous extracts of Andean purple corn and red-fleshed sweet potato compared to synthetic and natural colorants
    • Cevallos-Casals BA, Cisneros-Zevallos L (2004) Stability of anthocyanin-based aqueous extracts of Andean purple corn and red-fleshed sweet potato compared to synthetic and natural colorants. Food Chem 86: 69-77.
    • (2004) Food Chem , vol.86 , pp. 69-77
    • Cevallos-Casals, B.A.1    Cisneros-Zevallos, L.2
  • 6
    • 0038240755 scopus 로고    scopus 로고
    • Estimation, forecasting and extrapolation of flow data by artificial neural networks
    • Cigizoglu HK (2003) Estimation, forecasting and extrapolation of flow data by artificial neural networks. Hydrol Sci J 48: 349-361.
    • (2003) Hydrol Sci J , vol.48 , pp. 349-361
    • Cigizoglu, H.K.1
  • 7
    • 61349183076 scopus 로고    scopus 로고
    • Comprehensive study of anthocyanin-containing extracts from selected blackberry cultivars: extraction methods, stability, anticancer properties and mechanisms
    • Dai J, Gupte A, Gates L, Mumper RJA (2009) Comprehensive study of anthocyanin-containing extracts from selected blackberry cultivars: extraction methods, stability, anticancer properties and mechanisms. Food Chem Toxicol 47: 837-847.
    • (2009) Food Chem Toxicol , vol.47 , pp. 837-847
    • Dai, J.1    Gupte, A.2    Gates, L.3    Mumper, R.J.A.4
  • 8
    • 0035147348 scopus 로고    scopus 로고
    • Light and heat sensitivity of red cabbage extract in soft drink model systems
    • Dyrby M, Westergaard N, Stapelfeldt H (2001) Light and heat sensitivity of red cabbage extract in soft drink model systems. Food Chem 72: 431-437.
    • (2001) Food Chem , vol.72 , pp. 431-437
    • Dyrby, M.1    Westergaard, N.2    Stapelfeldt, H.3
  • 9
    • 33846255056 scopus 로고    scopus 로고
    • Microencapsulation of anthocyanin pigments of black carrot (Daucus carota L.) by spray drier
    • Ersus S, Yurdagel U (2007) Microencapsulation of anthocyanin pigments of black carrot (Daucus carota L.) by spray drier. J Food Eng 80: 805-812.
    • (2007) J Food Eng , vol.80 , pp. 805-812
    • Ersus, S.1    Yurdagel, U.2
  • 11
    • 0028543366 scopus 로고
    • Training feed forward networks with the Marquardt algorithm
    • Hagan MT, Menhaj MB (1994) Training feed forward networks with the Marquardt algorithm. IEEE Trans Neural Networ 6: 861-867.
    • (1994) IEEE Trans Neural Networ , vol.6 , pp. 861-867
    • Hagan, M.T.1    Menhaj, M.B.2
  • 13
    • 70449488012 scopus 로고    scopus 로고
    • Use of neural networks and neural network inverse in optimizing food processes
    • Hernandez JA (2009) Use of neural networks and neural network inverse in optimizing food processes. CAB Rev: Perspect Agric Vet Sci Nutr Nat Resour 4(61): 1-11.
    • (2009) CAB Rev: Perspect Agric Vet Sci Nutr Nat Resour , vol.4 , Issue.61 , pp. 1-11
    • Hernandez, J.A.1
  • 14
    • 4444372297 scopus 로고
    • Characterization of anthocyanin-containing colorants and fruit juices by HPLC/photodiode array detection
    • Hong V, Wrolstad RE (1990) Characterization of anthocyanin-containing colorants and fruit juices by HPLC/photodiode array detection. J Agric Food Chem 38: 698-708.
    • (1990) J Agric Food Chem , vol.38 , pp. 698-708
    • Hong, V.1    Wrolstad, R.E.2
  • 15
    • 33847250435 scopus 로고    scopus 로고
    • Applications of artificial neural networks (ANNs) in food science
    • Huang Y, Kangas LJ, Rasco BR (2007) Applications of artificial neural networks (ANNs) in food science. Crit Rev Food Sci 47: 113-126.
