메뉴 건너뛰기




Volumn 145, Issue , 2014, Pages 228-236

Nondestructive measurement of total volatile basic nitrogen (TVB-N) in pork meat by integrating near infrared spectroscopy, computer vision and electronic nose techniques

Author keywords

Computer vision (CV); Data fusion; Electronic nose (E nose); Near infrared spectroscopy (NIRS); Total volatile basic nitrogen (TVB N)

Indexed keywords

BACK-PROPAGATION ARTIFICIAL NEURAL NETWORK; DETERMINATION COEFFICIENTS; ELECTRONIC NOSE (E-NOSE); INDIVIDUAL CHARACTERISTICS; NON-DESTRUCTIVE MEASUREMENT; ROOT-MEAN-SQUARE ERROR OF PREDICTIONS; THREE DIFFERENT TECHNIQUES; TOTAL VOLATILE BASIC NITROGENS;

EID: 84883616804     PISSN: 03088146     EISSN: 18737072     Source Type: Journal    
DOI: 10.1016/j.foodchem.2013.06.073     Document Type: Article
Times cited : (267)

References (42)
  • 1
    • 78751580520 scopus 로고    scopus 로고
    • Determination of total volatile basic nitrogen (TVB-N) content and Warner-Bratzler shear force (WBSF) in pork using Fourier transform near infrared (FT-NIR) spectroscopy
    • J.R. Cai, Q.S. Chen, X.M. Wan, and J.W. Zhao Determination of total volatile basic nitrogen (TVB-N) content and Warner-Bratzler shear force (WBSF) in pork using Fourier transform near infrared (FT-NIR) spectroscopy Food Chemistry 126 3 2011 1354 1360
    • (2011) Food Chemistry , vol.126 , Issue.3 , pp. 1354-1360
    • Cai, J.R.1    Chen, Q.S.2    Wan, X.M.3    Zhao, J.W.4
  • 2
    • 70449404872 scopus 로고    scopus 로고
    • Feasibility study for the use of near-infrared spectroscopy in the quantitative analysis of TVB-N content in pork
    • J.R. Cai, X.M. Wan, and Q.S. Chen Feasibility study for the use of near-infrared spectroscopy in the quantitative analysis of TVB-N content in pork Acta Optica Sinica 29 10 2009 2808 2812
    • (2009) Acta Optica Sinica , vol.29 , Issue.10 , pp. 2808-2812
    • Cai, J.R.1    Wan, X.M.2    Chen, Q.S.3
  • 3
    • 34250889354 scopus 로고    scopus 로고
    • Application of genetic algorithm for selection of variables for the BLLS method applied to determination of pesticides and metabolites in wine
    • DOI 10.1016/j.aca.2006.12.023, PII S0003267006024020
    • R.L. Carneiro, J.W.B. Braga, C.B.G. Bottoli, and R.J. Poppi Application of genetic algorithm for selection of variables for the BLLS method applied to determination of pesticides and metabolites in wine Analytica Chimica Acta 595 1 2007 51 58 (Pubitemid 46990287)
    • (2007) Analytica Chimica Acta , vol.595 , Issue.1-2 SPEC. ISS. , pp. 51-58
    • Carneiro, R.L.1    Braga, J.W.B.2    Bottoli, C.B.G.3    Poppi, R.J.4
  • 4
    • 33846387184 scopus 로고    scopus 로고
    • Theory and application of near infrared reflectance spectroscopy in determination of food quality
    • DOI 10.1016/j.tifs.2006.09.003, PII S0924224406002524
    • H. Cen, and Y. He Theory and application of near infrared reflectance spectroscopy in determination of food quality Trends in Food Science & Technology 18 2 2007 72 83 (Pubitemid 46136904)
    • (2007) Trends in Food Science and Technology , vol.18 , Issue.2 , pp. 72-83
    • Cen, H.1    He, Y.2
  • 5
    • 80051798202 scopus 로고    scopus 로고
    • Application of linear/non-linear classification algorithms in discrimination of pork storage time using Fourier transform near infrared (FT-NIR) spectroscopy
    • Q.S. Chen, J.R. Cai, X.M. Wan, and J.W. Zhao Application of linear/non-linear classification algorithms in discrimination of pork storage time using Fourier transform near infrared (FT-NIR) spectroscopy LWT - Food Science and Technology 44 10 2011 2053 2058
