Simple algorithms for the classification of visible/near-infrared and hyperspectral imaging spectra of chicken skins, feces, and fecal contaminated skins

被引:42
作者
Liu, YL [1 ]
Windham, WR [1 ]
Lawrence, KC [1 ]
Park, B [1 ]
机构
[1] USDA ARS, Richard B Russell Res Ctr, Athens, GA 30604 USA
关键词
visible/near-infrared spectroscopy; hyperspectral imaging spectroscopy; algorithm; poultry; fecal contamination;
D O I
10.1366/000370203322640260
中图分类号
TH7 [仪器、仪表];
学科分类号
0804 [仪器科学与技术]; 080401 [精密仪器及机械]; 081102 [检测技术与自动化装置];
摘要
As part of a research aimed at developing multispectral and hyperspectal imaging systems for use in real-time on-line detection of fecal contaminated chicken carcasses, the ingesta, doudenum, ceca, and colon feces, as well as uncontaminated skin of male broilers were scanned on a visible/NIRSystem. Reflectance spectra were recorded over the 400-2498 nm wavelength range at 2-nm intervals and 32 scans. From this spectral range, a principle component analysis (PCA) 2-class model was developed. Spectral and spatial images of the poultry carcasses were collected using a hyperspectral imaging system. Using two algorithms, subtraction and ratio, classification analysis between skins and feces classes was carried out with great success.
引用
收藏
页码:1609 / 1612
页数:4
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