Monitoring of the core body temperature of cows using implantable wireless thermometers

被引:19
作者
Iwasaki, Wataru [1 ]
Ishida, Shuichi [1 ]
Kondo, Daisuke [2 ,4 ]
Ito, Yuichi [3 ]
Tateno, Jun [3 ]
Tomioka, Michiko [2 ,5 ]
机构
[1] Natl Inst Adv Ind Sci & Technol, Adv Mfg Res Inst, 807-1 Shuku Machi, Tosu, Saga 8410052, Japan
[2] Kitasato Univ, Sch Vet Med, Higashi 23-35-1, Towada, Aomori 0348628, Japan
[3] Murata Mfg Co Ltd, 10-1,Higashikotari 1 Chome, Nagaokakyo, Kyoto 6178555, Japan
[4] NOSAI Miyagi, Sendai, Miyagi 9800011, Japan
[5] Rakuno Gakuen Univ, Sch Vet Med, Ebetsu, Hokkaido 0698501, Japan
关键词
Cattle; Health monitoring; Body temperature; Implantable wireless thermometer; Machine learning; DAIRY-CATTLE; TIME; OVULATION; SENSOR; INSEMINATION; ESTRUS; STEERS; BASE;
D O I
10.1016/j.compag.2019.06.004
中图分类号
S [农业科学];
学科分类号
09 ;
摘要
Monitoring of cattle body temperature is useful for the detection of estrus, prediction of parturition, and maintenance of health. Recently, methods of monitoring body temperature in sites including the rumen, vagina, skin surface, and subcutis, have been studied. However, these methods are associated with limitations, such as loss of a device and the induction of stress. In addition, these studies did not consider differences among the measurement sites. In the present study, we developed implantable wireless thermometers and implanted them into a cow in 10 different anatomical locations. We then investigated the relationships among the temperatures recorded at these locations and rectal temperature (RT). The temperatures in three endoceliac and seven subcutaneous locations were monitored and compared over 6 weeks during winter. The temperatures in the abdominal cavity and inner flank wall correlated strongly with RT (r = 0.74 and 0.76, respectively). Of the subcutaneous locations, the tail-base (TB) was associated with a high reception rate for wireless transmission (97.6%) and the temperatures at this location also correlated well with RT (r = 0.62). These results indicate that the implantable wireless thermometer can continuously monitor core body temperature over a long period. Endoceliac sites and the TB are good candidates for bovine temperature monitoring. In addition, we were able to predict body temperatures that strongly correlated with the temperatures at endoceliac sites using machine learning and inputs of subcutaneous and ambient temperatures. The correlation coefficients were 0.93 when seven subcutaneous temperatures were used, and 0.77 when two were used. These results suggest that long-term monitoring of core body temperature would be possible using a wireless thermometer implanted in a subcutaneous location.
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页数:6
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