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JMesh -- A Scalable Web-Based Platform for Visualization and Mining of Passive Acoustic Data

机译:JMESH - 一种可扩展的基于Web的可视化和挖掘无源声学数据的平台

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Visual presentation of the outputs from marine mammal detectors is key for efficient mining of large acoustic datasets. Operators must be able to easily navigate through large time series of detections, examine spectrograms, listen to detected sounds, and validate and compare detections for different species over time and space. The JMesh web platform has been designed with these constraints in mind. The interface is organized around three interconnected visualization panels: 1) a geographic interface displays maps showing the total number of detections for each species at all monitoring locations within an adjustable time period, 2) a detection time series plot displays temporal variations of detections for several species at a selected monitoring location, and 3) a multimedia panel allows the user to visualize spectrograms, listen to sounds and validate detections. All three panels are interactive and allow the user to navigate intuitively between them. The platform uses load balancing, microservices orchestration, shared non-relational databases, and virtualization technologies to make the infrastructure fully scalable and expandable from a single server to a resource farm composed of hundreds of hosts. JMesh can display detections from archived data or from real-time acquisition systems. Compatibility with mobile devices through the Bootstrap framework simplifies access to the data while in the field.
机译:来自海洋哺乳动物检测器的输出的视觉呈现是大型声学数据集的有效采矿的关键。操作员必须能够轻松地通过大型时间序列检测,检查谱图,收听检测到的声音,并在时间和空间上验证和比较不同物种的检测。 JMESH Web平台已经设计有这些约束。界面围绕三个互连可视化面板组织:1)地理界面显示地图显示在可调时间段内的所有监视位置处的每个物种的总检测总数,2)检测时间序列绘图显示几个检测的时间变化在选定的监视位置的物种和3)多媒体面板允许用户可视化频谱图,收听声音并验证检测。所有三个面板都是交互式的,让用户在它们之间直观地导航。该平台使用负载均衡,微服务编排,共享的非关系数据库和虚拟化技术,使基础架构从单个服务器完全可扩展,可扩展到由数百个主机组成的资源场。 JMESH可以从存档数据或实时采集系统显示检测。通过Bootstrap框架与移动设备的兼容性简化了在字段中的数据访问。

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