Kernels chemometrics

Winning, H., Viereck, N., Wollenweber, B., Larsen, F. H., Jacobsen, S., Sondergaard, I., and Engelsen, S. B. (2009). Exploring abiotic stress on asynchronous protein metabolism in single kernels of wheat studied by NMR spectroscopy and chemometrics.. Exp. Bot. 60,... 

Lindgren F, Geladi P, Wold S, The Kernel algorithm for PLS, Journal of Chemometrics, 1993, 7, 45-59. 

W. Wu, D.L. Massart and S. de Jong, The Kernel PCA Algorithms for Wide Data. Part II Fast Cross-Validation and Application in Classification of NIR Data, Chemometrics and Intelligent Laboratory Systems. 37 (1997) 271-280. 

Manley et al. (2011) used near infrared hyperspectral imaging combined with chemometrics techniques for tracking diffusion of conditioning water in single wheat kernels of different hardnesses. NIR analysers is a commonly, non-destructive, non-contact and fast solution for quality control, and a used tool to detect the moisture-content of carrot samples during storage but Firtha (2009) used hyperspectral system that is able to detect the spatied... 

Nicolai et al. (2007) wrote a review about the applications of non-destructive measurement of fruit and vegetable quality. Measurement principles are compwed, and novel techniques (hyperspectral imaging) are reviewed. Special attention is p>aid to recent developments in portable systems. The problem of calibration transfer from one spectrophotometer to another is introduced, as well as techniques for calibration transfer. Chemometrics is an essential part of spectroscopy and the choice, of corrected techniques, is primary (linear or nonlinear regression, such as kernel-based methods are discussed). The principal objective of spectroscopy system applications in fruit and vegetables sector have focused on the nondestructive measurement of soluble solids content, texture, dry matter, acidity or disorders of fruit and vegetables, (root mean square error of prediction want to be achieved). 

Wu W, Massart DL, De Jong S. The kernel PCA algorithms for wide data. Part I theory and algorithms. Chemometr InteU Lab 1997 36 165-72. 

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