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

机译:JMesh-一个可扩展的基于Web的平台,用于可视化和无源声学数据的挖掘

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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:视觉呈现海洋哺乳动物探测器的输出是有效挖掘大型声学数据集的关键。操作员必须能够轻松地在较大的检测时间序列中导航,检查频谱图,聆听检测到的声音,并验证和比较随时间和空间对不同物种的检测结果。 JMesh Web平台在设计时考虑了这些限制。该界面围绕三个相互连接的可视化面板进行组织:1)地理界面显示地图,该地图显示在可调时间段内所有监视位置的每个物种的检测总数,2)检测时间序列图显示多个检测的时间变化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结果。这三个面板都是交互式的,允许用户在它们之间直观地导航。该平台使用负载平衡,微服务编排,共享的非关系数据库和虚拟化技术来使基础架构完全可伸缩,并可以从单个服务器扩展到由数百个主机组成的资源场。 JMesh可以显示来自存档数据或实时采集系统的检测结果。通过Bootstrap框架与移动设备的兼容性简化了现场数据访问。

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