    • (2007) Crit Rev Food Sci , vol.47 , pp. 113-126
    • Huang, Y.1    Kangas, L.J.2    Rasco, B.R.3
  • 16
    • 0027601884 scopus 로고
    • ANFIS: adaptive-network-based fuzzy inference system
    • Jang J-SR (1993) ANFIS: adaptive-network-based fuzzy inference system. IEEE Trans Syst Man Cybern 23: 665-685.
    • (1993) IEEE Trans Syst Man Cybern , vol.23 , pp. 665-685
    • Jang, J.-S.R.1
  • 17
    • 10044258778 scopus 로고    scopus 로고
    • Quantification of anthocyanins in black carrot extracts (Daucus carota ssp. sativus var. atrorubens Alef.) and evaluation of their color properties
    • Kammerer D, Carle R, Schieber A (2004) Quantification of anthocyanins in black carrot extracts (Daucus carota ssp. sativus var. atrorubens Alef.) and evaluation of their color properties. Eur Food Res Technol 219: 479-486.
    • (2004) Eur Food Res Technol , vol.219 , pp. 479-486
    • Kammerer, D.1    Carle, R.2    Schieber, A.3
  • 18
    • 82855165145 scopus 로고    scopus 로고
    • Comparison of adaptive neuro-fuzzy inference system and artificial neural networks for estimation of oxidation parameters of sunflower oil added with some natural byproduct extracts
    • Karaman S, Ozturk I, Yalcin H, Kayacier A, Sagdic O (2011) Comparison of adaptive neuro-fuzzy inference system and artificial neural networks for estimation of oxidation parameters of sunflower oil added with some natural byproduct extracts. J Sci Food Agric 92: 49-58.
    • (2011) J Sci Food Agric , vol.92 , pp. 49-58
    • Karaman, S.1    Ozturk, I.2    Yalcin, H.3    Kayacier, A.4    Sagdic, O.5
  • 19
    • 33947114780 scopus 로고    scopus 로고
    • A novel method for color determination of edible oils in L*a*b* format
    • Kilic K, Onal-Ulusoy B, Boyaci IH (2007) A novel method for color determination of edible oils in L*a*b* format. Eur Food Res Technol 109: 157-164.
    • (2007) Eur Food Res Technol , vol.109 , pp. 157-164
    • Kilic, K.1    Onal-Ulusoy, B.2    Boyaci, I.H.3
  • 20
    • 0345760166 scopus 로고    scopus 로고
    • Thermal stability of black carrot anthocyanins in blood orange juice
    • Kirca A, Özkan M, Cemeroǧlu B (2003) Thermal stability of black carrot anthocyanins in blood orange juice. J Food Qual 26(5): 361-366.
    • (2003) J Food Qual , vol.26 , Issue.5 , pp. 361-366
    • Kirca, A.1    Özkan, M.2    Cemeroǧlu, B.3
  • 21
    • 33747036428 scopus 로고    scopus 로고
    • Effects of temperature, solid content and pH on the stability of black carrot anthocyanins
    • Ki{dotless}rca A, Özkan M, Cemeroglu B (2007) Effects of temperature, solid content and pH on the stability of black carrot anthocyanins. Food Chem 101: 212-218.
    • (2007) Food Chem , vol.101 , pp. 212-218
    • Kirca, A.1    Özkan, M.2    Cemeroglu, B.3
  • 22
    • 33748933705 scopus 로고    scopus 로고
    • Daily pan evaporation modelling using a neuro-fuzzy computing technique
    • Kisi O (2006) Daily pan evaporation modelling using a neuro-fuzzy computing technique. J Hydrol 329: 636-646.
    • (2006) J Hydrol , vol.329 , pp. 636-646
    • Kisi, O.1
  • 23
    • 34548146808 scopus 로고    scopus 로고
    • Streamflow forecasting using different artificial neural network algorithms
    • Kisi O (2007) Streamflow forecasting using different artificial neural network algorithms. J Hydrol Eng 12: 532-539.
