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低成本、低功耗、多传感器设备和多变量时间序列预测蜜蜂健康监测。

A Low-Cost, Low-Power, Multisensory Device and Multivariable Time Series Prediction for Beehive Health Monitoring.

机构信息

INSECTRONICS, 55 An. Mantaka Str, Chania, GR-73100 Crete, Greece.

Department of Electrical and Electronics Engineering, University of West Attica, 12244 Athens, Greece.

出版信息

Sensors (Basel). 2023 Jan 27;23(3):1407. doi: 10.3390/s23031407.

Abstract

We present a custom platform that integrates data from several sensors measuring synchronously different variables of the beehive and wirelessly transmits all measurements to a cloud server. There is a rich literature on beehive monitoring. The choice of our work is not to use ready platforms such as Arduino and Raspberry Pi and to present a low cost and power solution for long term monitoring. We integrate sensors that are not limited to the typical toolbox of beehive monitoring such as gas, vibrations and bee counters. The synchronous sampling of all sensors every 5 min allows us to form a multivariable time series that serves in two ways: (a) it provides immediate alerting in case a measurement exceeds predefined boundaries that are known to characterize a healthy beehive, and (b) based on historical data predict future levels that are correlated with hive's health. Finally, we demonstrate the benefit of using additional regressors in the prediction of the variables of interest. The database, the code and a video of the vibrational activity of two months are made open to the interested readers.

摘要

我们提出了一个定制的平台,该平台集成了来自多个传感器的数据,这些传感器同步测量蜂巢的不同变量,并将所有测量值无线传输到云服务器。关于蜂巢监测有很多文献。我们选择的工作不是使用现成的平台,如 Arduino 和 Raspberry Pi,并提出了一种低成本、低功耗的解决方案,用于长期监测。我们集成了不仅限于蜂巢监测典型工具包的传感器,例如气体、振动和蜜蜂计数器。所有传感器每隔 5 分钟同步采样一次,这使我们能够形成一个多变量时间序列,它有两种用途:(a) 当测量值超过已知特征为健康蜂巢的预定义边界时,它会立即发出警报,(b) 根据历史数据预测与蜂巢健康相关的未来水平。最后,我们证明了在预测感兴趣的变量时使用额外回归量的好处。感兴趣的读者可以访问数据库、代码和两个月的振动活动视频。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/330d/9921924/b2be03a5303b/sensors-23-01407-g0A1.jpg

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