Abstract
Over the last two decades, near-infrared spectroscopy (NIRS) has established itself as a non-destructive analytical technique in a variety of disciplines. However, recent technological advancements in hardware design and data mining techniques have unleashed the potential of NIRS to become a tool of choice for routine analyses of agricultural products. The current paper synthesizes the status of NIRS in the agri-food industry in terms of hardware and software development as well as the direction in which the NIRS research is headed. An extensive review of literature reveals that the emphasis on hardware development is focused on developing compact, robust, and portable spectrometers and hyperspectral imaging (HSI) systems. The software development on the other hand is geared towards developing better preprocessing, analyses, and modeling techniques using chemometrics, support vector machines, and artificial neural networks. The four main agri-food sectors identified to be the beneficiaries of this research revolution are grain quality monitoring; post-harvest handling of fruits and vegetables; identification of contaminants in animal produce and feed; and food safety and authenticity. Apart from discussing the aforementioned topics, the paper also provides food scientists some working knowledge on parameters crucial to the performance of spectral and imaging systems. It is expected that further development of NIRS will help agricultural and food scientists to enhance the quality and safety of our food.
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References
W. Herschel, Philos. Trans. R. Soc. London 90, 284 (1800)
W.F. McClure, J. Near Infrared Spectrosc. 11, 487 (2003)
C.E. Miller, in Near-infrared Technology in the Agricultural and Food Industries, 2nd edn., Chapter 2, ed. by P.C. Williams, K.H. Norris (AACC, St. Paul, MN, 2001) pp. 19–37
D.R. Massie, K.H. Norris, Trans. ASAE 8(4), 598 (1965)
G.D. Batten, J. Near Infrared Spectrosc. 6, 105 (1998)
D.A. Burns, E.W. Ciurczak, Handbook of Near-infrared Analysis (Marcel Dekker Inc., New York, 1992)
J.J. Workman, Appl. Spectrosc. Rev. 34(1&2), 1 (1999)
D.L. Wetzel, Anal. Chem. 55, 1165A (1983)
W.F. McClure, in Near-infrared Spectroscopy in Food Science and Technology, Chapter 1, ed. by Y. Ozaki, W. Fred McClure, A.A. Christy (Wiley-Interscience, Hoboken, NJ, 2007) pp. 1–10
R.P. Cogdill, C.A. Anderson, J. Near Infrared Spectrosc. 13, 119 (2005)
W.F. McClure, S. Tsuchikawa, in Near-infrared Spectroscopy in Food Science and Technology, Chapter 4.1, ed. by Y. Ozaki, W. Fred McClure, A.A. Christy (Wiley-Interscience, Hoboken, NJ, 2007) pp. 75–107
