An Infrared Temperature Correction Method for the Skin Temperature of Pigs in Infrared Images

被引:4
|
作者
Wang, Xiaoshuai [1 ]
Hu, Feiyue [1 ]
Yang, Ruimin [1 ]
Wang, Kaiying [1 ]
机构
[1] Zhejiang Univ, Coll Biosyst Engn & Food Sci, Hangzhou 310058, Peoples R China
来源
AGRICULTURE-BASEL | 2023年 / 13卷 / 03期
关键词
correction algorithm; infrared thermography; monocular ranging; skin temperature sensing; response surface methodology; THERMOGRAPHY; SURFACE; ANGLE; VIEW; THERMOVISION; OPTIMIZATION; EMISSIVITY; LIVESTOCK;
D O I
10.3390/agriculture13030520
中图分类号
S3 [农学(农艺学)];
学科分类号
0901 ;
摘要
Accurately measuring the skin temperature of pigs is essential to large-scale pig farming for health monitoring, as well as disease detection and prevention. Infrared thermography (IRT) is a promising technology for the non-invasive measuring of pig skin temperature. However, the distance and angle of view of measurement greatly affect the accuracy of IRT-measured temperature. To improve the accuracy of the measurement, this study starts with evaluating the effects of four parameters on the measurement of skin temperature: horizontal distance, camera height, pig height, and angle of view between the object and the IRT camera. It follows by proposing a mathematical model describing the relationship between the real skin temperature and the four parameters through means of response surface methodology. A correction algorithm is then developed based on the mathematical model to improve the measuring accuracy. In order to evaluate the performance of the correction algorithm, the measured skin temperatures before and after correction are compared with the actual ones. The comparison was carried out in an experimental pig farm with 25 randomly selected pigs. The results show that the mean relative error before the correction was -4.64% and the mean relative error after the correction was -0.70%. This study demonstrates that the new infrared temperature correction method is effective and can benefit skin temperature monitoring for commercial pig farms.
引用
收藏
页数:16
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