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Non-intrusive high throughput automated data collection from the home cage

机译:从家用笼中进行非侵入式高通量自动化数据收集

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摘要

Automated home cage monitoring represents a key technology to collect animal activity information directly from the home cage. The availability of 24/7 cage data enables extensive and quantitative assessment of mouse behavior and activity over long periods of time than possible otherwise. When home cage monitoring is performed directly at the home cage rack, it is possible to leverage additional advantages, including, e.g., partial (or total) reduction of animal handling, no need for setting up external data collection system as well as not requiring dedicated labs and personnel to perform tests. In this work we introduce a home cage-home rack monitoring system that is capable of continuously detecting spontaneous animal activity occurring in the home cage directly from the home cage rack. The proposed system is based on an electrical capacitance sensing technology that enables non-intrusive and continuous home cage monitoring. We then present a few animal activity metrics that are validated via comparison against a video camera-based tracking system. The results show that the proposed home-cage monitoring system can provide animal activity metrics that are comparable to the ones derived via a conventional video tracking system, with the advantage of system scalability, limited amount of both data generated and computational capabilities required to derive metrics.
机译:自动化的家庭笼监控是一项直接从家庭笼中收集动物活动信息的关键技术。 24/7笼子数据的可用性使您可以在更长的时间内对鼠标的行为和活动进行广泛而定量的评估,而这可能是不可能的。当直接在家庭笼架上进行家庭笼监控时,有可能利用其他优势,例如,减少(部分或全部)减少动物处理,无需设置外部数据收集系统以及不需要专用实验室和人员进行测试。在这项工作中,我们介绍了一个家庭笼子-家庭架子监视系统,该系统能够直接从家庭笼子的架子上连续检测发生在家庭笼子中的自发动物活动。拟议的系统基于电容感应技术,该技术可实现非侵入式和连续性的家庭笼监控。然后,我们介绍一些动物活动指标,这些指标可以通过与基于摄像机的跟踪系统进行比较来验证。结果表明,所提出的家庭笼监控系统可以提供与通过常规视频跟踪系统得出的动物活动指标相当的动物活动指标,其优点是系统可扩展性,生成的数据量有限以及得出指标所需的计算能力。

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