Partial least squares analysis of near-infrared hyperspectral images for beef tenderness prediction
Tóm tắt
Tenderness is a primary determinant of consumer satisfaction of beef steaks. The objective of this study was to implement and test near-infrared (NIR) hyperspectral imaging to forecast 14-day aged, cooked beef tenderness from the hyperspectral images of fresh ribeye steaks (n = 319) acquired at 3–5 day post-mortem. A pushbroom hyperspectral imaging system (wavelength range: 900–1700 nm) with a diffuse-flood lighting system was developed. After imaging, steaks were vacuum-packaged and aged until 14 days postmortem. After aging, the samples were cooked and slice shear force (SSF) values were collected as a tenderness reference. After reflectance calibration, a Region-of-Interest (ROI) of 150 × 300 pixels at the center of longissimus muscle was selected. Partial least squares regression (PLSR) was carried out on each ROI image to reduce the dimension along the spectral axis. Gray-level textural co-occurrence matrix analysis with two quantization levels (64 and 256) was conducted on the PLSR bands to extract second-order statistical textural features. These features were then used in a canonical discriminant model to predict three beef tenderness categories, namely tender (SSF ≤ 205.80 N), intermediate (205.80 N < SSF < 254.80 N), and tough (SSF ≥ 254.80 N). The model with a quantization level of 256 performed better than the one with a quantization level of 64. This model correctly classified 242 out of 314 samples with an overall accuracy of 77.0%. Fat, protein, and water absorption bands were identified between 900 and 1700 nm. Our results show that NIR hyperspectral imaging holds promise as an instrument for forecasting beef tenderness.
Tài liệu tham khảo
USDA (1997) Available at: http://www.ams.usda.gov/lsg/stand/standards/beef-car.pdf, Accessed on 9 Feb 2004
R.C. Winger, C.J. Hagyard, in Quality Attributes and Their Measurement in Meat, Poultry and Fish Products. Advances in meat research series, eds. by A.M. Pearson, T.R. Dutson (Blackie Academic & Professional, London, UK, 1994) 9, 94
S.J. Boleman, S.L. Boleman, R.K. Miller, et al., J. Anim. Sci. 75, 1521 (1997)
J.L. Lusk, J.A. Fox, T.C. Schroeder, J. Mintert, M. Koohmaraie, Am. J. Agric. Econ. 83, 539 (2001)
S.D. Shackelford, T.L. Wheeler, M.K. Meade, J.O. Reagan, B.L. Byrnes, M. Koohmaraie, J. Anim. Sci. 79, 2605 (2001)
D.M. Feuz, W.J. Umberger, C.R. Calkins, B. Sitz, J. Agric. Res. Econ. 29, 501 (2004)
D.R. McKenna, D.L. Roebert, P.K. Bates, et al., J. Anim. Sci. 80, 1212 (2002)
NAMP (John Wiley & Sons, New Jersey, NJ, 2007)
L.E. Jeremiah, Food Res. Int. 29, 513 (1996)
T.L. Wheeler, L.V. Cundiff, R.M. Koch, J. Anim. Sci. 72, 3145 (1994)
C.L. Lorenzen, D.S. Hale, D.B. Griffin, et al., J. Anim. Sci. 71, 1495 (1993)
S.L. Boleman, S.J. Boleman, W.W. Morgan, et al., J. Anim. Sci. 76, 96 (1998)
J.B. Morgan, J.W. Savell, D.S. Hale, R.K. Miller, D.B. Griffin, H.R. Cross, S.D. Shackelford, J. Anim. Sci. 69, 3274 (1991)
J.C. Brooks, J.B. Belew, D.B. Griffin, et al., J. Anim. Sci. 78, 1852 (2000)
