Detection of insect damaged wheat kernels by impact acoustics

TC Pearson, AE Cetin, AH Tewfik - Proceedings.(ICASSP'05) …, 2005 - ieeexplore.ieee.org
TC Pearson, AE Cetin, AH Tewfik
Proceedings.(ICASSP'05). IEEE International Conference on …, 2005ieeexplore.ieee.org
Insect damaged wheat kernels (IDK) are characterized by a small hole bored into the kernel
by insect larvae. This damage decreases flour quality as insect proteins interfere with the
bread-making biochemistry and insect fragments are very unsightly. A prototype system was
set up to detect IDK by dropping them onto a steel plate and processing the acoustic signal
generated when kernels impact the plate. The acoustic signal was processed by three
different methods:(1) modeling of the signal in the time domain;(2) computing time domain …
Insect damaged wheat kernels (IDK) are characterized by a small hole bored into the kernel by insect larvae. This damage decreases flour quality as insect proteins interfere with the bread-making biochemistry and insect fragments are very unsightly. A prototype system was set up to detect IDK by dropping them onto a steel plate and processing the acoustic signal generated when kernels impact the plate. The acoustic signal was processed by three different methods: (1) modeling of the signal in the time domain; (2) computing time domain signal variances in short time windows; and (3), analysis of the frequency spectra magnitudes. Linear discriminant analysis was used to select a subset of features and perform classification. 98% of un-damaged kernels and 84.4% of IDK were correctly classified.
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