S.C. Rutan, Chemom. Intell. Lab. Syst. 15(2–3), 137 (1992)
M.C. Pasikatan, J.L. Steele, C.K. Spillmand, E. Haquee, J. Near Infrared Spectrosc. 9(3), 153 (2001)
C. Sandorfy, R. Buchet, G. Lachenal, in Near-infrared Spectroscopy in Food Science and Technology, Chapter 2, ed. by Y. Ozaki, W. Fred McClure, A.A. Christy (Wiley-Interscience, Hoboken, NJ, 2007) pp. 11–46
Y. Ozaki, S. Šašic, J.H. Jiang, J. Near Infrared Spectrosc. 9(2), 63 (2001)
Y. Ozaki, Y. Katsumoto, J.H. Jiang, Y. Liang, in Useful and Advanced Information in the Field of Near Infrared Spectroscopy, ed. by S. Tsuchikawa (Resarch Signpost, Trivandrum, 2003) pp. 1–16
P. Stchur, D. Cleveland, J. Zhou, R.G. Michel, Appl. Spectrosc. Rev. 37(4), 383 (2002)
J. Coates, Appl. Spectrosc. Rev. 33(4), 267 (1998)
Y. Chen, K. Chao, M.S. Kim, Comput. Electron. Agric. 36, 173 (2002)
P. Geladi, Spectrochim. Acta Part B 58, 767 (2003)
P. Geladi, B. Sethson, J. Nystrfm, T. Lillhongad, T. Lestandera, J. Burger, Spectrochim. Acta Part B 59, 1347 (2004)
D.A. Burns, E.W. Ciurczak, Handbook of Near-Infrared Analysis (CRC Press, Boca Raton, FL, 2001)
P.C. Williams, K. Norris, Near-Infrared Technology in the Agricultural and Food Industries (American Association of Cereal Chemists, Inc., St. Paul, Minnesota, USA, 2001)
Y. Ozaki, W.F. McClure, A.A. Christy, Near-infrared Spectroscopy in Food Science and Technology (Wiley-Interscience, Hoboken, NJ, 2006)
D.L. Wetzel, in Near-infrared Technology in the Agricultural and Food Industries, 2nd edn., Chapter 7, ed. by P.C. Williams, K.H. Norris (AACC, St. Paul, MN, 2001) pp. 129–144
J.J. Workman, D.A. Burns, in Handbook of Near-Infrared Analysis, 2nd edn., Chapter 4, ed. by D.A. Burns, E.W. Ciurczak (CRC Press, Boca Raton, FL, 2001) pp. 53–70
B.G. Osborne, T. Fearn, P.H. Hindle, Practical NIR Spectroscopy: with Applications in Food and Beverage Analysis, 2nd edn. (Longman Scientific & Technical, Essex, England, 1993)
W.F. McClure, in Near-infrared Technology in the Agricultural and Food Industries, 2nd edn., Chapter 6, ed. by P.C. Williams, K.H. Norris (AACC, St. Paul, MN, 2001) pp. 109–128
P. Butz, C. Hofmann, B. Tauscher, J. Food Sci. 70(9), R131 (2005)
W.F. McClure, D. Moody, D.L. Stanfield, O. Kinoshita, Appl. Spectrosc. 56(6), 720 (2002)
P. Butz, R. Lindauer, B. Tauscher, C. Merkel, in Near Infrared Spectroscopy. Proceedings of the 10th Intl. Conference, ed. by A.M.C. Davies, R.K. Cho (NIR Publications, Charlton, Chichester, UK, 2002), pp. 519–524
H. Sato, N. Saito, K. Akagawa, S. Wade, H. Tashiro, J. Near Infrared Spectrosc. 11, 295 (2003)
D.C. O’Shea, Elements of Modern Optical Design (John Wiley & Sons, New York, 1985)