    • (2007) J Hydrol Eng , vol.12 , pp. 532-539
    • Kisi, O.1
  • 24
    • 49249124899 scopus 로고    scopus 로고
    • Residues of grape (Vitis vinifera L.) seed oil production as a valuable source of phenolic antioxidants
    • Maier T, Schieber A, Kammerer DR, Carle R (2009) Residues of grape (Vitis vinifera L.) seed oil production as a valuable source of phenolic antioxidants. Food Chem 112: 551-559.
    • (2009) Food Chem , vol.112 , pp. 551-559
    • Maier, T.1    Schieber, A.2    Kammerer, D.R.3    Carle, R.4
  • 27
    • 34247112344 scopus 로고    scopus 로고
    • Anthocyanins from red cabbage stability to simulated gastrointestinal digestion
    • McDougall GJ, Fyffe S, Dobson P, Stewart D (2007) Anthocyanins from red cabbage stability to simulated gastrointestinal digestion. Phytochemistry 68: 1285-1294.
    • (2007) Phytochemistry , vol.68 , pp. 1285-1294
    • McDougall, G.J.1    Fyffe, S.2    Dobson, P.3    Stewart, D.4
  • 28
    • 1942490118 scopus 로고    scopus 로고
    • A neuro-fuzzy computing technique for modeling hydrological time series
    • Nayak PC, Sudheer KP, Rangan DM, Ramasastri KS (2004) A neuro-fuzzy computing technique for modeling hydrological time series. J Hydrol 291: 52-66.
    • (2004) J Hydrol , vol.291 , pp. 52-66
    • Nayak, P.C.1    Sudheer, K.P.2    Rangan, D.M.3    Ramasastri, K.S.4
  • 29
    • 0040875514 scopus 로고
    • Food colors
    • Newsome RL (1986) Food colors. Food Technol 40: 49-56.
    • (1986) Food Technol , vol.40 , pp. 49-56
    • Newsome, R.L.1
  • 30
    • 65649132258 scopus 로고    scopus 로고
    • Stability and antioxidative properties of acylated anthocyanins in three cultivars of red cabbage (Brassica oleracea L. var. capitata L. f. rubra)
    • Pliszka B, Huszcza-Ciolkowska G, Mieleszko E, Czaplicki S (2009) Stability and antioxidative properties of acylated anthocyanins in three cultivars of red cabbage (Brassica oleracea L. var. capitata L. f. rubra). J Sci Food Agric 89: 1154-1158.
    • (2009) J Sci Food Agric , vol.89 , pp. 1154-1158
    • Pliszka, B.1    Huszcza-Ciolkowska, G.2    Mieleszko, E.3    Czaplicki, S.4
  • 31
    • 0031001718 scopus 로고    scopus 로고
    • A comparison of quantitative structure-activity relationships for the effect of benzoic and cinnamic acids on Listeria monocytogenes using multiple linear regression, artificial neural network and fuzzy systems
    • Ramos-Nino ME, Ramirez-Rodriguez CA, Clifford MN, Adams MR (1997) A comparison of quantitative structure-activity relationships for the effect of benzoic and cinnamic acids on Listeria monocytogenes using multiple linear regression, artificial neural network and fuzzy systems. J Appl Microbiol 82: 168-176.
    • (1997) J Appl Microbiol , vol.82 , pp. 168-176
    • Ramos-Nino, M.E.1    Ramirez-Rodriguez, C.A.2    Clifford, M.N.3    Adams, M.R.4
  • 32
    • 33745187589 scopus 로고    scopus 로고
    • Polyphenol constituents and antioxidant activity of grape pomace extracts from five Sicilian red grape cultivars
    • Ruberto G, Renda A, Daquino C, Amico V, Spatafora C, Tringali C, De Tommasi N (2007) Polyphenol constituents and antioxidant activity of grape pomace extracts from five Sicilian red grape cultivars. Food Chem 100: 203-210.