    • (2011) LWT - Food Science and Technology , vol.44 , Issue.10 , pp. 2053-2058
    • Chen, Q.S.1    Cai, J.R.2    Wan, X.M.3    Zhao, J.W.4
  • 6
    • 58149510329 scopus 로고    scopus 로고
    • Identification of green tea's (Camellia sinensis (L.)) quality level according to measurement of main catechins and caffeine contents by HPLC and support vector classification pattern recognition
    • Q.S. Chen, Z.M. Guo, and J.W. Zhao Identification of green tea's (Camellia sinensis (L.)) quality level according to measurement of main catechins and caffeine contents by HPLC and support vector classification pattern recognition Journal of Pharmaceutical and Biomedical Analysis 48 5 2008 1321 1325
    • (2008) Journal of Pharmaceutical and Biomedical Analysis , vol.48 , Issue.5 , pp. 1321-1325
    • Chen, Q.S.1    Guo, Z.M.2    Zhao, J.W.3
  • 7
    • 80052339183 scopus 로고    scopus 로고
    • Discrimination of green tea quality using the electronic nose technique and the human panel test, comparison of linear and nonlinear classification tools
    • Q.S. Chen, J.W. Zhao, Z. Chen, H. Lin, and D.A. Zhao Discrimination of green tea quality using the electronic nose technique and the human panel test, comparison of linear and nonlinear classification tools Sensors and Actuators B: Chemical 159 1 2011 294 300
    • (2011) Sensors and Actuators B: Chemical , vol.159 , Issue.1 , pp. 294-300
    • Chen, Q.S.1    Zhao, J.W.2    Chen, Z.3    Lin, H.4    Zhao, D.A.5
  • 8
    • 77953621164 scopus 로고    scopus 로고
    • Determination of caffeine content and main catechins contents in green tea (Camellia sinensis L.) using taste sensor technique and multivariate calibration
    • Q.S. Chen, J.W. Zhao, Z.M. Guo, and X.Y. Wang Determination of caffeine content and main catechins contents in green tea (Camellia sinensis L.) using taste sensor technique and multivariate calibration Journal of Food Composition and Analysis 23 4 2010 353 358
    • (2010) Journal of Food Composition and Analysis , vol.23 , Issue.4 , pp. 353-358
    • Chen, Q.S.1    Zhao, J.W.2    Guo, Z.M.3    Wang, X.Y.4
  • 9
    • 44349087518 scopus 로고    scopus 로고
    • Identification of the green tea grade level using electronic tongue and pattern recognition
    • Q.S. Chen, J.W. Zhao, and S. Vittayapadung Identification of the green tea grade level using electronic tongue and pattern recognition Food Research International 41 5 2008 500 504
    • (2008) Food Research International , vol.41 , Issue.5 , pp. 500-504
    • Chen, Q.S.1    Zhao, J.W.2    Vittayapadung, S.3
  • 10
    • 79959955203 scopus 로고    scopus 로고
    • Multivariate data analysis applied to spectroscopy: Potential application to juice and fruit quality
    • D. Cozzolino, W.U. Cynkar, N. Shah, and P. Smith Multivariate data analysis applied to spectroscopy: Potential application to juice and fruit quality Food Research International 44 7 2011 1888 1896
    • (2011) Food Research International , vol.44 , Issue.7 , pp. 1888-1896
    • Cozzolino, D.1    Cynkar, W.U.2    Shah, N.3    Smith, P.4
  • 11
    • 22544459638 scopus 로고    scopus 로고
    • Learning techniques used in computer vision for food quality evaluation: A review
    • C.J. Du, and D.W. Sun Learning techniques used in computer vision for food quality evaluation: A review Journal of Food Engineering 72 1 2006 39 55