C.A. Watson, D. Carville, E. Dikeman, G. Daigger, G.D. Booth, Cereal Chem. 53(2), 214 (1976)
N. Gat, in Wavelet Applications VII, SPIE Proceedings, vol. 4056, ed. by H.H. Szu, M. Vetterli, W.J. Campbell, J.R. Buss (2000) p. 50
D.L. Wetzel, A.J. Eilert, J.A. Sweat, in Handbook of Vibrational Spectroscopy, vol. 1, ed. by J. Chalmers, P. Griffiths (Wiley, Chichester, UK, 2001) pp. 436–452
C. Palmer, Diffraction Grating Handbook, 5th edn. (Richardson grating laboratory, Rochester, NY, 2002)
D.M. Mayes, J.B. Callis, Appl. Spectrosc. 43(1), 27 (1989)
R.B. Bilhorn, J.V. Sweedler, P.M. Epperson, M.B. Denton, Appl. Spectrosc. 41(7), 1114 (1987)
J. Wilson, J.F.B. Hawkes, Optoelectronics, An Introduction, 2nd edn. (Prentice-Hall, New York, 1989)
I. Noiseux, W. Long, A. Cournoyer, M. Vernon, Appl. Spectrosc. 58(8), 1010 (2004)
S. Saranwong, S. Kawano, in Near-infrared Spectroscopy in Food Science and Technology, Chapter 7.2, ed. by Y. Ozaki, W. Fred McClure, A.A. Christy (Wiley-Interscience, Hoboken, NJ, 2007) pp. 219–245
A. Peirs, N. Scheerlinck, J.D. Baerdemaeker, B.M. Nicolaï, J. Near Infrared Spectrosc. 11, 379 (2003)
M.S. Kim, Y.R. Chen, P.M. Mehl, Trans. ASAE 44(3), 721 (2001)
B. Park, K.C. Lawrence, W.R. Windham, R.J. Buhr, Trans. ASAE 45(6), 2017 (2002)
P. Martinsen, P. Schaare, M. Andrews, J. Near Infrared Spectrosc. 7, 17 (1999)
B.M. Nicolaï, E. Lötze, A. Peirs, N. Scheerlinck, K.I. Theron, Postharvest Biol. Technol. 40, 1 (2006)
C.D. Tran, Anal. Lett. 38, 735 (2005)
C.D. Tran, Fresenius J. Anal. Chem. 369, 313 (2001)
O. Kleynen, V. Leemans, M.F. Destain, J. Food Eng. 69, 41 (2005)
M.E. Martin, M. Wabuyele, M. Panjehpour, B. Overholt, R. DeNovo, S. Kennel, G. Cunningham, T. Vo-Dinh, Med. Eng. Phys. 28, 149 (2006)
M.S. Kim, A.M. Lefcourt, Y. Chen, Y. Tao, J. Food Eng. 71, 85 (2005)
C.D. Tran, Y. Cui, S. Smirnov, Anal. Chem. 70, 4701 (1998)
M.D. Evans, C.N. Thai, J.C. Grant, Trans. ASAE 41(6), 1845 (1998)
W. Wang, J. Paliwal, in Photonic Applications in Biosensing and Imaging, SPIE Proceedings, vol. 5969, ed. by W.C.W. Chan, K. Yu, U.J. Krull, R.I. Hornsey, B.C. Wilson, R.A. Weersink (2005) p. 644
Y. Peng, R. Lu, ASAE Paper No. 056172 (ASAE, St. Joseph, MI, USA, 2005)
C.D. Tran, Appl. Spectrosc. Rev. 38(2), 133 (2003)
B.J. Kip, T. Berghmans, P. Palmen, A. van der Pol, M. Huys, H. Hartwig, M. Scheepers, D. Wienke, Vib. Spectrosc. 24, 75 (2000)
M. Kumagai, N. Matsuura, H. Li, N. Ohisa, T. Amano, N. Ogawa, J. Near Infrared Spectrosc. 12(2), 127 (2004)
Z. He, W. Lian, M. Wu, Y. Chen, L. Tang, J. Luo, J. Near Infrared Spectrosc. 14, 45 (2006)
K.B. Walsh, J.A. Guthrie, J.W. Burney, Aust. J. Plant Physiol. 27, 1175 (2000)
C.P. Bacon, Y. Mattley, R. DeFrece, Rev. Sci. Instrum. 75(1), 1 (2004)
