Thermal imaging to detect infestation by Cryptolestes ferrugineus inside wheat kernels

被引:54
作者
Manickavasagan, A. [1 ]
Jayas, D. S. [2 ]
White, N. D. G. [3 ]
机构
[1] Univ Manitoba, Dept Biosyst Engn, Canadian Wheat Board Ctr Grain Storage Res, Winnipeg, MB R3T 5V6, Canada
[2] Univ Manitoba, Dept Biosyst Engn, Winnipeg, MB R3T 2N2, Canada
[3] Agr & Agri Food Canada, Cereal Res Ctr, Winnipeg, MB R3T 2M9, Canada
基金
加拿大自然科学与工程研究理事会;
关键词
thermal imaging; insect detection; Cryptolestes ferrugineus; heat production by respiration;
D O I
10.1016/j.jspr.2007.10.006
中图分类号
Q96 [昆虫学];
学科分类号
摘要
Canada's zero tolerance for live insects in grain received from farmers, and shipped to domestic and export buyers, has necessitated the development of an accurate insect detection method. An infrared thermal imaging system was developed to detect infestation by six developmental stages (four larval instars, pupae and adults) of Cryptolestes ferrugineus under the seed coat on the germ of the wheat kernels. The artificially infested wheat kernels were removed from the incubation room (30 degrees C), refrigerated (5 degrees C) for 60 s, maintained at ambient conditions for 20 s, and imaged using a thermal camera to identify each developmental stage (n = 283). The means of the highest 5% and 10% of all temperature values on the surface of the grain were significantly higher (alpha = 0.05) for grains having young larvae inside and lower for grains having pupae inside. Temperature distribution oil the surface of the infested kernels with different stages of C ferrugineus was highly correlated with the respiration rate of each developmental stage (r = 0.83-0.91). The overall classification accuracy for a quadratic function was 83.5% and 77.7% for infested and sound kernels, respectively, and for a linear function, it was 77.6% and 83.0% for infested and sound kernels, respectively, in pairwise discriminations. Thermal imaging has the potential to identify whether the grain is infested or not, but is less effective in identifying which developmental stage is present. (c) 2007 Elsevier Ltd. All rights reserved.
引用
收藏
页码:186 / 192
页数:7
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