    • (2006) Journal of Food Engineering , vol.72 , Issue.1 , pp. 39-55
    • Du, C.J.1    Sun, D.W.2
  • 13
    • 80053570160 scopus 로고    scopus 로고
    • Application of image analysis and artificial neural network to predict mass transfer kinetics and color changes of osmotically dehydrated kiwifruit
    • M. Fathi, M. Mohebbi, and S.M.A. Razavi Application of image analysis and artificial neural network to predict mass transfer kinetics and color changes of osmotically dehydrated kiwifruit Food and Bioprocess Technology 4 2009 1 10
    • (2009) Food and Bioprocess Technology , vol.4 , pp. 1-10
    • Fathi, M.1    Mohebbi, M.2    Razavi, S.M.A.3
  • 16
    • 84856217271 scopus 로고    scopus 로고
    • Discrimination and prediction of multiple beef freshness indexes based on electronic nose
    • X. Hong, J. Wang, and Z. Hai Discrimination and prediction of multiple beef freshness indexes based on electronic nose Sensors and Actuators B: Chemical 161 1 2012 381 389
    • (2012) Sensors and Actuators B: Chemical , vol.161 , Issue.1 , pp. 381-389
    • Hong, X.1    Wang, J.2    Hai, Z.3
  • 17
    • 41149176448 scopus 로고    scopus 로고
    • A preliminary study using near infrared spectroscopy to evaluate freshness and detect spoilage in sliced pork meat
    • DOI 10.1556/AAlim.37.2008.1.9
    • K. Horvath, Z. Seregely, E. Andrassy, I. Dalmadi, and J. Farkas A preliminary study using near infrared spectroscopy to evaluate freshness and detect spoilage in sliced pork meat Acta Alimentaria 37 1 2008 93 102 (Pubitemid 351438455)
    • (2008) Acta Alimentaria , vol.37 , Issue.1 , pp. 93-102
    • Horvath, K.1    Seregely, Zs.2    Andrassy, E.3    Dalmadi, I.4    Farkas, J.5
  • 18
    • 84868159722 scopus 로고    scopus 로고
    • Simultaneous multi-component analysis of pork meat during bacterial spoiling process by FT-NIR evaluated with non-linear algorithm
    • L. Huang, J.W. Zhao, Y.H. Zhang, and Q.S. Chen Simultaneous multi-component analysis of pork meat during bacterial spoiling process by FT-NIR evaluated with non-linear algorithm Analytical Methods 4 2012 3816 3823
    • (2012) Analytical Methods , vol.4 , pp. 3816-3823
    • Huang, L.1    Zhao, J.W.2    Zhang, Y.H.3    Chen, Q.S.4
  • 19
    • 84870535960 scopus 로고    scopus 로고
    • Non-destructive prediction and visualization of chemical composition in lamb meat using NIR hyperspectral imaging and multivariate regression
    • M. Kamruzzaman, G. ElMasry, D.-W. Sun, and P. Allen Non-destructive prediction and visualization of chemical composition in lamb meat using NIR hyperspectral imaging and multivariate regression Innovative Food Science & Emerging Technologies 16 2012 218 226
    • (2012) Innovative Food Science & Emerging Technologies , vol.16 , pp. 218-226
    • Kamruzzaman, M.1    Elmasry, G.2    Sun, D.-W.3    Allen, P.4
  • 21
    • 0034793958 scopus 로고    scopus 로고
    • Objective quality assessment of raw tilapia (Oreochromis niloticus) fillets using electronic nose and machine vision
    • F. Korel, D. Luzuriaga, and M.Ö. Balaban Objective quality assessment of raw tilapia (Oreochromis niloticus) fillets using electronic nose and machine vision Journal of Food Science 66 7 2001 1018 1024 (Pubitemid 32972577)
    • (2001) Journal of Food Science , vol.66 , Issue.7 , pp. 1018-1024
    • Korel, F.1    Luzuriaga, D.A.2    Balaban, M.O.3
  • 22
    • 0345019845 scopus 로고    scopus 로고
    • Genetic algorithms applied to feature selection in PLS regression: How and when to use them