T. Temma, K. Hanamatsu, F. Shinoki, J. Near Infrared Spectrosc. 10, 77 (2002)
M.E. Gehm, S.T. McCain, N.P. Pitsianis, D.J. Brady, P. Potuluri, M.E. Sullivan, Appl. Opt. 45(13), 2965 (2006)
W. Wang, J. Paliwal, Meas. Sci. Technol. 17, 2698 (2006)
D.P. Ariana, D.E. Guyer, B.P. Shrestha, Comput. Electron. Agric. 50(2), 148 (2006)
M.S. Kim, A.M. Lefcourt, K. Chao, Y.R. Chen, I. Kim, D.E. Chan, Trans. ASAE 45(6), 2027 (2002)
M.S. Kim, A.M. Lefcourt, Y.R. Chen, I. Kim, D.E. Chan, K. Chao, Transac. ASAE 45(6), 2039 (2002)
A.M. Lefcourt, M.S. Kim, Y. Chen, Comput. Electron. Agric. 48, 63 (2005)
S.R. Lowry, J. Hyatt, W.J. McCarthy, Appl. Spectrosc. 54(3), 450 (2000)
G.W. Halsey, D.E. Jennings, J. Opt. Soc. Am. B 2(5), 837 (1985)
P. Geladi, J. Burger, T. Lestander, Chemom. Intell. Lab. Syst. 72, 209 (2004)
G. Polder, G.W.A.M. van der Heijden, L.C.P. Keizer, I.T. Young, J. Near Infrared Spectrosc. 11, 193 (2003)
E.L. Dereniak, D.G. Crowe, Optical Radiation Detectors (John Wiley & Sons, Inc., New York, 1984)
M.W. Burke, Handbook of Machine Vision Engineering: Volume 1. Image Acquisition (Chapman & Hall, London, 1996)
J.C. Mullikin, L.J. van Vliet, H. Netten, F.R. Boddeke, G. van der Feltz, I.T. Young, in Image Acquisition and Scientific Imaging Systems, SPIE Proceedings, vol. 2173, ed. by H.C. Titus, A. Waks (1994) p. 73
W. Wang, J. Morrison, J. Paliwal, CSBE/SCGAB Paper No. 06-127 (CSBE/SCGAB, Winnipeg, MB, Canada 2006)
J.W. Blaker, W.M. Rosenblum, Optics-an Introduction for Students of Engineering (Macmillan Publishing company, New York, 1993)
J. Morrison, W. Wang, J. Paliwal, CSBE/SCGAB Paper No. MBSK 06-108 (CSBE/SCGAB, Winnipeg, MB, Canada 2006)
K.C. Lawrence, B. Park, W.R. Windham, C. Mao, Trans. ASAE 46(2), 513 (2002)
B.R. Kowalski, Anal. Chem. 52, 112R (1980)
B.K. Lavine, Anal. Chem. 72, 91R (2000)
J. Workman Jr., Chemom. Intell. Lab. Syst. 60, 13 (2002)
B.K. Lavine, J. Workman Jr., Anal. Chem. 74, 2763 (2002)
D.L. Massart, B.G.M. Vandenginste, S.N. Deming, Y. Michotte, L. Kaufmann, Chemometrics: A Textbook (Elsevier, Amsterdam, Netherland, 1988)
M. Blanco, I. Villarroya, Trends Anal. Chem. 21(4), 240 (2002)
Y. Ozaki, S. Morita, Y. Du, in Near-infrared Spectroscopy in Food Science and Technology, Chapter 3, ed. by Y. Ozaki, W. Fred McClure, A.A. Christy (Wiley-Interscience, Hoboken, NJ, 2007) pp. 43–72
W.F. McClure, A.M.C. Davies, in Analytical Applications of Spectroscopy, ed. by C.S. Creaser, A.M.C. Davies (Royal Society of Chemistry, London, UK, 1988) pp. 414–436
A. Savitsky, M.J.E. Golay, Anal. Chem. 36(8), 1627 (1964)