S.D. Shackelford, T.L. Wheeler, M. Koohmaraie, J. Anim. Sci. 77, 1474 (1999)
D.J. Vote, K.E. Belk, J.D. Tatum, J.A. Scanga, G.C. Smith, J. Anim. Sci. 81, 457 (2003)
D.M. Wulf, S.F. O’connor, J.D. Tatum, G.C. Smith, J. Anim. Sci. 75, 684 (1997)
D.M. WulfJ, K. Page, J. Anim. Sci. 78, 2595 (2000)
A.M. Wyle, R.C. Cannell, K.E. Belk, M. Goldberg, R. Rifle, G.C. Smith, Research Report (Department of Animal Science, Colorado State University, Fort Collins, CO, 1999)
A.M. Wyle, D.J. Vote, D.L. Roeber, et al., J. Anim. Sci. 81, 441 (2003)
J. Li, J. Tan, P. Shatadal, ASAE Annual International Meeting, ASAE Paper #99–3158 (1999)
J. Li, J. Tan, P. Shatadal, Meat Sci. 57, 341 (2001)
J. Li, J. Tan, F.A. Martz, H. Heymann, Meat Sci. 53, 17 (1999)
C. Zheng, D.W. Sun, L. Zheng, Trans. ASAE 49, 1447 (2006)
M. Mitsumoto, S. Maeda, T. Mitsuhashi, S. Ozawa, J. Food Sci. 59, 1493 (1991)
K.I. Hildrum, B.N. Nilsen, M. Mielnik, T. Naes, Meat Sci. 38, 67 (1994)
K.I. Hildrum, T. Isaksson, T. Næs, B.N. Nilsen, M. Rødbotten, P. Lea, J. Near Infrared Spectrosc. 3, 81 (1995)
R. Rødbotten, B.-H. Mevik, K.I. Hildrum, J. Near Infrared Spectrosc. 9, 199 (2001)
B. Park, Y.R. Chen, W.R. Hruschka, S.D. Shackelford, M. Koohmaraie, J. Anim. Sci. 76, 2115 (1998)
J. Subbiah, G.A. Kranzler, SPIE International Symposium (2003)
Y. Liu, B.G. Lyon, W.R. Windham, C.E. Realini, Pringle, T.D.D.S. Duckett, Meat Sci. 65, 1107 (2003)
B. Leroy, S. Lambotte, O. Dotreppe, H. Lecocq, L. Istasse, A. Clinquart, Meat Sci. 66, 45 (2003)
J.J. Xia, E.P. Berg, J.W. Lee, G. Yao, Meat Sci. 75, 78 (2006)
R. Lu, Trans. ASAE 46, 523 (2003)
X. Cheng, Y.R. Chen, Y. Tao, C.Y. Wang, M.S. Kim, A.M. Lefcourt, Trans. ASAE 47, 1313 (2004)
M.S. Kim, A.M. Lefcourt, K. Chao, Y.R. Chen, I. Kim, D.E. Chan, Trans. ASAE 45, 2027 (2002)
M.S. Kim, A.M. Lefcourt, Y.R. Chen, I. Kim, D.E. Chan, K. Chao, Trans. ASAE 45, 2039 (2002)
B. Park, K.C. Lawrence, W.R. Windham, R.J. Buhr, Trans. ASAE 45, 2017 (2002)
B. Park, S.C. Yoon, K.C. Lawrence, W.R. Windham, ASAE Annual International Meeting, ASAE Paper #04-3032 (2004)
B. Park, S.C. Yoon, K.C. Lawrence, W.R. Windham, ASAE Annual International Meeting, ASAE Paper #05-3071 (2005)
R.P. Cogdill, C.R. Hurdburgh, G.R. Rippke, Trans. ASAE 47, 311 (2004)
M. Koohmaraie, Meat Sci. 36, 93 (1994)
C.-J. Du, D.-W. Sun, Trans. ASAE 49, 441 (2006)
B. Park, Y.R. Chen, W.R. Hruschka, S.D. Shackelford, M. Koohmaraie, Trans. ASAE 44, 609 (2001)
K.C. Lawrence, B. Park, W.R. Windham, C. Mao, Trans. ASAE 46, 513 (2003)
J.S. Shenk, M.O. Westerhaus, Crop Sci. 31, 469 (1991)
R.M. Haralick, K. Shanmugan, I. Dinstein, IEEE Trans. Syst. Man Cybern. SMC-3, 610 (1973)
G. Konda Naganathan, L.M. Grimes, J. Subbiah, C.R. Calkins, ASAE Annual International Meeting, ASAE Paper #063036 (2006)
S.D. Shackelford, T.L. Wheeler, M. Koohmaraie, Meat Sci. 69, 409 (2005)
D.A. Burns, E.W. Ciurczak (2001) Handbook of near-infrared analysis
J.C. Paul, Sensing Instrum Food Qual Saf 30, 271 (1989)
M.S. Kim, Y.R. Chen, B.K. Cho, K. Chao, C.C. Yang, A.M. Lefcourt, D. Chan, Sens. Instrum. Food Qual. 1, 151 (2007)