    • DOI 10.1016/S0169-7439(98)00051-3, PII S0169743998000513
    • R. Leardi, and A. Lupiáñez González Genetic algorithms applied to feature selection in PLS regression: How and when to use them Chemometrics and Intelligent Laboratory Systems 41 2 1998 195 207 (Pubitemid 28348346)
    • (1998) Chemometrics and Intelligent Laboratory Systems , vol.41 , Issue.2 , pp. 195-207
    • Leardi, R.1    Lupianez Gonzalez, A.2
  • 23
    • 0037150785 scopus 로고    scopus 로고
    • Variable selection for multivariate calibration using a genetic algorithm: Prediction of additive concentrations in polymer films from Fourier transform-infrared spectral data
    • DOI 10.1016/S0003-2670(02)00272-6, PII S0003267002002726
    • R. Leardi, M.B. Seasholtz, and R.J. Pell Variable selection for multivariate calibration using a genetic algorithm: Prediction of additive concentrations in polymer films from Fourier transform-infrared spectral data Analytica Chimica Acta 461 2 2002 189 200 (Pubitemid 34607456)
    • (2002) Analytica Chimica Acta , vol.461 , Issue.2 , pp. 189-200
    • Leardi, R.1    Seasholtz, M.B.2    Pell, R.J.3
  • 24
    • 0041856145 scopus 로고    scopus 로고
    • Prediction of technological and organoleptic properties of beef longissimus thoracis from near-infrared reflectance and transmission spectra
    • B. Leroy, S. Lambotte, O. Dotreppe, H. Lecocq, L. Istasse, and A. Clinquart Prediction of technological and organoleptic properties of beef longissimus thoracis from near-infrared reflectance and transmission spectra Meat Science 66 1 2003 45 54
    • (2003) Meat Science , vol.66 , Issue.1 , pp. 45-54
    • Leroy, B.1    Lambotte, S.2    Dotreppe, O.3    Lecocq, H.4    Istasse, L.5    Clinquart, A.6
  • 25
    • 61449252836 scopus 로고    scopus 로고
    • Freshness decay and shelf life predictive modelling of European sea bass (Dicentrarchus labrax) applying chemical methods and electronic nose
    • S. Limbo, N. Sinelli, L. Torri, and M. Riva Freshness decay and shelf life predictive modelling of European sea bass (Dicentrarchus labrax) applying chemical methods and electronic nose LWT - Food Science and Technology 42 5 2009 977 984
    • (2009) LWT - Food Science and Technology , vol.42 , Issue.5 , pp. 977-984
    • Limbo, S.1    Sinelli, N.2    Torri, L.3    Riva, M.4
  • 27
    • 80052169072 scopus 로고    scopus 로고
    • Prediction of TVB-N content in eggs based on electronic nose
    • P. Liu, and K. Tu Prediction of TVB-N content in eggs based on electronic nose Food Control 1 23 2012 177 183
    • (2012) Food Control , vol.1 , Issue.23 , pp. 177-183
    • Liu, P.1    Tu, K.2
  • 28
    • 40849094760 scopus 로고    scopus 로고
    • Electronic nose based on metal oxide semiconductor sensors as an alternative technique for the spoilage classification of red meat
    • E. Llobet, N. El Barbri, N. El Bari, X. Correig, and B. Bouchikhi Electronic nose based on metal oxide semiconductor sensors as an alternative technique for the spoilage classification of red meat Sensors 8 1 2008 142 156
    • (2008) Sensors , vol.8 , Issue.1 , pp. 142-156
    • Llobet, E.1    El Barbri, N.2    El Bari, N.3    Correig, X.4    Bouchikhi, B.5
  • 30
    • 0007367697 scopus 로고    scopus 로고
    • COST B 11. Technical University of Lodz, Institute of Electronics
    • Materka, A., & Strzelecki, M. (1998). Texture analysis methods - A review (pp. 9-11). COST B 11. Technical University of Lodz, Institute of Electronics.