W.R. Hruschka, in Near-infrared Technology in the Agricultural and Food Industries, 2nd edn., Chapter 3, ed. by P.C. Williams, K.H. Norris (AACC, St. Paul, MN, 2001) pp. 39–58
F. Holler, D.H. Burns, J.B. Callis, Appl. Spectrosc. 43, 877 (1989)
A.T. Giese, C.S. French, Appl. Spectrosc. 9, 78 (1955)
D.P. Law, A.B. Blakeney, R. Tkachuk, J. Near Infrared Spectrosc. 4, 189 (1996)
T. Isaksson, T. Næs, Appl. Spectrosc. 42(7), 1273 (1988)
P. Geladi, D. Macdougall, H. Martens, Appl. Spectrosc. 39(3), 491 (1985)
I.S. Helland, T. Næs, T. Isaksson, Chemom. Intell. Lab. Syst. 29, 233 (1995)
R.J. Barnes, M.S. Dhanoa, S.J. Lister, Appl. Spectrosc. 43(5), 772 (1989)
V.J. Barclay, R.F. Bonner, Anal. Chem. 69, 78 (1997)
F. Chau, Y. Liang, J. Gao, X. Shao, Chemometrics: From Basics to Wavelet Transform (John Wiley & Sons, Inc., Hoboken, NJ, 2004)
B. Walczak, B. van den Bogaert, D. Luc Massart, Anal. Chem. 68, 1742 (1996)
U. Depczynski, K. Jetter, K. Molt, A. Niemöller, Chemom. Intell. Lab. Syst. 47, 179 (1999)
Y. Ootake, S. Kokot, J. Near Infrared Spectrosc. 6, 251 (1998)
S. Delwiche, J.B. Reeves III, J. Near Infrared Spectrosc. 12, 177 (2004)
R.G. Brereton, Chemometrics: Data Analysis for the Laboratory and Chemical Plant (John Wiley & Sons, Inc., Hoboken, NJ, 2003)
S. Wold, K. Esbensen, P. Geladi, Chemom. Int. Lab. Syst. 2, 37 (1987)
K. Lee, T.J. Herrman, J. Lingenfelser, D.S. Jackson, J. Cereal Sci. 41(1), 85 (2005)
U.G. Indahl, N.S. Sahni, B. Kirkhus, T. Næs, Chemom. Intell. Lab. Syst. 49, 19 (1999)
G. Downey, J Near Infrared Spectrosc. 4, 47 (1996)
Y. Mallet, D. Coomans, O. de Vel, Chemom. Intell. Lab. Syst. 35, 157 (1996)
T. Næs, H. Martens, Trends Anal. Chem. 3(10), 266 (1984)
H. Martens, T. Næs, Trends Anal. Chem. 3(8), 204 (1984)
P. Geladi, B.R. Kowalski, Anal. Chimi. Acta. 185, 1 (1986)
C. Borggaard, in Near-infrared Technology in the Agricultural and Food Industries, 2nd edn., Chapter 5, ed. by P.C. Williams, K.H. Norris (AACC, St. Paul, MN, 2001) pp. 101–108
Y. He, X. Li, X. Deng, J. Food Eng. 79(4), 1238 (2007)
Y. Dou, H. Mi, L. Zhao, Y. Ren, Y. Ren, Spectrochim. Acta A 65(1), 79 (2006)
D.L. Massart, B.G.M. Vandeginste, S.N. Deming, Y. Michotte, L. Kaufman, Chemometrics: A Textbook (Elsevier, Amsterdam, Netherland, 1988)
T. Næs, T. Isaksson, Appl. Spectrosc. 43(2), 328 (1989)
T. Isaksson, T. Næs, Appl. Spectrosc. 44(7), 1152 (1990)
T. Næs, J. Chemom. 1, 121 (1987)
T. Fearn, J Near Infrared Spectrosc. 9, 229 (2001)
H. Martens, J.P. Nielsen, S.B. Engelsen, Anal. Chem. 75, 394 (2003)
D.K. Pedersen, H. Martens, J.P. Nielsen, S.B. Engelsen, Appl. Spectrosc. 56(9), 1206 (2002)
T. Fearn, A.M.C. Davies, J. Near Infrared Spectrosc. 11, 3 (2003)
J. Burger, P. Geladi, J. Near Infrared Spectrosc. 15(1), 29 (2007)
