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A DIY sensor kit, Gaussian Processes and a multi-agent system fused into a smart beekeeping assistant

机译:DIY传感器套件,高斯过程和融合到智能养蜂助手中的多智能体系统

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The citizen science project BeeObserver provides open data which are recorded in and about honey bee colonies. Synchronized with sensor measurements, observations made by beekeepers are gathered through a web application. This application, the BOBApp, is also the interface which provides the beekeepers with access to the measured hive data. The sensors, the BOBApp and the overall system architecture is described in this paper. One of the motivations for implementation of the BeeObserver system is to be able to detect diseases or other precarious situations as early as possible and to inform the beekeeper about it in a constructive manner. To achieve this, measured data are fused with further data sources (such as open weather data) and evaluated using cognitively motivated algorithms. One of this precarious situations, food deprivation during winter, is exemplarily described in detail. To overcome the challenge of testing an assistance system within the comparatively slow dynamics of the living organisms, whose behaviour depends on the yearly rhythm of the seasons, we designed an agent-based model as a software-in-the loop testbed.
机译:公民科学项目BeeObserver提供开放数据,这些数据记录在蜂群及其附近。与传感器的测量结果同步,养蜂人的观察结果通过Web应用程序收集。该应用程序BOBApp也是向养蜂人提供对所测量的配置单元数据的访问的接口。本文介绍了传感器,BOBApp和整个系统架构。实施BeeObserver系统的动机之一是能够尽早发现疾病或其他危险状况,并以建设性的方式将其告知养蜂人。为此,将测量数据与其他数据源(例如露天天气数据)融合在一起,并使用基于认知的算法进行评估。在此示例性地详细描述了这种不稳定的情况之一,即冬季的食物匮乏。为了克服在相对缓慢的生物体动态(其行为取决于季节的年度节律)中测试辅助系统的挑战,我们设计了一种基于代理的模型作为软件在环测试平台。

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