    • (1998) Texture Analysis Methods - A Review , pp. 9-11
    • Materka, A.1    Strzelecki, M.2
  • 31
    • 0035342690 scopus 로고    scopus 로고
    • Effect of evacuation rate on the vacuum cooling process of a cooked beef product
    • DOI 10.1016/S0260-8774(00)00158-8
    • K. McDonald, and D.W. Sun Effect of evacuation rate on the vacuum cooling process of a cooked beef product Journal of Food Engineering 48 3 2001 195 202 (Pubitemid 32160693)
    • (2001) Journal of Food Engineering , vol.48 , Issue.3 , pp. 195-202
    • Mc Donald, K.1    Sun, D.-W.2
  • 32
    • 0342624797 scopus 로고    scopus 로고
    • Effect of injection level on the quality of a rapid vacuum cooled cooked beef product
    • DOI 10.1016/S0260-8774(00)00110-2
    • K. McDonald, D.W. Sun, and T. Kenny The effect of injection level on the quality of a rapid vacuum cooled cooked beef product Journal of Food Engineering 47 2 2001 139 147 (Pubitemid 32018015)
    • (2001) Journal of Food Engineering , vol.47 , Issue.2 , pp. 139-147
    • McDonald, K.1    Sun, D.-W.2    Kenny, T.3
  • 33
    • 74149090324 scopus 로고    scopus 로고
    • Assessment of meat freshness with metal oxide sensor microarray electronic nose: A practical approach
    • V.Y. Musatov, V.V. Sysoev, M. Sommer, and I. Kiselev Assessment of meat freshness with metal oxide sensor microarray electronic nose: A practical approach Sensors and Actuators B: Chemical 144 1 2010 99 103
    • (2010) Sensors and Actuators B: Chemical , vol.144 , Issue.1 , pp. 99-103
    • Musatov, V.Y.1    Sysoev, V.V.2    Sommer, M.3    Kiselev, I.4
  • 34
    • 0039550409 scopus 로고    scopus 로고
    • Comparison of methods used for determination of total volatile basic nitrogen (TVB-N) in rainbow trout (Oncorhynchus mykiss)
    • F. Özoǧul, and Y. Özoǧul Comparison of methods used for determination of total volatile basic nitrogen (TVB-N) in rainbow trout (Oncorhynchus mykiss) Turkish Journal of Zoology 24 1 2000 113 120
    • (2000) Turkish Journal of Zoology , vol.24 , Issue.1 , pp. 113-120
    • Özoǧul, F.1    Özoǧul, Y.2
  • 35
    • 79954575819 scopus 로고    scopus 로고
    • A comparison of artificial neural networks and partial least squares modelling for the rapid detection of the microbial spoilage of beef fillets based on Fourier transform infrared spectral fingerprints
    • E.Z. Panagou, F.R. Mohareb, A.A. Argyri, C.M. Bessant, and G.J.E. Nychas A comparison of artificial neural networks and partial least squares modelling for the rapid detection of the microbial spoilage of beef fillets based on Fourier transform infrared spectral fingerprints Food Microbiology 28 4 2011 782 790
    • (2011) Food Microbiology , vol.28 , Issue.4 , pp. 782-790
    • Panagou, E.Z.1    Mohareb, F.R.2    Argyri, A.A.3    Bessant, C.M.4    Nychas, G.J.E.5
  • 36
    • 13244298598 scopus 로고    scopus 로고
    • Histamine accumulation and histamine-forming bacteria in Indian anchovy (Stolephorus indicus)
    • DOI 10.1016/j.fm.2004.08.009, PII S074000200400108X
