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논문명(한글), 논문명(영문), 성과주관부서, 품목코드, 학술지명, 주저자, 연도, 성과적용일, 첨부파일, 내용으로 구성된 글 상세입니다.
논문명(한글) |
|
논문명(영문) |
Utilizing 3D Point Cloud Technology with Deep Learning for Automated Measurement and Analysis of Dairy Cows |
성과주관부서 |
국립축산과학원 축산자원개발부 가축개량평가과 |
품목코드 |
축산 / 대가축 / 젖소 |
학술지명 |
SENSORS |
주저자 |
이재구 |
성과년도 |
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성과적용일 |
2024년02월 |
Abstract: This paper introduces an approach to the automated measurement and analysis of dairy cows
using 3D point cloud technology. The integration of advanced sensing techniques enables the collection
of non-intrusive, precise data, facilitating comprehensive monitoring of key parameters related to the
health, well-being, and productivity of dairy cows. The proposed system employs 3D imaging sensors
to capture detailed information about various parts of dairy cows, generating accurate, high-resolution
point clouds. A robust automated algorithm has been developed to process these point clouds and
extract relevant metrics such as dairy cow stature height, rump width, rump angle, and front teat length.
Based on the measured data combined with expert assessments of dairy cows, the quality indices of
dairy cows are automatically evaluated and extracted. By leveraging this technology, dairy farmers
can gain real-time insights into the health status of individual cows and the overall herd. Additionally,
the automated analysis facilitates efficient management practices and optimizes feeding strategies and
resource allocation. The results of field trials and validation studies demonstrate the effectiveness and
reliability of the automated 3D point cloud approach in dairy farm environments. The errors between
manually measured values of dairy cow height, rump angle, and front teat length, and those calculated
by the auto-measurement algorithm were within 0.7 cm, with no observed exceedance of errors in
comparison to manual measurements. This research contributes to the burgeoning field of precision
livestock farming, offering a technological solution that not only enhances productivity but also aligns
with contemporary standards for sustainable and ethical animal husbandry practices.