Prediction of Sensory Parameters of Cured Ham: A Study of the Viability of the Use of NIR Spectroscopy and Artificial Neural Networks.

Dry-cured ham is a high-quality product owing to its organoleptic characteristics. Sensory analysis is an essential part of assessing its quality. However, sensory assessment is a laborious process which implies the availability of a trained tasting panel. The aim of this study was the prediction of dry-ham sensory characteristics by means of an instrumental technique. To do so, an artificial neural network (ANN) model for the prediction of sensory parameters of dry-cured hams based on NIR spectral information was developed and optimized. The NIR spectra were obtained with a fiber-optic probe applied directly to the ham sample. In order to achieve this objective, the neural network was designed using 28 sensory parameters analyzed by a trained panel for sensory profile analysis as output data. A total of 91 samples of dry-cured ham matured for 24 months were analyzed. The hams corresponded to two different breeds (Iberian and Iberian x Duroc) and two different feeding systems (feeding outdoors with acorns or feeding with concentrates). The training algorithm and ANN architecture (the number of neurons in the hidden layer) used for the training were optimized. The parameters of ANN architecture analyzed have been shown to have an effect on the prediction capacity of the network. The Levenberg-Marquardt training algorithm has been shown to be the most suitable for the application of an ANN to sensory parameters.

Comparison of entire male and immunocastrated pigs for dry-cured ham production under two salting regimes.

Due to the initiative to stop piglet castration, meat from entire male pigs is expected to take important share on the European market which can affect dry-cured ham industry. In the present study, hams of entire males (EM) and immunocastrates (IC) were submitted to dry-curing process. Sex category and salting regime were evaluated using standard (18 days; HS) and shortened salting (6 days; LS). At the end of processing, compared to HS, LS hams had lower (40%) salt content, were more proteolysed, were less salty, and had softer texture and different volatile profile. Sex effect was less evident; still, hams from EM exhibited higher processing losses and salt intake, and were drier, less marbled, harder, and more intensively coloured than IC hams. The panellists perceived higher off-flavours in hams with high boar taint compounds (correlation 0.67 and 0.53 for skatole and androstenone, respectively). The effect of sex category on volatile profile was negligible.