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Inline mastitis detection system measuring the electrical conductivity of quarter milk

机译:在线乳腺炎检测系统可测量四分之一牛奶的电导率

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Dairy profitability depends on the quantity and quality of the produced milk. Bovine mastitis is the infection of udder tissues of cows that reduces both, and therefore it causes considerable economic damage to milk producers. Nowadays, the most widely adopted method to detect mastitis is by determining the somatic cell count per milliliter of milk. However, it requires qualified personnel and sometimes the results take a long time to be available, hampering an effective solution. The electrical conductivity of the milk could also be used, but if the test is done manually by an operator neither is effective, since affects the normal operation of the parlour. In this work we propose a mastitis detection system based on the measuring of the electrical conductivity of the milk of each quarter during the milking. A new milking claw is designed to include the conductivity traducers inside it, which are connected to the rest of the measuring unit. As a result, the only necessary modification to the milking machine is to replace the original milking claw with the new one. The system also includes a central unit to process conductivity samples sent by each measuring unit to determine if a cow has mastitis or not. A prototype is successfully tested in field, obtaining a precision of 65% and a recall of 64% for infected cows, approaching to the state of the art. Nevertheless, our approach is, to the best of our knowledge, the first proposal that allows a cost-effective solution since it can be integrated to existing milking machines and capable of issuing early warnings.
机译:乳制品的盈利能力取决于所生产牛奶的数量和质量。牛乳腺炎是奶牛乳房组织的感染,这种感染会减少两者,因此对牛奶生产者造成相当大的经济损失。如今,最广泛采用的检测乳腺炎的方法是通过确定每毫升牛奶中的体细胞计数。但是,这需要合格的人员,有时结果需要很长时间才能获得,从而阻碍了有效的解决方案。也可以使用牛奶的电导率,但是如果由操作员手动进行测试,那么两者均无效,因为这会影响到奶厅的正常运行。在这项工作中,我们提出了一种基于对挤奶过程中每个季度的牛奶电导率进行测量的乳腺炎检测系统。设计了一种新的挤奶爪,其中包括内部的电导率传感器,这些电导率传感器连接到测量单元的其余部分。结果,挤奶机唯一必要的修改就是用新的挤奶爪代替原来的挤奶爪。该系统还包括一个中央单元,用于处理由每个测量单元发送的电导率样本,以确定奶牛是否患有乳腺炎。样机已在现场成功测试,获得感染的奶牛的准确度达到65%,召回率达到64%,已接近最新水平。然而,就我们所知,我们的方法是第一个提出具有成本效益的解决方案的提议,因为它可以集成到现有的挤奶机中并能够发出预警。

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