    • S. Rodtong, S. Nawong, and J. Yongsawatdigul Histamine accumulation and histamine-forming bacteria in Indian anchovy (Stolephorus indicus) Food Microbiology 22 5 2005 475 482 (Pubitemid 40191630)
    • (2005) Food Microbiology , vol.22 , Issue.5 , pp. 475-482
    • Rodtong, S.1    Nawong, S.2    Yongsawatdigul, J.3
  • 37
    • 84355166814 scopus 로고    scopus 로고
    • Simultaneous determination of tenderness and Escherichia coli contamination of pork using hyperspectral scattering technique
    • F.F. Tao, Y.K. Peng, Y.Y. Li, K.L. Chao, and S. Dhakal Simultaneous determination of tenderness and Escherichia coli contamination of pork using hyperspectral scattering technique Meat Science 90 3 2012 851 857
    • (2012) Meat Science , vol.90 , Issue.3 , pp. 851-857
    • Tao, F.F.1    Peng, Y.K.2    Li, Y.Y.3    Chao, K.L.4    Dhakal, S.5
  • 38
    • 69549138080 scopus 로고    scopus 로고
    • Simultaneous variable selection and outlier detection using a robust genetic algorithm
    • P. Wiegand, R. Pell, and E. Comas Simultaneous variable selection and outlier detection using a robust genetic algorithm Chemometrics and Intelligent Laboratory Systems 98 2 2009 108 114
    • (2009) Chemometrics and Intelligent Laboratory Systems , vol.98 , Issue.2 , pp. 108-114
    • Wiegand, P.1    Pell, R.2    Comas, E.3
  • 40
    • 41049117050 scopus 로고    scopus 로고
    • Electronic Nose with an Air Sensor Matrix for Detecting Beef Freshness
    • DOI 10.1016/S1672-6529(08)60008-6, PII S1672652908600086
    • Z. Zhang, J. Tong, D. Chen, and Y. Lan Electronic nose with an air sensor matrix for detecting beef freshness Journal of Bionic Engineering 5 1 2008 67 73 (Pubitemid 351423717)
    • (2008) Journal of Bionic Engineering , vol.5 , Issue.1 , pp. 67-73
    • Zhang, Z.1    Tong, J.2    Chen, D.-h.3    Lan, Y.-b.4
  • 41
    • 84885373427 scopus 로고    scopus 로고
    • Measurement of TVB-N content by multi-information fusion technique based on spectroscopy and imaging
    • J.W. Zhao, Y.H. Zhang, Q.S. Chen, L. Huang, and H. Xu Measurement of TVB-N content by multi-information fusion technique based on spectroscopy and imaging Laser & Optoelectronics Progress 49 6 2012 184 189
    • (2012) Laser & Optoelectronics Progress , vol.49 , Issue.6 , pp. 184-189
    • Zhao, J.W.1    Zhang, Y.H.2    Chen, Q.S.3    Huang, L.4    Xu, H.5
  • 42
    • 33750631694 scopus 로고    scopus 로고
    • Recent developments and applications of image features for food quality evaluation and inspection - A review
    • DOI 10.1016/j.tifs.2006.06.005, PII S0924224406002263
    • C. Zheng, D.W. Sun, and L. Zheng Recent developments and applications of image features for food quality evaluation and inspection-a review Trends in Food Science & Technology 17 12 2006 642 655 (Pubitemid 44692459)
    • (2006) Trends in Food Science and Technology , vol.17 , Issue.12 , pp. 642-655
    • Zheng, C.1    Sun, D.-W.2    Zheng, L.3


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.