Y. Xu, S. Zomer, R.G. Brereton, Crit. Rev. Anal. Chem. 36, 177 (2006)
V.N. Vapnik, The Nature of Statistical Learning Theory (Springer-Verlag, New York, 1995)
A.I. Belousov, S.A. Verzakov, J. von Frese, Chemom. Intell. Lab. Syst. 64, 15 (2002)
M. Pal, P.M. Mather, Int. J. Remote Sensing. 26(5), 1007 (2005)
U. Thissen, B. Üstün, W.J. Melssen, L.M.C. Buydens, Anal. Chem. 76, 3099 (2004)
R.P. Cogdill, P. Dardenne, J. Near Infrared Spectrosc. 12, 93 (2004)
F. Chaucharda, R. Cogdill, S. Roussel, J.M. Roger, V. Bellon-Maurel, Chemom. Intell. Lab. Syst. 71, 141 (2004)
J.A. Fernández Pierna, P. Volery, R. Besson, V. Baeten, P. Dardenne, J. Agric. Food Chem. 53, 6581 (2005)
W. Wang, J. Paliwal, Trans. ASABE 49(5), 1607 (2006)
J. Gabrielsson, J. Trygg, Crit. Rev. Anal. Chem. 36, 243 (2006)
I.V. Kovalenko, G.R. Rippke, C.R. Hurburgh, J. Near Infrared Spectrosc. 15(1), 21 (2007)
Y. Shao, Y. He, Y. Wang, Eur. Food Res. Technol. 224, 591 (2007)
W. Wang, J. Paliwal, Biosyst. Eng. 94(1), 7 (2006)
F. Vogt, M. Tacke, J. Chemom. 16, 562 (2002)
X. Cheng, Y.R. Chen, Y. Tao, C.Y. Wang, M.S. Kim, A.M. Lefcourt, Trans. ASAE 47(4), 1313 (2004)
T.N. Tran, R. Wehrens, L.M.C. Buydens, Chemom. Intell. Lab. Syst. 77, 3 (2005)
J. Burger, P. Geladi, J. Chemom. 19, 355 (2005)
J. Burger, P. Geladi, J. Chemom. 20, 106 (2006)
J. Qin, R. Lu, Appl. Opt. 45(32), 8366 (2006)
J. Qin, R. Lu, Appl. Spectrosc. 61(4), 388 (2007)
N.B. Büchmann, H. Josefsson, I.A. Cowe, Cereal Chem. 78(5), 572 (2001)
C. Miralbés, J. Agric. Food Chem. 51, 6335 (2003)
K. Maertens, P. Reyns, J. De Baerdemaeker, Trans. ASAE 47(4), 1135 (2004)
P.R. Armstrong, E.B. Maghirang, F. Xie, F.E. Dowell, Appl. Eng. Agric. 22(3), 453 (2006)
E.B. Maghirang, F.E. Dowell, J.E. Baker, J.E. Throne, Trans. ASAE 46(4), 1277 (2003)
R. Rittiron, S. Saranwong, S. Kawano, J. Near Infrared Spectrosc. 12, 133 (2004)
D. Wang, F.E. Dowell, M.S. Ram, W.T. Schapaugh, Int. J. Food Properties 7(1), 75 (2003)
R.P. Cogdill, C.R. Hurburgh Jr., G.R. Rippke, S.J. Bajic, R.W. Jones, J.F. McClelland, T.C. Jensen, J. Liu, Trans. ASAE 47(1), 311 (2004)
P. Sirisomboon, M. Tanaka, S. Fujita, T. Kojima, J. Food Eng. 78, 701 (2007)
M. Zude, B. Herold, J. Roger, V. Bellon-Maurel, S. Landahl, J. Food Eng. 77, 254 (2006)
R. Lu, Y. Peng, J. Near Infrared Spectrosc. 13, 27 (2005)
Y. Peng, R. Lu, Trans. ASABE 49(1), 259 (2006)
Y. Peng, R. Lu, Trans. ASABE 49(1), 269 (2006)
G. ElMasry, N. Wang, A. ElSayed, M. Ngadi, J. Food Eng. 81, 98 (2007)
J. Qin, R. Lu, Trans. ASAE 48(5), 1963 (2005)
B.M. Nicolaï, E. Lötze, A. Peirs, N. Scheerlinck, K.I. Theron, Postharvest Biol. Technol. 40, 1 (2006)
