人工智能辅助监测奶牛在奶牛场的冷却用水量
Fernando Valle1, Kelly Anklam1, Dörte Döpfer1
1Department of Medical Sciences, School of Veterinary Medicine, University of Wisconsin-Madison, Madison, WI 53706, USA.
Animals : an open access journal from MDPI
|December 11, 2025
概括
人工智能 (AI) 通过监控用水量来优化奶牛的冷却. 这种人工智能辅助系统准确地检测到奶牛,每年可能节省75%的水,并改善农场的可持续性.
科学领域:
- 农业科学 农业科学
- 动物科学动物科学
- 人工智能的人工智能
背景情况:
- 哺乳期的奶牛产生大量的内部热量,在温暖的环境中挑战温度调节.
- 传统的喷雾器系统有助于散热,但可能需要大量的水.
- 优化用水对于可持续的奶牛养殖至关重要.
研究的目的:
- 评估人工智能辅助监控对优化奶牛冷却系统中用水量的有效性.
- 通过智能水资源管理,提高奶牛农场的可持续性和降低运营成本.
- 调查人工智能在检测牛的存在和行为模式以实现有针对性的冷却方面的潜力.
主要方法:
- 开发和训练使用鱼眼安全摄像头图像的物体检测模型.
- 该模型检测到头门部分存在或不存在的奶牛,以控制喷雾器活动.
- 分析AI模型准确性和潜在的节水.
主要成果:
- 人工智能对象检测模型在检测牛的存在/缺席时,达到0.924的准确性.
- 实施人工智能辅助检测可能会将每年的冷却用水量减少高达75%.
- 该模型还可以识别与内的热应激位置相关的牛行为模式.
结论:
- 人工智能辅助的监测系统为乳制品运营中的节水提供了重大机会.
- 智能检测系统提高了农场的可持续性,并通过尽量减少水浪费来降低经济开支.
- 人工智能在奶牛场的整合提高了冷却效率,并支持热应激期间的动物福利.
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