    • (2007) Food Chem , vol.100 , pp. 203-210
    • Ruberto, G.1    Renda, A.2    Daquino, C.3    Amico, V.4    Spatafora, C.5    Tringali, C.6    De Tommasi, N.7
  • 34
    • 84975879158 scopus 로고    scopus 로고
    • Estimation of sweet cherry antioxidant activity and anthocyanin content during ripening by artificial neural network-assisted image processing technique
    • Taghadomi-Saberi S, Omid M, Emam-Djomeh Z, Ahmadi H (2013a) Estimation of sweet cherry antioxidant activity and anthocyanin content during ripening by artificial neural network-assisted image processing technique. Int J Food Sci Technol 48: 735-741.
    • (2013) Int J Food Sci Technol , vol.48 , pp. 735-741
    • Taghadomi-Saberi, S.1    Omid, M.2    Emam-Djomeh, Z.3    Ahmadi, H.4
  • 35
    • 84887231040 scopus 로고    scopus 로고
    • Evaluating the potential of artificial neural network and neuro-fuzzy techniques for estimating antioxidant activity and anthocyanin content of sweet cherry during ripening by using image processing
    • in press (DOI 10. 1002/jsfa. 6202)
    • Taghadomi-Saberi S, Omid M, Emam-Djomeh Z, Ahmadi H (2013) Evaluating the potential of artificial neural network and neuro-fuzzy techniques for estimating antioxidant activity and anthocyanin content of sweet cherry during ripening by using image processing. J Sci Food Agric, in press (DOI 10. 1002/jsfa. 6202).
    • (2013) J Sci Food Agric
    • Taghadomi-Saberi, S.1    Omid, M.2    Emam-Djomeh, Z.3    Ahmadi, H.4
  • 36
    • 4444315725 scopus 로고    scopus 로고
    • Colour stability of anthocyanins in aqueous solutions at various pH values
    • Torskangerpoll K, Andersen ØM (2005) Colour stability of anthocyanins in aqueous solutions at various pH values. Food Chem 89: 427-440.
    • (2005) Food Chem , vol.89 , pp. 427-440
    • Torskangerpoll, K.1    Andersen, Ø.M.2
  • 37
    • 34247524069 scopus 로고    scopus 로고
    • Colour changes of a preparation from red cabbage during storage in a model system
    • Walkowiak-Tomczak D, Czapski J (2007) Colour changes of a preparation from red cabbage during storage in a model system. Food Chem 104: 709-714.
    • (2007) Food Chem , vol.104 , pp. 709-714
    • Walkowiak-Tomczak, D.1    Czapski, J.2
  • 38
    • 34247515501 scopus 로고    scopus 로고
    • Degradation kinetics of anthocyanins in blackberry juice and concentrate
    • Wang W-D, Xu S-Y (2007) Degradation kinetics of anthocyanins in blackberry juice and concentrate. J Food Eng 82: 271-275.
    • (2007) J Food Eng , vol.82 , pp. 271-275
    • Wang, W.-D.1    Xu, S.-Y.2
  • 39
    • 0005116074 scopus 로고    scopus 로고
    • Comparison of kinetics, neural network and fuzzy logic in modelling texture changes of dry peas in long time cooking
    • Xie G, Xiong R, Church I (1999) Comparison of kinetics, neural network and fuzzy logic in modelling texture changes of dry peas in long time cooking. Lebensm Wiss Technol 31: 639-647.
    • (1999) Lebensm Wiss Technol , vol.31 , pp. 639-647
    • Xie, G.1    Xiong, R.2    Church, I.3
  • 40
    • 79955584657 scopus 로고    scopus 로고
    • Prediction of effect of natural antioxidant compounds on hazelnut oil oxidation by adaptive neuro-fuzzy inference system and artificial neural network
    • Yalcin H, Ozturk I, Karaman S, Kisi O, Sagdic O, Kayacier A (2011) Prediction of effect of natural antioxidant compounds on hazelnut oil oxidation by adaptive neuro-fuzzy inference system and artificial neural network. J Food Sci 76: T112-T120.
    • (2011) J Food Sci , vol.76
    • Yalcin, H.1    Ozturk, I.2    Karaman, S.3    Kisi, O.4    Sagdic, O.5    Kayacier, A.6


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