C.J. Clark, V.A. McGlone, H.N. De Silva, M.A. Manning, J. Burdon, A.D. Mowat, Postharvest Biol. Technol. 32, 147 (2004)
Y. Liu, Y. Chen, C.Y. Wang, D.E. Chan, M.S. Kim, Appl. Spectrosc. 59(1), 78 (2005)
I. Kavdir, R. Lu, D. Ariana, M. Ngouajio, Postharvest Biol. Technol. 44, 165 (2007)
L. Xie, Y. Ying, T. Ying, J. Food Eng. 82(3), 395 (2007)
R. Hartmann, H. Büning-Pfaue, Potato Res. 41, 327 (1998)
L.W.D. van Raamsdonk, C. von Holst, V. Baeten, G. Berben, A. Boix, J. de Jong, Anim. Feed Sci. Technol. 133, 63 (2007)
I. Murray, L.S. Aucott, I.H. Pike, J. Near Infrared Spectrosc. 9, 297 (2001)
D.C. Pérez-Marín, A. Garrido-Varo, J.E. Guerrero-Ginel, A. Gómez-Cabrera, Anim. Feed Sci. Technol. 116, 333 (2004)
D. Pérez-Marín, A. Garrido-Varo, J.E. Guerrero, Appl. Spectrosc. 59(1), 69 (2005)
J.A. Fernández Pierna, V. Baeten, A.M. Renier, R.P. Cogdill, P. Dardenne, J. Chemom. 18, 341 (2004)
C. Venel, A.M. Mullen, G. Downey, D.J. Troy, J. Near Infrared Spectrosc. 9, 185 (2001)
B. Park, Y.R. Chen, W.R. Hruschka, S.D. Shackelford, M. Koohmaraie, Trans. ASAE 44(3), 609 (2001)
J. Qiao, M.O. Ngadi, N. Wang, C. Gariépy, S.O. Prasher, J. Food Eng. 83, 10 (2007)
B. Savenije, G.H. Geesink, J.G.P. van der Palen, G. Hemke, Meat Sci. 73, 181 (2006)
M. Viljoe, L.C. Hoffman, T.S. Brand, Meat Sci. 69, 255 (2005)
S.D. Shackelford, T.L. Wheeler, M. Koohmaraie, Meat Sci. 68, 371 (2004)
K.C. Lawrence, W.R. Windham, B. Park, R.J. Buhr, J. Near Infrared Spectrosc. 11, 269 (2003)
B. Park, K.C. Lawrence, W.R. Windham, D.P. Smith, J. Food Eng. 75, 340 (2006)
M.S. Kim, A.M. Lefcourt, K. Chao, Y.R. Chen, I. Kim, D.E. Chan, Trans. ASAE 45(6), 2027 (2002)
J. Perez-Mendoza, J.E. Throne, F.E. Dowell, J.E. Baker, J. Stored Prod. Res. 39, 305 (2003)
D.G. Evans, C.N.G. Scoter, L.Z. Day, M.N. Hall, J. Near Infrared Spectrosc. 1, 33 (1993)
J. Gayo, S.A. Hale, J. Agric. Food Chem. 55, 585 (2007)
M.J.C. Pontes, S.R.B. Santos, M.C.U. Araújo, L.F. Almeida, R.A.C. Lima, E.N. Gaião, U.T.C.P. Souto, Food Res. Int. 39, 182 (2006)
L. Wang, F.S.C. Lee, X. Wang, Y. He, Food Chem. 95, 529 (2006)
Acknowledgments
W.W. was supported by the Duff Roblin Fellowship (the University of Manitoba, Winnipeg, MB, Canada), Manitoba Graduate Scholarship (Department of Advanced Education and Training, Winnipeg, MB, Canada), and funding from Natural Sciences and Engineering Research Council of Canada (NSERC).
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Wang, W., Paliwal, J. Near-infrared spectroscopy and imaging in food quality and safety. Sens. & Instrumen. Food Qual. 1, 193–207 (2007). https://doi.org/10.1007/s11694-007-9022-0
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DOI: https://doi.org/10.1007/s11694-007-9022-0